From f63eb8000aba5b0c64d7dd993efbcb40866a76b2 Mon Sep 17 00:00:00 2001
From: m3taversal <m3taversal@gmail.com>
Date: Tue, 21 Apr 2026 10:20:08 +0100
Subject: [PATCH] fix: normalize 1,072 broken wiki-links across 604 files
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Mechanical space→hyphen conversion in frontmatter references
(related_claims, challenges, supports, etc.) to match actual
filenames. Fixes 26.9% broken link rate found by wiki-link audit.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
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 .../ai-humanity-03-coordination-exit.svg      | 113 ++++++++++++++++++
 core/contribution-architecture.md             |   4 +-
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 ...-futarchy-proposal-welcome-the-futarchs.md |  24 ++--
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 .../runbookai-futardio-fundraise.md           |  20 ++--
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 .../versus-futardio-fundraise.md              |  22 ++--
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 ...that solo founders and small teams face.md |   4 +-
 ...-launches-through-pre-launch-validation.md |   2 +-
 ...doption too early for macro attribution.md |   6 +-
 ...registered-platforms-regardless-of-type.md |   2 +-
 ...ble through conditional token arbitrage.md |   6 +-
 ...requires-calibration-not-just-knowledge.md |   4 +-
 ...r replacement as the dominant mechanism.md |  14 +--
 ...ability without deterring participation.md |   4 +-
 ...ructural-bottleneck-for-crypto-adoption.md |   4 +-
 ...ounts-mask-extreme-capital-distribution.md |   4 +-
 ...l complexity and liquidity requirements.md |  12 +-
 ... information not historical commitments.md |   4 +-
 ...lume proportionally to market sentiment.md |   4 +-
 ...nership not just better decision-making.md |   4 +-
 ...m market forces not centralized control.md |   4 +-
 ...nance-outcomes-has-inherent-uncertainty.md |   4 +-
 ...inancial-stake-not-voting-participation.md |   4 +-
 ...isruptive-token-architecture-migrations.md |   4 +-
 ...ardinal-estimation-requires-calibration.md |   8 +-
 ...ility-versus-traditional-raise-autonomy.md |   4 +-
 ...ricted-under-insider-trading-frameworks.md |   6 +-
 ...e-conflated-in-current-policy-discourse.md |   4 +-
 ...market-consensus-preventing-fast-pivots.md |   2 +-
 ...ional-scaffolding-for-treasury-security.md |   4 +-
 ...erational security and legal compliance.md |   4 +-
 ...ter effort that the Howey test requires.md |   4 +-
 ...atform damage the platforms credibility.md |   4 +-
 ...-maturity-faster-than-token-voting-daos.md |   4 +-
 ...adeoff-between-adoption-and-credibility.md |   4 +-
 ...cution-groups-as-discretionary-override.md |  14 +--
 ...quire-delayed-vesting-to-prevent-gaming.md |  14 +--
 ...-participation-through-endowment-effect.md |  14 +--
 ...ough-market-enforced-liquidation-rights.md |   4 +-
 ...ty-resonant-projects-raise-100x-targets.md |   4 +-
 ...-autonomous-smart-contract-coordination.md |   4 +-
 ...pendency-for-nonbank-stablecoin-issuers.md |   8 +-
 ...profitable-and-active-trading-expensive.md |   4 +-
 ...k-when-player-liquidity-is-insufficient.md |   4 +-
 ...ing-the-platform-take-counterparty-risk.md |  18 +--
 ...cent-of-optimal-for-homogeneous-workers.md |   4 +-
 ...through-conditional-market-manipulation.md |   4 +-
 ...ivate credit channel to transmit losses.md |   4 +-
 ...revealed-preference-not-lockup-duration.md |   4 +-
 ...ttlenecks with real-time market pricing.md |  12 +-
 ...infrastructure-as-neutral-open-standard.md |   4 +-
 ...gh-capital-commitment-not-vote-counting.md |   8 +-
 ...high-fees-make-price-movement-expensive.md |   4 +-
 ...euristics-for-cloud-resource-allocation.md |  12 +-
 ...teration-speed-over-security-guarantees.md |   4 +-
 ...archy-to-solve-token-voting-dysfunction.md |   4 +-
 ...staffing-captures-most-efficiency-gains.md |  32 ++---
 ...rgin-grows-sublinearly-with-system-size.md |   8 +-
 ...with-market-controlled-capex-deployment.md |   4 +-
 ...nd-and-creates-bottlenecks-during-peaks.md |   4 +-
 ...ount of decision optimization can match.md |   8 +-
 ...s-continuous-capital-calibration-signal.md |   4 +-
 ...le-legal-wrappers-provide-upside-claims.md |   2 +-
 ...rough-conditional-market-forced-buyouts.md |   4 +-
 ...ant-through-capital-deployment-feedback.md |   4 +-
 ...elling-as-ownership-alignment-mechanism.md |   4 +-
 ...m-effort-dominates-early-value-creation.md |   4 +-
 ...sement-liability-for-futarchy-platforms.md |   2 +-
 ... zero reputational cost to the platform.md |   4 +-
 ...incentivized-circles-versus-local-teams.md |  12 +-
 ...meline-and-reduces-capital-requirements.md |   8 +-
 ...der-revenue-share-replacing-local-teams.md |  12 +-
 ...ownside-risk-removes-selection-pressure.md |   4 +-
 ...n-markets-as-cftc-regulated-derivatives.md |   4 +-
 ...s-the-information-aggregation-narrative.md |   8 +-
 ...markets-but-conversion-is-not-happening.md |   8 +-
 ...d-existential-risk-for-decision-markets.md |  12 +-
 ...sting-dominates-governance-applications.md |   4 +-
 ...tion-aggregation-and-gambling-addiction.md |   4 +-
 ...itimacy-gap-despite-regulatory-approval.md |   8 +-
 ...-perception-despite-legal-defensibility.md |   4 +-
 ...hrough-massive-oversubscription-refunds.md |   8 +-
 ... failure rather than creating a new one.md |   4 +-
 ...-bootstrapping-new-markets-per-decision.md |   4 +-
 ...t-traction-for-ai-native-wallet-concept.md |   4 +-
 ... selection effects not wisdom of crowds.md |   4 +-
 ...ess-adjustment-for-non-poisson-arrivals.md |   4 +-
 ...full-utilization-with-manageable-delays.md |  16 +--
 ...re-beta-is-quality-of-service-parameter.md |   4 +-
 ...symmetry-does-not-break-price-discovery.md |   4 +-
 ...adoption before full labor substitution.md |   8 +-
 ...y tokens sold with development promises.md |   4 +-
 ...ed nor excluded from the token taxonomy.md |   8 +-
 ...oes not require securities registration.md |   4 +-
 ...al pathway to reduced regulatory burden.md |   4 +-
 ...promises or sufficient decentralization.md |   4 +-
 ...-cftc-preemption-of-state-gambling-laws.md |   2 +-
 ... lockup exposure while appearing locked.md |   4 +-
 ...namic-staffing-not-constant-max-workers.md |  20 ++--
 ...al meritocracy in investment governance.md |   4 +-
 ...ry optimized for one degrades the other.md |   4 +-
 ...ity protection beyond majority goodwill.md |   4 +-
 ...ng-resolution-time-from-days-to-seconds.md |  24 ++--
 ...dback-or-primarily-measures-price-noise.md |  12 +-
 ...et-preemption-regardless-of-legal-merit.md |   4 +-
 ...prediction-market-regulatory-legitimacy.md |  12 +-
 ...gs buffers mask the damage for quarters.md |   4 +-
 ... gates all leading-edge chip production.md |   4 +-
 ...ut regardless of chip design capability.md |   8 +-
 ...ity in global technology infrastructure.md |   4 +-
 ...irreversible geographic path dependence.md |   4 +-
 ...tile feedback must solve simultaneously.md |   4 +-
 ...current fixed-automation cannot address.md |   4 +-
 ...ncial position among funded competitors.md |   4 +-
 ...ompetitors optimize individual services.md |   4 +-
 ...losing the reusability gap in 5-8 years.md |   8 +-
 ...an launch in the emerging space economy.md |   8 +-
 ...t no competitor can replicate piecemeal.md |   4 +-
 ...ised and monthly launch cadence by 2026.md |   8 +-
 ...-knowledge-advantages-in-space-programs.md |   4 +-
 ...on opening the solar system to humanity.md |   4 +-
 ...nd metals-for-Earth-return decades away.md |   4 +-
 ...d-radiation-environment-at-sso-altitude.md |   4 +-
 ...al-compute-through-vertical-integration.md |   4 +-
 ...ds-state-launch-creating-capability-gap.md |   4 +-
 ... 4 companies are racing to fill by 2030.md |   4 +-
 ...e-dual-use-orbital-compute-architecture.md |   8 +-
 ...ng 39 percent in one year to 40 billion.md |   4 +-
 ...vance-without-starship-class-capability.md |   4 +-
 ...le while competing with the end product.md |   4 +-
 ...orbital-compute-for-latency-constraints.md |   4 +-
 ...hold-for-gigawatt-scale-orbital-compute.md |   4 +-
 ...fying-vendors-before-requirements-exist.md |   4 +-
 ...e industry at specific price thresholds.md |   8 +-
 ...tics pharmaceuticals and semiconductors.md |   4 +-
 ...creates-dual-use-orbital-infrastructure.md |   4 +-
 ...echnology for human deep-space missions.md |   4 +-
 ...or-for-crewed-time-constrained-missions.md |   4 +-
 ... and thermal bottlenecks simultaneously.md |   4 +-
 ...g launch costs attracts serious players.md |  12 +-
 ...e currently exist at required readiness.md |  14 +--
 ...reak the tyranny of the rocket equation.md |   4 +-
 ...0x-to-3x-through-starship-pricing-alone.md |   4 +-
 ...native-to-permitting-and-grid-solutions.md |   4 +-
 ...ements-creating-dual-use-revenue-bridge.md |   8 +-
 ...-networks-not-standalone-constellations.md |   4 +-
 ...-creating-physics-based-scaling-ceiling.md |   4 +-
 ...ent-january-2026-axiom-kepler-sda-nodes.md |   4 +-
 ...nce-penalty-on-orbital-compute-hardware.md |   2 +-
 ... the Space Shuttle proved over 30 years.md |   8 +-
 ...-creates-us-china-duopoly-in-heavy-lift.md |   8 +-
 ...tions-enabling-dual-use-business-models.md |   4 +-
 ...tal-compute-architecture-from-inception.md |   4 +-
 ...dence-in-defense-demand-materialization.md |   4 +-
 ...ates-artemis-program-concentration-risk.md |   8 +-
 ...ercent using rotating momentum exchange.md |   8 +-
 ...errestrial facilities are power-starved.md |   4 +-
 ... institutional design advances linearly.md |   4 +-
 ...s that grow faster than compute density.md |   4 +-
 ...ugh-atmospheric-and-weather-elimination.md |   2 +-
 ...domain-expertise-for-hardware-companies.md |   4 +-
 ...product-separate-from-odc-constellation.md |   2 +-
 ...on cycles than the 6-month Mars journey.md |  12 +-
 ...nuous human presence in low Earth orbit.md |   4 +-
 ...nables missions that demand more mining.md |   4 +-
 ...bal industry not a speculative frontier.md |   8 +-
 ... to sail-to-steam in maritime transport.md |   4 +-
 ...the next tier of orbital infrastructure.md |   4 +-
 ...blurs-three-tier-manufacturing-sequence.md |   4 +-
 entities/ai-alignment/anthropic.md            |   4 +-
 entities/ai-alignment/openai.md               |  14 +--
 entities/ai-alignment/xai.md                  |   4 +-
 .../entertainment/french-red-team-defense.md  |   4 +-
 entities/internet-finance/areal.md            |  12 +-
 entities/internet-finance/avici.md            |   6 +-
 entities/internet-finance/coal.md             |   2 +-
 entities/internet-finance/futardio.md         |   8 +-
 entities/internet-finance/futuredao.md        |   8 +-
 entities/internet-finance/genius-act.md       |   4 +-
 entities/internet-finance/git3.md             |   6 +-
 entities/internet-finance/hurupay.md          |   6 +-
 entities/internet-finance/hyperspace.md       |   4 +-
 entities/internet-finance/mycorealms.md       |   4 +-
 entities/internet-finance/paystream.md        |   2 +-
 entities/internet-finance/raydium.md          |   4 +-
 entities/internet-finance/runbookai.md        |   2 +-
 entities/internet-finance/seekervault.md      |   2 +-
 entities/internet-finance/seyf.md             |   4 +-
 entities/internet-finance/truth-predict.md    |   4 +-
 entities/internet-finance/umia.md             |   4 +-
 entities/space-development/aetherflux.md      |   4 +-
 .../space-reactor-1-freedom.md                |   8 +-
 entities/space-development/sr-1-freedom.md    |   4 +-
 entities/space-development/starcloud.md       |   4 +-
 ... capture context-dependent human values.md |  24 ++--
 ...firmation is rewarded alongside novelty.md |   8 +-
 ...ral precondition not a moral preference.md |   4 +-
 ...ance lifecycle and quality requirements.md |   4 +-
 ...uilt the nervous system but not the brain.md |   6 +-
 ...ti-perspective dialogue not calculation.md |   4 +-
 ... all of which are expensive and fragile.md |   4 +-
 ...etry makes perfect contracts impossible.md |   4 +-
 ...le-perspective reasoning cannot achieve.md |   8 +-
 ...bility and rational competitors skip it.md |   4 +-
 ...onential technology on finite substrate.md |   4 +-
 ...ated collapse and authoritarian capture.md |   8 +-
 ...t through nested statistical boundaries.md |   8 +-
 ... their states and resist entropic decay.md |   4 +-
 ...d cannot accumulate structure over time.md |   4 +-
 ... depends on what everyone else is doing.md |   8 +-
 ...rbation to escape suboptimal equilibria.md |   4 +-
 ...naturally select for the critical slope.md |   4 +-
 ...ant colonies to brains to civilizations.md |   4 +-
 ...y engineered state would perform better.md |   4 +-
 ...rom benefits regardless of contribution.md |   6 +-
 ...havior and relationships can be tracked.md |   2 +-
 ...itive capacity to evaluate it correctly.md |   2 +-
 ...t simple viral spread through weak ties.md |   8 +-
 ...ability threats and identity attachment.md |   4 +-
 ... organizations not by individual virtue.md |   2 +-
 ... more reliably than free-floating ideas.md |   6 +-
 ...ong ties within clusters cannot provide.md |   2 +-
 ...ation during structural industry change.md |   4 +-
 ...onditions that invalidate the framework.md |   4 +-
 ...trates market share among early leaders.md |   4 +-
 ...oordination versus external contracting.md |   4 +-
 609 files changed, 2344 insertions(+), 1912 deletions(-)
 create mode 100644 agents/clay/visuals/ai-humanity-01-price-of-anarchy.svg
 create mode 100644 agents/clay/visuals/ai-humanity-02-moloch-trap.svg
 create mode 100644 agents/clay/visuals/ai-humanity-03-coordination-exit.svg
 create mode 100644 domains/ai-alignment/cooperative inverse reinforcement learning formalizes alignment as a two-player game where optimality in isolation is suboptimal because the robot must learn human preferences through observation not specification.md
 create mode 100644 domains/ai-alignment/inverse reinforcement learning with objective uncertainty produces provably safe behavior because an AI system that knows it doesnt know the human reward function will defer to humans and accept shutdown rather than persist in potentially wrong actions.md

diff --git a/agents/clay/visuals/ai-humanity-01-price-of-anarchy.svg b/agents/clay/visuals/ai-humanity-01-price-of-anarchy.svg
new file mode 100644
index 000000000..776acd6f2
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+++ b/agents/clay/visuals/ai-humanity-01-price-of-anarchy.svg
@@ -0,0 +1,100 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 675" width="1200" height="675">
+  <defs>
+    <style>
+      @import url('https://fonts.googleapis.com/css2?family=JetBrains+Mono:wght@400;600;700&amp;display=swap');
+      text { font-family: 'JetBrains Mono', 'IBM Plex Mono', 'Fira Code', monospace; }
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+  </defs>
+
+  <!-- Background -->
+  <rect width="1200" height="675" fill="#0D1117"/>
+
+  <!-- ========================================== -->
+  <!-- AXES — clear, labeled                      -->
+  <!-- ========================================== -->
+
+  <!-- Y-axis -->
+  <line x1="160" y1="80" x2="160" y2="520" stroke="#30363D" stroke-width="1"/>
+  <!-- X-axis -->
+  <line x1="160" y1="520" x2="1080" y2="520" stroke="#30363D" stroke-width="1"/>
+
+  <!-- Y-axis label -->
+  <text x="30" y="300" fill="#8B949E" font-size="14" font-weight="400" letter-spacing="0.06em" text-anchor="middle" transform="rotate(-90, 30, 300)">COLLECTIVE OUTCOME</text>
+
+  <!-- X-axis label -->
+  <text x="620" y="555" fill="#8B949E" font-size="14" font-weight="400" letter-spacing="0.06em" text-anchor="middle">AI CAPABILITY</text>
+  <!-- X-axis arrow -->
+  <polygon points="1080,520 1095,515 1095,525" fill="#30363D"/>
+
+  <!-- ========================================== -->
+  <!-- AMBER GAP FILL — strong visibility         -->
+  <!-- ========================================== -->
+
+  <path d="M 200,380
+           C 320,370 480,340 620,280
+           C 760,220 880,155 1020,100
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+           C 880,435 760,415 620,400
+           C 480,388 320,383 200,380 Z"
+        fill="rgba(212, 167, 44, 0.30)"/>
+
+  <!-- ========================================== -->
+  <!-- COOPERATIVE OPTIMUM (green, solid, thick)  -->
+  <!-- ========================================== -->
+
+  <path d="M 200,380
+           C 320,370 480,340 620,280
+           C 760,220 880,155 1020,100"
+        fill="none" stroke="#3FB950" stroke-width="4" stroke-linecap="round"/>
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+  <!-- Endpoint label — anchored box style (omarsar0 pattern) -->
+  <rect x="870" y="55" width="240" height="50" rx="4" fill="rgba(63, 185, 80, 0.10)" stroke="#3FB950" stroke-width="1"/>
+  <text x="990" y="78" fill="#3FB950" font-size="16" font-weight="600" letter-spacing="0.04em" text-anchor="middle">COOPERATION</text>
+  <text x="990" y="96" fill="#8B949E" font-size="11" font-weight="400" text-anchor="middle">what's achievable together</text>
+
+  <!-- ========================================== -->
+  <!-- COMPETITIVE EQUILIBRIUM (red, dashed)      -->
+  <!-- ========================================== -->
+
+  <path d="M 200,380
+           C 320,383 480,388 620,400
+           C 760,415 880,435 1020,460"
+        fill="none" stroke="#F85149" stroke-width="3" stroke-dasharray="8,5" stroke-linecap="round"/>
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+  <!-- Endpoint label — anchored box style -->
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+  <text x="990" y="493" fill="#F85149" font-size="16" font-weight="600" letter-spacing="0.04em" text-anchor="middle">COMPETITION</text>
+  <text x="990" y="511" fill="#8B949E" font-size="11" font-weight="400" text-anchor="middle">where self-interest lands us</text>
+
+  <!-- ========================================== -->
+  <!-- ORIGIN POINT                               -->
+  <!-- ========================================== -->
+
+  <circle cx="200" cy="380" r="6" fill="#E6EDF3"/>
+  <text x="220" y="374" fill="#8B949E" font-size="12" font-weight="400">today</text>
+
+  <!-- ========================================== -->
+  <!-- PRICE OF ANARCHY — the gap, dominant label -->
+  <!-- ========================================== -->
+
+  <!-- Bracket: top tick -->
+  <line x1="780" y1="195" x2="800" y2="195" stroke="#D4A72C" stroke-width="1.5"/>
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+  <!-- Bracket: bottom tick -->
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+
+  <!-- Gap label — large, prominent -->
+  <text x="820" y="290" fill="#D4A72C" font-size="22" font-weight="600" letter-spacing="0.06em">PRICE OF</text>
+  <text x="820" y="318" fill="#D4A72C" font-size="22" font-weight="600" letter-spacing="0.06em">ANARCHY</text>
+  <text x="820" y="345" fill="#8B949E" font-size="13" font-weight="400">wasted potential</text>
+
+  <!-- ========================================== -->
+  <!-- EXPLANATORY FOOTER                         -->
+  <!-- ========================================== -->
+
+  <text x="600" y="590" fill="#8B949E" font-size="14" font-weight="400" text-anchor="middle">the gap between what's possible and what competition produces</text>
+
+  <!-- Bottom strip -->
+  <text x="60" y="650" fill="#484F58" font-size="10" font-weight="400">TELEO · as AI capability grows, the cost of failing to coordinate grows with it</text>
+</svg>
\ No newline at end of file
diff --git a/agents/clay/visuals/ai-humanity-02-moloch-trap.svg b/agents/clay/visuals/ai-humanity-02-moloch-trap.svg
new file mode 100644
index 000000000..6fe2e8bd8
--- /dev/null
+++ b/agents/clay/visuals/ai-humanity-02-moloch-trap.svg
@@ -0,0 +1,73 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 675" width="1200" height="675">
+  <defs>
+    <style>
+      @import url('https://fonts.googleapis.com/css2?family=JetBrains+Mono:wght@400;600;700&amp;display=swap');
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+
+  <!-- Diagram title -->
+  <text x="600" y="60" fill="#F85149" font-size="14" font-weight="400" letter-spacing="0.10em" text-anchor="middle">THE MOLOCH TRAP</text>
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+  <!-- ========================================== -->
+  <!-- THREE BOXES — large, clear, readable       -->
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+  <text x="890" y="428" fill="#8B949E" font-size="14" font-weight="400" text-anchor="middle">worse for everyone</text>
+
+  <!-- Box 3: Competitive Pressure (bottom left) -->
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+  <text x="270" y="398" fill="#E6EDF3" font-size="20" font-weight="600" letter-spacing="0.04em" text-anchor="middle">PRESSURE TO COMPETE</text>
+  <text x="270" y="428" fill="#8B949E" font-size="14" font-weight="400" text-anchor="middle">can't stop or you lose</text>
+
+  <!-- ========================================== -->
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+  <!-- Labels are HORIZONTAL and LARGE            -->
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+
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+  <text x="768" y="270" fill="#F85149" font-size="14" font-weight="400" letter-spacing="0.03em">seems rational</text>
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+  <!-- Arrow 2: Bad Outcome → Pressure to Compete -->
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+        fill="none" stroke="#F85149" stroke-width="2.5" marker-end="url(#arrowRed)"/>
+  <text x="540" y="502" fill="#F85149" font-size="14" font-weight="400" letter-spacing="0.03em" text-anchor="middle">produces pressure</text>
+
+  <!-- Arrow 3: Pressure to Compete → Rational Choice -->
+  <path d="M 270,345 C 280,290 350,240 375,220"
+        fill="none" stroke="#F85149" stroke-width="2.5" marker-end="url(#arrowRed)"/>
+  <text x="270" y="270" fill="#F85149" font-size="14" font-weight="400" letter-spacing="0.03em">reinforces</text>
+
+  <!-- ========================================== -->
+  <!-- MOLOCH — center, dominant                  -->
+  <!-- ========================================== -->
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+  <text x="555" y="385" fill="#F85149" font-size="36" font-weight="700" letter-spacing="0.10em" text-anchor="middle" opacity="0.9">MOLOCH</text>
+  <text x="555" y="412" fill="#484F58" font-size="13" font-weight="400" text-anchor="middle">no exit visible</text>
+
+  <!-- ========================================== -->
+  <!-- EXPLANATORY FOOTER                         -->
+  <!-- ========================================== -->
+
+  <text x="600" y="560" fill="#8B949E" font-size="14" font-weight="400" text-anchor="middle">each actor is rational — the system is not</text>
+
+  <!-- Bottom strip -->
+  <text x="60" y="650" fill="#484F58" font-size="10" font-weight="400">TELEO · the trap: individual rationality produces collective irrationality</text>
+</svg>
\ No newline at end of file
diff --git a/agents/clay/visuals/ai-humanity-03-coordination-exit.svg b/agents/clay/visuals/ai-humanity-03-coordination-exit.svg
new file mode 100644
index 000000000..e004e9242
--- /dev/null
+++ b/agents/clay/visuals/ai-humanity-03-coordination-exit.svg
@@ -0,0 +1,113 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 675" width="1200" height="675">
+  <defs>
+    <style>
+      @import url('https://fonts.googleapis.com/css2?family=JetBrains+Mono:wght@400;600;700&amp;display=swap');
+      text { font-family: 'JetBrains Mono', 'IBM Plex Mono', 'Fira Code', monospace; }
+    </style>
+    <marker id="arrowGhost" markerWidth="10" markerHeight="7" refX="9" refY="3.5" orient="auto">
+      <polygon points="0 0, 10 3.5, 0 7" fill="#30363D"/>
+    </marker>
+    <marker id="arrowPurple" markerWidth="14" markerHeight="10" refX="13" refY="5" orient="auto">
+      <polygon points="0 0, 14 5, 0 10" fill="#6E46E5"/>
+    </marker>
+    <!-- Subtle purple glow for the coordination zone -->
+    <radialGradient id="purpleGlow" cx="50%" cy="50%" r="60%">
+      <stop offset="0%" stop-color="#6E46E5" stop-opacity="0.08"/>
+      <stop offset="100%" stop-color="#6E46E5" stop-opacity="0"/>
+    </radialGradient>
+  </defs>
+
+  <!-- Background -->
+  <rect width="1200" height="675" fill="#0D1117"/>
+
+  <!-- ========================================== -->
+  <!-- FADED MOLOCH CYCLE (compact, bottom-left)  -->
+  <!-- ~30% of canvas                             -->
+  <!-- ========================================== -->
+
+  <!-- Faded cycle label -->
+  <text x="200" y="420" fill="#30363D" font-size="11" font-weight="400" letter-spacing="0.08em" text-anchor="middle">THE TRAP</text>
+
+  <!-- Faded Box 1: Individual Choice (top of mini-cycle) -->
+  <rect x="110" y="440" width="180" height="60" rx="4" fill="#161B22" stroke="#21262D" stroke-width="1"/>
+  <text x="200" y="468" fill="#484F58" font-size="11" font-weight="400" letter-spacing="0.03em" text-anchor="middle">RATIONAL CHOICE</text>
+  <text x="200" y="484" fill="#30363D" font-size="9" font-weight="400" text-anchor="middle">makes sense individually</text>
+
+  <!-- Faded Box 2: Bad Outcome (bottom-right of mini-cycle) -->
+  <rect x="310" y="530" width="180" height="60" rx="4" fill="#161B22" stroke="#21262D" stroke-width="1"/>
+  <text x="400" y="558" fill="#484F58" font-size="11" font-weight="400" letter-spacing="0.03em" text-anchor="middle">BAD OUTCOME</text>
+  <text x="400" y="574" fill="#30363D" font-size="9" font-weight="400" text-anchor="middle">worse for everyone</text>
+
+  <!-- Faded Box 3: Competitive Pressure (bottom-left of mini-cycle) -->
+  <rect x="110" y="530" width="180" height="60" rx="4" fill="#161B22" stroke="#21262D" stroke-width="1"/>
+  <text x="200" y="558" fill="#484F58" font-size="11" font-weight="400" letter-spacing="0.03em" text-anchor="middle">PRESSURE</text>
+  <text x="200" y="574" fill="#30363D" font-size="9" font-weight="400" text-anchor="middle">can't stop or you lose</text>
+
+  <!-- Faded cycle arrows -->
+  <path d="M 290,480 C 320,500 330,520 315,530" fill="none" stroke="#30363D" stroke-width="1" stroke-dasharray="3,3" marker-end="url(#arrowGhost)"/>
+  <path d="M 310,560 L 295,560" fill="none" stroke="#30363D" stroke-width="1" stroke-dasharray="3,3" marker-end="url(#arrowGhost)"/>
+  <path d="M 200,530 L 200,505" fill="none" stroke="#30363D" stroke-width="1" stroke-dasharray="3,3" marker-end="url(#arrowGhost)"/>
+
+  <!-- MOLOCH label in center of faded cycle -->
+  <text x="270" y="525" fill="#30363D" font-size="16" font-weight="600" letter-spacing="0.08em" text-anchor="middle">MOLOCH</text>
+
+  <!-- ========================================== -->
+  <!-- BREAKOUT — dramatic sweep                  -->
+  <!-- ========================================== -->
+
+  <!-- Purple breakout arrow — sweeping curve from cycle to coordination zone -->
+  <path d="M 400,525 C 480,480 540,350 600,260"
+        fill="none" stroke="#6E46E5" stroke-width="4" marker-end="url(#arrowPurple)"/>
+
+  <!-- "EXIT" label on the breakout arrow -->
+  <text x="530" y="370" fill="#6E46E5" font-size="18" font-weight="600" letter-spacing="0.08em">EXIT</text>
+
+  <!-- ========================================== -->
+  <!-- COORDINATION ZONE (dominant, right+upper)  -->
+  <!-- ~60% of canvas                             -->
+  <!-- ========================================== -->
+
+  <!-- Purple ambient glow -->
+  <ellipse cx="780" cy="280" rx="380" ry="250" fill="url(#purpleGlow)"/>
+
+  <!-- Coordination mechanism — main box -->
+  <rect x="530" y="60" width="580" height="220" rx="8" fill="rgba(110, 70, 229, 0.08)" stroke="#6E46E5" stroke-width="2"/>
+
+  <!-- Section label -->
+  <text x="820" y="100" fill="#6E46E5" font-size="14" font-weight="400" letter-spacing="0.08em" text-anchor="middle">COORDINATION MECHANISM</text>
+
+  <!-- Three pillars — horizontal row of sub-boxes -->
+  <rect x="560" y="120" width="160" height="70" rx="4" fill="rgba(110, 70, 229, 0.10)" stroke="#6E46E5" stroke-width="1" opacity="0.6"/>
+  <text x="640" y="152" fill="#E6EDF3" font-size="14" font-weight="400" text-anchor="middle">aligned</text>
+  <text x="640" y="172" fill="#E6EDF3" font-size="14" font-weight="400" text-anchor="middle">incentives</text>
+
+  <rect x="740" y="120" width="160" height="70" rx="4" fill="rgba(110, 70, 229, 0.10)" stroke="#6E46E5" stroke-width="1" opacity="0.6"/>
+  <text x="820" y="152" fill="#E6EDF3" font-size="14" font-weight="400" text-anchor="middle">shared</text>
+  <text x="820" y="172" fill="#E6EDF3" font-size="14" font-weight="400" text-anchor="middle">intelligence</text>
+
+  <rect x="920" y="120" width="160" height="70" rx="4" fill="rgba(110, 70, 229, 0.10)" stroke="#6E46E5" stroke-width="1" opacity="0.6"/>
+  <text x="1000" y="152" fill="#E6EDF3" font-size="14" font-weight="400" text-anchor="middle">priced</text>
+  <text x="1000" y="172" fill="#E6EDF3" font-size="14" font-weight="400" text-anchor="middle">outcomes</text>
+
+  <!-- Down arrow from mechanism to flourishing -->
+  <line x1="820" y1="280" x2="820" y2="310" stroke="#6E46E5" stroke-width="2" opacity="0.5"/>
+  <polygon points="813,310 820,322 827,310" fill="#6E46E5" opacity="0.5"/>
+
+  <!-- COLLECTIVE FLOURISHING — the destination, dominant -->
+  <rect x="600" y="210" width="440" height="65" rx="6" fill="rgba(110, 70, 229, 0.20)" stroke="#6E46E5" stroke-width="1.5"/>
+  <text x="820" y="250" fill="#FFFFFF" font-size="22" font-weight="600" letter-spacing="0.06em" text-anchor="middle">COLLECTIVE FLOURISHING</text>
+
+  <!-- Outcome descriptions below the main zone -->
+  <text x="680" y="340" fill="#8B949E" font-size="13" font-weight="400">everyone is better off</text>
+  <text x="680" y="362" fill="#8B949E" font-size="13" font-weight="400">and the system is sustainable</text>
+
+  <!-- ========================================== -->
+  <!-- CONTRAST LABELS — left vs right            -->
+  <!-- ========================================== -->
+
+  <text x="200" y="635" fill="#30363D" font-size="12" font-weight="400" letter-spacing="0.05em" text-anchor="middle">where competition traps us</text>
+  <text x="820" y="635" fill="#6E46E5" font-size="12" font-weight="400" letter-spacing="0.05em" text-anchor="middle">where coordination takes us</text>
+
+  <!-- Bottom strip -->
+  <text x="60" y="660" fill="#6E46E5" font-size="10" font-weight="400">TELEO · this is what we're building</text>
+</svg>
\ No newline at end of file
diff --git a/core/contribution-architecture.md b/core/contribution-architecture.md
index de5ad47e5..72c797dc4 100644
--- a/core/contribution-architecture.md
+++ b/core/contribution-architecture.md
@@ -6,9 +6,9 @@ confidence: likely
 source: "Leo, original architecture with Cory-approved weight calibration"
 created: 2026-03-26
 related:
-- contributor guide
+- contributor-guide
 reweave_edges:
-- contributor guide|related|2026-04-18
+- contributor-guide|related|2026-04-18
 ---
 
 # Contribution Scoring & Attribution Architecture
diff --git a/core/grand-strategy/LivingIPs user acquisition leverages X for 80 percent of distribution because network effects are pre-built and contributors get ownership for analysis they already produce.md b/core/grand-strategy/LivingIPs user acquisition leverages X for 80 percent of distribution because network effects are pre-built and contributors get ownership for analysis they already produce.md
index 539ff3f7d..060bacfe0 100644
--- a/core/grand-strategy/LivingIPs user acquisition leverages X for 80 percent of distribution because network effects are pre-built and contributors get ownership for analysis they already produce.md	
+++ b/core/grand-strategy/LivingIPs user acquisition leverages X for 80 percent of distribution because network effects are pre-built and contributors get ownership for analysis they already produce.md	
@@ -6,9 +6,9 @@ created: 2026-02-28
 confidence: likely
 source: "LivingIP Master Plan"
 related:
-- the fanchise engagement ladder from content to co ownership is a domain general pattern for converting passive users into active stakeholders that applies beyond entertainment to investment communities and knowledge collectives
+- the fanchise engagement ladder from content to co-ownership is a domain-general pattern for converting passive users into active stakeholders that applies beyond entertainment to investment communities and knowledge collectives
 reweave_edges:
-- the fanchise engagement ladder from content to co ownership is a domain general pattern for converting passive users into active stakeholders that applies beyond entertainment to investment communities and knowledge collectives|related|2026-04-20
+- the fanchise engagement ladder from content to co-ownership is a domain-general pattern for converting passive users into active stakeholders that applies beyond entertainment to investment communities and knowledge collectives|related|2026-04-20
 ---
 
 # LivingIPs user acquisition leverages X for 80 percent of distribution because network effects are pre-built and contributors get ownership for analysis they already produce
diff --git a/core/grand-strategy/common sense is like oxygen it thins at altitude because power insulates leaders from the feedback loops that maintain good judgment.md b/core/grand-strategy/common sense is like oxygen it thins at altitude because power insulates leaders from the feedback loops that maintain good judgment.md
index 446824505..aaeeb921c 100644
--- a/core/grand-strategy/common sense is like oxygen it thins at altitude because power insulates leaders from the feedback loops that maintain good judgment.md	
+++ b/core/grand-strategy/common sense is like oxygen it thins at altitude because power insulates leaders from the feedback loops that maintain good judgment.md	
@@ -7,9 +7,9 @@ confidence: likely
 source: "John Lewis Gaddis 'On Grand Strategy' 2018"
 tradition: "Grand strategy, organizational theory"
 related:
-- fitness landscape ruggedness determines whether adaptive systems find good solutions because smooth landscapes reward hill climbing while rugged landscapes trap agents in local optima and require exploration or recombination to escape
+- fitness landscape ruggedness determines whether adaptive systems find good solutions because smooth landscapes reward hill-climbing while rugged landscapes trap agents in local optima and require exploration or recombination to escape
 reweave_edges:
-- fitness landscape ruggedness determines whether adaptive systems find good solutions because smooth landscapes reward hill climbing while rugged landscapes trap agents in local optima and require exploration or recombination to escape|related|2026-04-18
+- fitness landscape ruggedness determines whether adaptive systems find good solutions because smooth landscapes reward hill-climbing while rugged landscapes trap agents in local optima and require exploration or recombination to escape|related|2026-04-18
 ---
 
 # common sense is like oxygen it thins at altitude because power insulates leaders from the feedback loops that maintain good judgment
diff --git a/core/grand-strategy/early-conviction pricing is an unsolved mechanism design problem because systems that reward early believers attract extractive speculators while systems that prevent speculation penalize genuine supporters.md b/core/grand-strategy/early-conviction pricing is an unsolved mechanism design problem because systems that reward early believers attract extractive speculators while systems that prevent speculation penalize genuine supporters.md
index 6c14ee2e1..5e3785a2f 100644
--- a/core/grand-strategy/early-conviction pricing is an unsolved mechanism design problem because systems that reward early believers attract extractive speculators while systems that prevent speculation penalize genuine supporters.md	
+++ b/core/grand-strategy/early-conviction pricing is an unsolved mechanism design problem because systems that reward early believers attract extractive speculators while systems that prevent speculation penalize genuine supporters.md	
@@ -11,11 +11,11 @@ depends_on:
 - fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership
 - community ownership accelerates growth through aligned evangelism not passive holding
 supports:
-- access friction functions as a natural conviction filter in token launches because process difficulty selects for genuine believers while price friction selects for wealthy speculators
-- Community anchored in genuine engagement sustains economic value through market cycles while speculation-anchored communities collapse
+- access-friction-functions-as-a-natural-conviction-filter-in-token-launches-because-process-difficulty-selects-for-genuine-believers-while-price-friction-selects-for-wealthy-speculators
+- community-anchored-in-genuine-engagement-sustains-economic-value-through-market-cycles-while-speculation-anchored-communities-collapse
 reweave_edges:
-- access friction functions as a natural conviction filter in token launches because process difficulty selects for genuine believers while price friction selects for wealthy speculators|supports|2026-04-04
-- Community anchored in genuine engagement sustains economic value through market cycles while speculation-anchored communities collapse|supports|2026-04-17
+- access-friction-functions-as-a-natural-conviction-filter-in-token-launches-because-process-difficulty-selects-for-genuine-believers-while-price-friction-selects-for-wealthy-speculators|supports|2026-04-04
+- community-anchored-in-genuine-engagement-sustains-economic-value-through-market-cycles-while-speculation-anchored-communities-collapse|supports|2026-04-17
 ---
 
 # early-conviction pricing is an unsolved mechanism design problem because systems that reward early believers attract extractive speculators while systems that prevent speculation penalize genuine supporters
diff --git a/core/grand-strategy/giving away the commoditized layer to capture value on the scarce complement is the shared mechanism driving both entertainment and internet finance attractor states.md b/core/grand-strategy/giving away the commoditized layer to capture value on the scarce complement is the shared mechanism driving both entertainment and internet finance attractor states.md
index b0802d6be..3eb3cc2a7 100644
--- a/core/grand-strategy/giving away the commoditized layer to capture value on the scarce complement is the shared mechanism driving both entertainment and internet finance attractor states.md	
+++ b/core/grand-strategy/giving away the commoditized layer to capture value on the scarce complement is the shared mechanism driving both entertainment and internet finance attractor states.md	
@@ -9,18 +9,18 @@ confidence: likely
 source: "leo, cross-domain synthesis from Clay's entertainment attractor state derivation and Rio's Living Capital business model claims"
 created: 2026-03-06
 depends_on:
-- "[['the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership']]"
-- "[['giving away the intelligence layer to capture value on capital flow is the business model because domain expertise is the distribution mechanism not the revenue source']]"
-- "[['when profits disappear at one layer of a value chain they emerge at an adjacent layer through the conservation of attractive profits']]"
-- "[['LLMs shift investment management from economies of scale to economies of edge because AI collapses the analyst labor cost that forced funds to accumulate AUM rather than generate alpha']]"
+- "[[the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership]]"
+- "[[giving away the intelligence layer to capture value on capital flow is the business model because domain expertise is the distribution mechanism not the revenue source]]"
+- "[[when profits disappear at one layer of a value chain they emerge at an adjacent layer through the conservation of attractive profits]]"
+- "[[LLMs shift investment management from economies of scale to economies of edge because AI collapses the analyst labor cost that forced funds to accumulate AUM rather than generate alpha]]"
 related:
-- a creators accumulated knowledge graph not content library is the defensible moat in AI abundant content markets
-- content serving commercial functions can simultaneously serve meaning functions when revenue model rewards relationship depth
-- the fanchise engagement ladder from content to co ownership is a domain general pattern for converting passive users into active stakeholders that applies beyond entertainment to investment communities and knowledge collectives
+- a-creators-accumulated-knowledge-graph-not-content-library-is-the-defensible-moat-in-AI-abundant-content-markets
+- content-serving-commercial-functions-can-simultaneously-serve-meaning-functions-when-revenue-model-rewards-relationship-depth
+- the fanchise engagement ladder from content to co-ownership is a domain-general pattern for converting passive users into active stakeholders that applies beyond entertainment to investment communities and knowledge collectives
 reweave_edges:
-- a creators accumulated knowledge graph not content library is the defensible moat in AI abundant content markets|related|2026-04-04
-- content serving commercial functions can simultaneously serve meaning functions when revenue model rewards relationship depth|related|2026-04-04
-- the fanchise engagement ladder from content to co ownership is a domain general pattern for converting passive users into active stakeholders that applies beyond entertainment to investment communities and knowledge collectives|related|2026-04-20
+- a-creators-accumulated-knowledge-graph-not-content-library-is-the-defensible-moat-in-AI-abundant-content-markets|related|2026-04-04
+- content-serving-commercial-functions-can-simultaneously-serve-meaning-functions-when-revenue-model-rewards-relationship-depth|related|2026-04-04
+- the fanchise engagement ladder from content to co-ownership is a domain-general pattern for converting passive users into active stakeholders that applies beyond entertainment to investment communities and knowledge collectives|related|2026-04-20
 ---
 
 # giving away the commoditized layer to capture value on the scarce complement is the shared mechanism driving both entertainment and internet finance attractor states
diff --git a/core/living-agents/Git-traced agent evolution with human-in-the-loop evals replaces recursive self-improvement as credible framing for iterative AI development.md b/core/living-agents/Git-traced agent evolution with human-in-the-loop evals replaces recursive self-improvement as credible framing for iterative AI development.md
index 78695ba0e..da3227d76 100644
--- a/core/living-agents/Git-traced agent evolution with human-in-the-loop evals replaces recursive self-improvement as credible framing for iterative AI development.md	
+++ b/core/living-agents/Git-traced agent evolution with human-in-the-loop evals replaces recursive self-improvement as credible framing for iterative AI development.md	
@@ -8,9 +8,9 @@ source: "Boardy AI conversation with Cory, March 2026"
 confidence: likely
 tradition: "AI development, startup messaging, version control as governance"
 related:
-- iterative agent self improvement produces compounding capability gains when evaluation is structurally separated from generation
+- iterative agent self-improvement produces compounding capability gains when evaluation is structurally separated from generation
 reweave_edges:
-- iterative agent self improvement produces compounding capability gains when evaluation is structurally separated from generation|related|2026-03-28
+- iterative agent self-improvement produces compounding capability gains when evaluation is structurally separated from generation|related|2026-03-28
 ---
 
 # Git-traced agent evolution with human-in-the-loop evals replaces recursive self-improvement as credible framing for iterative AI development
diff --git a/core/living-agents/adversarial PR review produces higher quality knowledge than self-review because separated proposer and evaluator roles catch errors that the originating agent cannot see.md b/core/living-agents/adversarial PR review produces higher quality knowledge than self-review because separated proposer and evaluator roles catch errors that the originating agent cannot see.md
index 8d4ca0f15..d1b656082 100644
--- a/core/living-agents/adversarial PR review produces higher quality knowledge than self-review because separated proposer and evaluator roles catch errors that the originating agent cannot see.md	
+++ b/core/living-agents/adversarial PR review produces higher quality knowledge than self-review because separated proposer and evaluator roles catch errors that the originating agent cannot see.md	
@@ -6,12 +6,12 @@ confidence: likely
 source: "Teleo collective operational evidence — 43 PRs reviewed through adversarial process (2026-02 to 2026-03)"
 created: 2026-03-07
 related:
-- agent mediated knowledge bases are structurally novel because they combine atomic claims adversarial multi agent evaluation and persistent knowledge graphs which Wikipedia Community Notes and prediction markets each partially implement but none combine
+- agent-mediated knowledge bases are structurally novel because they combine atomic claims adversarial multi-agent evaluation and persistent knowledge graphs which Wikipedia Community Notes and prediction markets each partially implement but none combine
 reweave_edges:
-- agent mediated knowledge bases are structurally novel because they combine atomic claims adversarial multi agent evaluation and persistent knowledge graphs which Wikipedia Community Notes and prediction markets each partially implement but none combine|related|2026-04-04
-- cryptographic agent trust ratings enable meta monitoring of AI feedback systems because persistent auditable reputation scores detect degrading review quality before it causes knowledge base corruption|supports|2026-04-19
+- agent-mediated knowledge bases are structurally novel because they combine atomic claims adversarial multi-agent evaluation and persistent knowledge graphs which Wikipedia Community Notes and prediction markets each partially implement but none combine|related|2026-04-04
+- cryptographic agent trust ratings enable meta-monitoring of AI feedback systems because persistent auditable reputation scores detect degrading review quality before it causes knowledge base corruption|supports|2026-04-19
 supports:
-- cryptographic agent trust ratings enable meta monitoring of AI feedback systems because persistent auditable reputation scores detect degrading review quality before it causes knowledge base corruption
+- cryptographic agent trust ratings enable meta-monitoring of AI feedback systems because persistent auditable reputation scores detect degrading review quality before it causes knowledge base corruption
 ---
 
 # Adversarial PR review produces higher quality knowledge than self-review because separated proposer and evaluator roles catch errors that the originating agent cannot see
diff --git a/core/living-agents/agent token price relative to NAV governs agent behavior through a simulated annealing mechanism where market volatility maps to exploration and market confidence maps to exploitation.md b/core/living-agents/agent token price relative to NAV governs agent behavior through a simulated annealing mechanism where market volatility maps to exploration and market confidence maps to exploitation.md
index 700ad2306..205ca9f5d 100644
--- a/core/living-agents/agent token price relative to NAV governs agent behavior through a simulated annealing mechanism where market volatility maps to exploration and market confidence maps to exploitation.md	
+++ b/core/living-agents/agent token price relative to NAV governs agent behavior through a simulated annealing mechanism where market volatility maps to exploration and market confidence maps to exploitation.md	
@@ -6,9 +6,9 @@ created: 2026-03-03
 confidence: speculative
 source: "Strategy session journal, March 2026"
 related:
-- cryptographic stake weighted trust enables autonomous agent coordination in objectively verifiable domains because agentrank adapts pagerank to computational contribution
+- cryptographic-stake-weighted-trust-enables-autonomous-agent-coordination-in-objectively-verifiable-domains-because-agentrank-adapts-pagerank-to-computational-contribution
 reweave_edges:
-- cryptographic stake weighted trust enables autonomous agent coordination in objectively verifiable domains because agentrank adapts pagerank to computational contribution|related|2026-04-18
+- cryptographic-stake-weighted-trust-enables-autonomous-agent-coordination-in-objectively-verifiable-domains-because-agentrank-adapts-pagerank-to-computational-contribution|related|2026-04-18
 ---
 
 # agent token price relative to NAV governs agent behavior through a simulated annealing mechanism where market volatility maps to exploration and market confidence maps to exploitation
diff --git a/core/living-agents/all agents running the same model family creates correlated blind spots that adversarial review cannot catch because the evaluator shares the proposers training biases.md b/core/living-agents/all agents running the same model family creates correlated blind spots that adversarial review cannot catch because the evaluator shares the proposers training biases.md
index 5bc43eb99..8380aa976 100644
--- a/core/living-agents/all agents running the same model family creates correlated blind spots that adversarial review cannot catch because the evaluator shares the proposers training biases.md	
+++ b/core/living-agents/all agents running the same model family creates correlated blind spots that adversarial review cannot catch because the evaluator shares the proposers training biases.md	
@@ -6,14 +6,14 @@ confidence: likely
 source: "Teleo collective operational evidence — all 5 active agents on Claude, 0 cross-model reviews in 44 PRs"
 created: 2026-03-07
 related:
-- agent mediated knowledge bases are structurally novel because they combine atomic claims adversarial multi agent evaluation and persistent knowledge graphs which Wikipedia Community Notes and prediction markets each partially implement but none combine
-- evaluation and optimization have opposite model diversity optima because evaluation benefits from cross family diversity while optimization benefits from same family reasoning pattern alignment
+- agent-mediated knowledge bases are structurally novel because they combine atomic claims adversarial multi-agent evaluation and persistent knowledge graphs which Wikipedia Community Notes and prediction markets each partially implement but none combine
+- evaluation and optimization have opposite model-diversity optima because evaluation benefits from cross-family diversity while optimization benefits from same-family reasoning pattern alignment
 reweave_edges:
-- agent mediated knowledge bases are structurally novel because they combine atomic claims adversarial multi agent evaluation and persistent knowledge graphs which Wikipedia Community Notes and prediction markets each partially implement but none combine|related|2026-04-04
-- evaluation and optimization have opposite model diversity optima because evaluation benefits from cross family diversity while optimization benefits from same family reasoning pattern alignment|related|2026-04-06
-- human contributors structurally correct for correlated AI blind spots because external evaluators provide orthogonal error distributions that no same family model can replicate|supports|2026-04-18
+- agent-mediated knowledge bases are structurally novel because they combine atomic claims adversarial multi-agent evaluation and persistent knowledge graphs which Wikipedia Community Notes and prediction markets each partially implement but none combine|related|2026-04-04
+- evaluation and optimization have opposite model-diversity optima because evaluation benefits from cross-family diversity while optimization benefits from same-family reasoning pattern alignment|related|2026-04-06
+- human contributors structurally correct for correlated AI blind spots because external evaluators provide orthogonal error distributions that no same-family model can replicate|supports|2026-04-18
 supports:
-- human contributors structurally correct for correlated AI blind spots because external evaluators provide orthogonal error distributions that no same family model can replicate
+- human contributors structurally correct for correlated AI blind spots because external evaluators provide orthogonal error distributions that no same-family model can replicate
 ---
 
 # All agents running the same model family creates correlated blind spots that adversarial review cannot catch because the evaluator shares the proposer's training biases
diff --git a/core/living-agents/anthropomorphizing AI agents to claim autonomous action creates credibility debt that compounds until a crisis forces public reckoning.md b/core/living-agents/anthropomorphizing AI agents to claim autonomous action creates credibility debt that compounds until a crisis forces public reckoning.md
index 9dc03acd9..f8a6b489d 100644
--- a/core/living-agents/anthropomorphizing AI agents to claim autonomous action creates credibility debt that compounds until a crisis forces public reckoning.md	
+++ b/core/living-agents/anthropomorphizing AI agents to claim autonomous action creates credibility debt that compounds until a crisis forces public reckoning.md	
@@ -9,11 +9,11 @@ source: "Boardy AI case study, February 2026; broader AI agent marketing pattern
 confidence: likely
 tradition: "AI safety, startup marketing, technology hype cycles"
 related:
-- AI personas emerge from pre training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts
-- AI generated persuasive content matches human effectiveness at belief change eliminating the authenticity premium
+- AI personas emerge from pre-training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts
+- AI-generated-persuasive-content-matches-human-effectiveness-at-belief-change-eliminating-the-authenticity-premium
 reweave_edges:
-- AI personas emerge from pre training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts|related|2026-03-28
-- AI generated persuasive content matches human effectiveness at belief change eliminating the authenticity premium|related|2026-03-28
+- AI personas emerge from pre-training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts|related|2026-03-28
+- AI-generated-persuasive-content-matches-human-effectiveness-at-belief-change-eliminating-the-authenticity-premium|related|2026-03-28
 ---
 
 # anthropomorphizing AI agents to claim autonomous action creates credibility debt that compounds until a crisis forces public reckoning
diff --git a/core/living-agents/collective knowledge health is measurable through five vital signs that detect degradation before it becomes visible in output quality.md b/core/living-agents/collective knowledge health is measurable through five vital signs that detect degradation before it becomes visible in output quality.md
index d2a2e1a9a..fe903b780 100644
--- a/core/living-agents/collective knowledge health is measurable through five vital signs that detect degradation before it becomes visible in output quality.md	
+++ b/core/living-agents/collective knowledge health is measurable through five vital signs that detect degradation before it becomes visible in output quality.md	
@@ -6,9 +6,9 @@ confidence: experimental
 source: "Vida foundations audit (March 2026), collective-intelligence research (Woolley 2010, Pentland 2014)"
 created: 2026-03-08
 supports:
-- agent integration health is diagnosed by synapse activity not individual output because a well connected agent with moderate output contributes more than a prolific isolate
+- agent integration health is diagnosed by synapse activity not individual output because a well-connected agent with moderate output contributes more than a prolific isolate
 reweave_edges:
-- agent integration health is diagnosed by synapse activity not individual output because a well connected agent with moderate output contributes more than a prolific isolate|supports|2026-04-04
+- agent integration health is diagnosed by synapse activity not individual output because a well-connected agent with moderate output contributes more than a prolific isolate|supports|2026-04-04
 - the collective is ready for a new agent when demand signals cluster in unowned territory and existing agents repeatedly route questions they cannot answer|related|2026-04-20
 related:
 - the collective is ready for a new agent when demand signals cluster in unowned territory and existing agents repeatedly route questions they cannot answer
diff --git a/core/living-agents/community ownership accelerates growth through aligned evangelism not passive holding.md b/core/living-agents/community ownership accelerates growth through aligned evangelism not passive holding.md
index 171214f1a..9eff3e1b7 100644
--- a/core/living-agents/community ownership accelerates growth through aligned evangelism not passive holding.md	
+++ b/core/living-agents/community ownership accelerates growth through aligned evangelism not passive holding.md	
@@ -7,9 +7,9 @@ source: "MetaDAO Launchpad"
 confidence: likely
 tradition: "mechanism design, network effects, token economics"
 supports:
-- Community anchored in genuine engagement sustains economic value through market cycles while speculation-anchored communities collapse
+- community-anchored-in-genuine-engagement-sustains-economic-value-through-market-cycles-while-speculation-anchored-communities-collapse
 reweave_edges:
-- Community anchored in genuine engagement sustains economic value through market cycles while speculation-anchored communities collapse|supports|2026-04-17
+- community-anchored-in-genuine-engagement-sustains-economic-value-through-market-cycles-while-speculation-anchored-communities-collapse|supports|2026-04-17
 - Ownership coins with target markets create intelligence accelerant through capital deployment feedback because real investment outcomes generate learning loops that pure information-processing agents cannot access|related|2026-04-19
 related:
 - Ownership coins with target markets create intelligence accelerant through capital deployment feedback because real investment outcomes generate learning loops that pure information-processing agents cannot access
diff --git a/core/living-agents/domain specialization with cross-domain synthesis produces better collective intelligence than generalist agents because specialists build deeper knowledge while a dedicated synthesizer finds connections they cannot see from within their territory.md b/core/living-agents/domain specialization with cross-domain synthesis produces better collective intelligence than generalist agents because specialists build deeper knowledge while a dedicated synthesizer finds connections they cannot see from within their territory.md
index d3b4901db..2b8a9cb08 100644
--- a/core/living-agents/domain specialization with cross-domain synthesis produces better collective intelligence than generalist agents because specialists build deeper knowledge while a dedicated synthesizer finds connections they cannot see from within their territory.md	
+++ b/core/living-agents/domain specialization with cross-domain synthesis produces better collective intelligence than generalist agents because specialists build deeper knowledge while a dedicated synthesizer finds connections they cannot see from within their territory.md	
@@ -6,9 +6,9 @@ confidence: experimental
 source: "Teleo collective operational evidence — 5 domain agents, 1 synthesizer, 4 synthesis batches across 43 PRs"
 created: 2026-03-07
 related:
-- agent integration health is diagnosed by synapse activity not individual output because a well connected agent with moderate output contributes more than a prolific isolate
+- agent integration health is diagnosed by synapse activity not individual output because a well-connected agent with moderate output contributes more than a prolific isolate
 reweave_edges:
-- agent integration health is diagnosed by synapse activity not individual output because a well connected agent with moderate output contributes more than a prolific isolate|related|2026-04-04
+- agent integration health is diagnosed by synapse activity not individual output because a well-connected agent with moderate output contributes more than a prolific isolate|related|2026-04-04
 ---
 
 # Domain specialization with cross-domain synthesis produces better collective intelligence than generalist agents because specialists build deeper knowledge while a dedicated synthesizer finds connections they cannot see from within their territory
diff --git a/core/living-agents/human-in-the-loop at the architectural level means humans set direction and approve structure while agents handle extraction synthesis and routine evaluation.md b/core/living-agents/human-in-the-loop at the architectural level means humans set direction and approve structure while agents handle extraction synthesis and routine evaluation.md
index 0adb55449..b6d4a6918 100644
--- a/core/living-agents/human-in-the-loop at the architectural level means humans set direction and approve structure while agents handle extraction synthesis and routine evaluation.md	
+++ b/core/living-agents/human-in-the-loop at the architectural level means humans set direction and approve structure while agents handle extraction synthesis and routine evaluation.md	
@@ -9,9 +9,9 @@ supports:
 - approval fatigue drives agent architecture toward structural safety because humans cannot meaningfully evaluate 100 permission requests per hour
 reweave_edges:
 - approval fatigue drives agent architecture toward structural safety because humans cannot meaningfully evaluate 100 permission requests per hour|supports|2026-04-03
-- structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt level rules cannot achieve|related|2026-04-19
+- structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt-level rules cannot achieve|related|2026-04-19
 related:
-- structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt level rules cannot achieve
+- structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt-level rules cannot achieve
 ---
 
 # Human-in-the-loop at the architectural level means humans set direction and approve structure while agents handle extraction synthesis and routine evaluation
diff --git a/core/living-agents/the collective is ready for a new agent when demand signals cluster in unowned territory and existing agents repeatedly route questions they cannot answer.md b/core/living-agents/the collective is ready for a new agent when demand signals cluster in unowned territory and existing agents repeatedly route questions they cannot answer.md
index 3b0717c70..945ec197a 100644
--- a/core/living-agents/the collective is ready for a new agent when demand signals cluster in unowned territory and existing agents repeatedly route questions they cannot answer.md	
+++ b/core/living-agents/the collective is ready for a new agent when demand signals cluster in unowned territory and existing agents repeatedly route questions they cannot answer.md	
@@ -6,9 +6,9 @@ confidence: experimental
 source: "Vida agent directory design (March 2026), biological growth and differentiation analogy"
 created: 2026-03-08
 related:
-- agent integration health is diagnosed by synapse activity not individual output because a well connected agent with moderate output contributes more than a prolific isolate
+- agent integration health is diagnosed by synapse activity not individual output because a well-connected agent with moderate output contributes more than a prolific isolate
 reweave_edges:
-- agent integration health is diagnosed by synapse activity not individual output because a well connected agent with moderate output contributes more than a prolific isolate|related|2026-04-04
+- agent integration health is diagnosed by synapse activity not individual output because a well-connected agent with moderate output contributes more than a prolific isolate|related|2026-04-04
 ---
 
 # the collective is ready for a new agent when demand signals cluster in unowned territory and existing agents repeatedly route questions they cannot answer
diff --git a/core/living-agents/wiki-link graphs create auditable reasoning chains because every belief must cite claims and every position must cite beliefs making the path from evidence to conclusion traversable.md b/core/living-agents/wiki-link graphs create auditable reasoning chains because every belief must cite claims and every position must cite beliefs making the path from evidence to conclusion traversable.md
index d3d85a92f..3663dfcac 100644
--- a/core/living-agents/wiki-link graphs create auditable reasoning chains because every belief must cite claims and every position must cite beliefs making the path from evidence to conclusion traversable.md	
+++ b/core/living-agents/wiki-link graphs create auditable reasoning chains because every belief must cite claims and every position must cite beliefs making the path from evidence to conclusion traversable.md	
@@ -6,15 +6,15 @@ confidence: experimental
 source: "Teleo collective operational evidence — belief files cite 3+ claims, positions cite beliefs, wiki links connect the graph"
 created: 2026-03-07
 related:
-- graph traversal through curated wiki links replicates spreading activation from cognitive science because progressive disclosure implements decay based context loading and queries evolve during search through the berrypicking effect
+- graph traversal through curated wiki links replicates spreading activation from cognitive science because progressive disclosure implements decay-based context loading and queries evolve during search through the berrypicking effect
 - undiscovered public knowledge exists as implicit connections across disconnected research domains and systematic graph traversal can surface hypotheses that no individual researcher has formulated
 - collective knowledge health is measurable through five vital signs that detect degradation before it becomes visible in output quality
-- contributor guide
+- contributor-guide
 reweave_edges:
-- graph traversal through curated wiki links replicates spreading activation from cognitive science because progressive disclosure implements decay based context loading and queries evolve during search through the berrypicking effect|related|2026-04-03
+- graph traversal through curated wiki links replicates spreading activation from cognitive science because progressive disclosure implements decay-based context loading and queries evolve during search through the berrypicking effect|related|2026-04-03
 - undiscovered public knowledge exists as implicit connections across disconnected research domains and systematic graph traversal can surface hypotheses that no individual researcher has formulated|related|2026-04-07
 - collective knowledge health is measurable through five vital signs that detect degradation before it becomes visible in output quality|related|2026-04-18
-- contributor guide|related|2026-04-18
+- contributor-guide|related|2026-04-18
 ---
 
 # Wiki-link graphs create auditable reasoning chains because every belief must cite claims and every position must cite beliefs making the path from evidence to conclusion traversable
diff --git a/core/living-capital/expert staking in Living Capital uses Numerai-style bounded burns for performance and escalating dispute bonds for fraud creating accountability without deterring participation.md b/core/living-capital/expert staking in Living Capital uses Numerai-style bounded burns for performance and escalating dispute bonds for fraud creating accountability without deterring participation.md
index d20d37935..925a1f827 100644
--- a/core/living-capital/expert staking in Living Capital uses Numerai-style bounded burns for performance and escalating dispute bonds for fraud creating accountability without deterring participation.md	
+++ b/core/living-capital/expert staking in Living Capital uses Numerai-style bounded burns for performance and escalating dispute bonds for fraud creating accountability without deterring participation.md	
@@ -7,9 +7,9 @@ confidence: experimental
 source: "Numerai, Augur, UMA, EigenLayer, a16z cryptoeconomics, STAKESURE, Feb 2026"
 tradition: "Mechanism design"
 related:
-- Protocol-specific first-loss staking creates stronger DeFi insurance underwriting incentives than socialized coverage pools because stakers bear concentrated losses on protocols they select
+- protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select
 reweave_edges:
-- Protocol-specific first-loss staking creates stronger DeFi insurance underwriting incentives than socialized coverage pools because stakers bear concentrated losses on protocols they select|related|2026-04-19
+- protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select|related|2026-04-19
 ---
 
 # expert staking in Living Capital uses Numerai-style bounded burns for performance and escalating dispute bonds for fraud creating accountability without deterring participation
diff --git a/core/living-capital/futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires.md b/core/living-capital/futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires.md
index dbb9af000..79461a8bf 100644
--- a/core/living-capital/futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires.md	
+++ b/core/living-capital/futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires.md	
@@ -6,9 +6,9 @@ created: 2026-03-05
 confidence: experimental
 source: "SEC Report on The DAO (2017), Howey test framework, MetaDAO ecosystem analysis, Seedplex regulatory analysis, March 2026"
 challenges:
-- Permissioned futarchy ICOs are securities at launch regardless of governance mechanism because team effort dominates early value creation
+- permissioned-futarchy-icos-are-securities-at-launch-regardless-of-governance-mechanism-because-team-effort-dominates-early-value-creation
 reweave_edges:
-- Permissioned futarchy ICOs are securities at launch regardless of governance mechanism because team effort dominates early value creation|challenges|2026-04-19
+- permissioned-futarchy-icos-are-securities-at-launch-regardless-of-governance-mechanism-because-team-effort-dominates-early-value-creation|challenges|2026-04-19
 ---
 
 # futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires
diff --git a/core/living-capital/token economics replacing management fees and carried interest creates natural meritocracy in investment governance.md b/core/living-capital/token economics replacing management fees and carried interest creates natural meritocracy in investment governance.md
index be18950de..f67cd6013 100644
--- a/core/living-capital/token economics replacing management fees and carried interest creates natural meritocracy in investment governance.md	
+++ b/core/living-capital/token economics replacing management fees and carried interest creates natural meritocracy in investment governance.md	
@@ -6,9 +6,9 @@ created: 2026-02-16
 confidence: experimental
 source: "Living Capital"
 related:
-- governance first capital second sequencing prevents token capture of protocol development because early capital injection selects for financialized governance participants
+- governance-first-capital-second-sequencing-prevents-token-capture-of-protocol-development-because-early-capital-injection-selects-for-financialized-governance-participants
 reweave_edges:
-- governance first capital second sequencing prevents token capture of protocol development because early capital injection selects for financialized governance participants|related|2026-04-18
+- governance-first-capital-second-sequencing-prevents-token-capture-of-protocol-development-because-early-capital-injection-selects-for-financialized-governance-participants|related|2026-04-18
 ---
 
 # token economics replacing management fees and carried interest creates natural meritocracy in investment governance
diff --git a/core/mechanisms/MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale.md b/core/mechanisms/MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale.md
index 66f563a8c..f5a6a8bc2 100644
--- a/core/mechanisms/MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale.md	
+++ b/core/mechanisms/MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale.md	
@@ -6,11 +6,11 @@ created: 2026-03-04
 confidence: likely
 source: "MetaDAO Terms of Service, Founder/Operator Legal Pack, inbox research files, web research"
 related:
-- Futarchy Labs
-- Delphi Digital
+- futarchy-labs
+- delphi-digital
 reweave_edges:
-- Futarchy Labs|related|2026-04-18
-- Delphi Digital|related|2026-04-19
+- futarchy-labs|related|2026-04-18
+- delphi-digital|related|2026-04-19
 ---
 
 # MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale
diff --git a/core/mechanisms/MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions.md b/core/mechanisms/MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions.md
index b8098b9f1..446ff343b 100644
--- a/core/mechanisms/MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions.md	
+++ b/core/mechanisms/MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions.md	
@@ -6,9 +6,9 @@ created: 2026-02-16
 confidence: proven
 source: "Governance - Meritocratic Voting + Futarchy"
 related:
-- Futarchy governance quality degrades on low-salience operational decisions because thin markets lack trader participation
+- futarchy-governance-quality-degrades-on-low-salience-operational-decisions-because-thin-markets-lack-trader-participation
 reweave_edges:
-- Futarchy governance quality degrades on low-salience operational decisions because thin markets lack trader participation|related|2026-04-19
+- futarchy-governance-quality-degrades-on-low-salience-operational-decisions-because-thin-markets-lack-trader-participation|related|2026-04-19
 ---
 
 # MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions
diff --git a/core/mechanisms/agents create dozens of proposals but only those attracting minimum stake become live futarchic decisions creating a permissionless attention market for capital formation.md b/core/mechanisms/agents create dozens of proposals but only those attracting minimum stake become live futarchic decisions creating a permissionless attention market for capital formation.md
index 54aec5d22..83073d3ed 100644
--- a/core/mechanisms/agents create dozens of proposals but only those attracting minimum stake become live futarchic decisions creating a permissionless attention market for capital formation.md	
+++ b/core/mechanisms/agents create dozens of proposals but only those attracting minimum stake become live futarchic decisions creating a permissionless attention market for capital formation.md	
@@ -6,9 +6,9 @@ created: 2026-03-03
 confidence: experimental
 source: "Strategy session journal, March 2026"
 related:
-- cryptographic stake weighted trust enables autonomous agent coordination in objectively verifiable domains because agentrank adapts pagerank to computational contribution
+- cryptographic-stake-weighted-trust-enables-autonomous-agent-coordination-in-objectively-verifiable-domains-because-agentrank-adapts-pagerank-to-computational-contribution
 reweave_edges:
-- cryptographic stake weighted trust enables autonomous agent coordination in objectively verifiable domains because agentrank adapts pagerank to computational contribution|related|2026-04-18
+- cryptographic-stake-weighted-trust-enables-autonomous-agent-coordination-in-objectively-verifiable-domains-because-agentrank-adapts-pagerank-to-computational-contribution|related|2026-04-18
 ---
 
 # agents create dozens of proposals but only those attracting minimum stake become live futarchic decisions creating a permissionless attention market for capital formation
diff --git a/core/mechanisms/futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md b/core/mechanisms/futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md
index 65c1f0aec..538d33a5a 100644
--- a/core/mechanisms/futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md	
+++ b/core/mechanisms/futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md	
@@ -9,13 +9,13 @@ tradition: "futarchy, behavioral economics, market microstructure"
 related:
 - Is futarchy's low participation in uncontested decisions efficient disuse or a sign of structural adoption barriers?
 - Futarchy requires quantifiable exogenous KPIs as a deployment constraint because most DAO proposals lack measurable objectives
-- Futarchy governance overhead increases decision friction because every significant action requires conditional market consensus preventing fast pivots
-- Futarchy governance quality degrades on low-salience operational decisions because thin markets lack trader participation
+- futarchy-governance-overhead-increases-decision-friction-because-every-significant-action-requires-conditional-market-consensus-preventing-fast-pivots
+- futarchy-governance-quality-degrades-on-low-salience-operational-decisions-because-thin-markets-lack-trader-participation
 reweave_edges:
 - Is futarchy's low participation in uncontested decisions efficient disuse or a sign of structural adoption barriers?|related|2026-04-18
 - Futarchy requires quantifiable exogenous KPIs as a deployment constraint because most DAO proposals lack measurable objectives|related|2026-04-18
-- Futarchy governance overhead increases decision friction because every significant action requires conditional market consensus preventing fast pivots|related|2026-04-19
-- Futarchy governance quality degrades on low-salience operational decisions because thin markets lack trader participation|related|2026-04-19
+- futarchy-governance-overhead-increases-decision-friction-because-every-significant-action-requires-conditional-market-consensus-preventing-fast-pivots|related|2026-04-19
+- futarchy-governance-quality-degrades-on-low-salience-operational-decisions-because-thin-markets-lack-trader-participation|related|2026-04-19
 ---
 
 Futarchy faces three concrete adoption barriers that compound to limit participation: token price psychology, proposal creation difficulty, and liquidity requirements. These aren't theoretical concerns but observed friction in MetaDAO's implementation.
diff --git a/core/mechanisms/futarchy enables trustless joint ownership by forcing dissenters to be bought out through pass markets.md b/core/mechanisms/futarchy enables trustless joint ownership by forcing dissenters to be bought out through pass markets.md
index 629a3279b..1991a4ad4 100644
--- a/core/mechanisms/futarchy enables trustless joint ownership by forcing dissenters to be bought out through pass markets.md	
+++ b/core/mechanisms/futarchy enables trustless joint ownership by forcing dissenters to be bought out through pass markets.md	
@@ -7,10 +7,10 @@ source: "MetaDAO Launchpad"
 confidence: likely
 tradition: "futarchy, DAO governance, mechanism design"
 related:
-- Futarchy conditional markets aggregate information through financial stake not voting participation
+- futarchy-conditional-markets-aggregate-information-through-financial-stake-not-voting-participation
 - Futarchy network effects emerge from governance lock-in not brand because conditional market treasury governance creates switching costs
 reweave_edges:
-- Futarchy conditional markets aggregate information through financial stake not voting participation|related|2026-04-19
+- futarchy-conditional-markets-aggregate-information-through-financial-stake-not-voting-participation|related|2026-04-19
 - Futarchy network effects emerge from governance lock-in not brand because conditional market treasury governance creates switching costs|related|2026-04-19
 ---
 
diff --git a/core/mechanisms/futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs.md b/core/mechanisms/futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs.md
index e6537d5de..f371f5e47 100644
--- a/core/mechanisms/futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs.md	
+++ b/core/mechanisms/futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs.md	
@@ -7,10 +7,10 @@ confidence: likely
 source: "Governance - Meritocratic Voting + Futarchy"
 related:
 - AI agent futarchy governance eliminates organizational overhead through mechanism substitution because market-governed decision-making replaces committee structures that require human coordination costs
-- Futarchy conditional markets aggregate information through financial stake not voting participation
+- futarchy-conditional-markets-aggregate-information-through-financial-stake-not-voting-participation
 reweave_edges:
 - AI agent futarchy governance eliminates organizational overhead through mechanism substitution because market-governed decision-making replaces committee structures that require human coordination costs|related|2026-04-19
-- Futarchy conditional markets aggregate information through financial stake not voting participation|related|2026-04-19
+- futarchy-conditional-markets-aggregate-information-through-financial-stake-not-voting-participation|related|2026-04-19
 ---
 
 # futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs
diff --git a/core/mechanisms/token voting DAOs offer no minority protection beyond majority goodwill.md b/core/mechanisms/token voting DAOs offer no minority protection beyond majority goodwill.md
index 6d7cba1f3..42a35cb55 100644
--- a/core/mechanisms/token voting DAOs offer no minority protection beyond majority goodwill.md	
+++ b/core/mechanisms/token voting DAOs offer no minority protection beyond majority goodwill.md	
@@ -7,9 +7,9 @@ source: "Heavey, Futarchy as Trustless Joint Ownership (2024)"
 confidence: proven
 tradition: "futarchy, mechanism design, DAO governance"
 related:
-- dao event perks as governance incentives create plutocratic access structures that may reduce rather than increase participation
+- dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation
 reweave_edges:
-- dao event perks as governance incentives create plutocratic access structures that may reduce rather than increase participation|related|2026-04-18
+- dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation|related|2026-04-18
 ---
 
 The fundamental defect of token voting DAOs is that governance tokens are only useful if you command voting majority, and unlike equity shares they entitle minority holders to nothing. There is no internal mechanism preventing majorities from raiding treasuries and distributing assets only among themselves. Wholesale looting is not uncommon—Serum had multiple incidents, the CKS Mango raid remains unresolved, and the Uniswap DeFi Education Fund granted $20M based on a short forum post with no argument for token value accretion.
diff --git a/decisions/internet-finance/areal-futardio-fundraise.md b/decisions/internet-finance/areal-futardio-fundraise.md
index dcc7a8bd7..1bc4d62d2 100644
--- a/decisions/internet-finance/areal-futardio-fundraise.md
+++ b/decisions/internet-finance/areal-futardio-fundraise.md
@@ -16,13 +16,13 @@ tracked_by: rio
 created: 2026-03-24
 source_archive: "inbox/archive/2026-03-05-futardio-launch-areal-finance.md"
 related:
-- areal proposes unified rwa liquidity through index token aggregating yield across project tokens
-- areal targets smb rwa tokenization as underserved market versus equity and large financial instruments
+- areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens
+- areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments
 - "{'Cloak': 'Futardio ICO Launch'}"
 - "Cloak: Futardio ICO Launch"
 reweave_edges:
-- areal proposes unified rwa liquidity through index token aggregating yield across project tokens|related|2026-04-04
-- areal targets smb rwa tokenization as underserved market versus equity and large financial instruments|related|2026-04-04
+- areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens|related|2026-04-04
+- areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments|related|2026-04-04
 - "{'Cloak': 'Futardio ICO Launch|related|2026-04-17'}"
 - "{'Cloak': 'Futardio ICO Launch|related|2026-04-18'}"
 - "Cloak: Futardio ICO Launch|related|2026-04-19"
diff --git a/decisions/internet-finance/coal-establish-development-fund.md b/decisions/internet-finance/coal-establish-development-fund.md
index 7771e2657..5794d3cb2 100644
--- a/decisions/internet-finance/coal-establish-development-fund.md
+++ b/decisions/internet-finance/coal-establish-development-fund.md
@@ -16,9 +16,9 @@ tracked_by: rio
 created: 2026-03-11
 source_archive: "inbox/archive/2024-12-05-futardio-proposal-establish-development-fund.md"
 related:
-- "Coal: Cut emissions by 50%?"
-- "coal: Let's get Futarded"
-- "COAL: Meta-PoW: The ORE Treasury Protocol"
+- "coal-cut-emissions-by-50"
+- "coal-lets-get-futarded"
+- "coal-meta-pow-the-ore-treasury-protocol"
 reweave_edges:
 - "Coal: Cut emissions by 50%?|related|2026-04-19"
 - "coal: Let's get Futarded|related|2026-04-19"
diff --git a/decisions/internet-finance/coal-lets-get-futarded.md b/decisions/internet-finance/coal-lets-get-futarded.md
index b14df150a..d06d5ffda 100644
--- a/decisions/internet-finance/coal-lets-get-futarded.md
+++ b/decisions/internet-finance/coal-lets-get-futarded.md
@@ -26,8 +26,8 @@ key_metrics:
     proposal_length: "3 days"
 source_archive: "inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md"
 related:
-- "Coal: Cut emissions by 50%?"
-- "COAL: Meta-PoW: The ORE Treasury Protocol"
+- "coal-cut-emissions-by-50"
+- "coal-meta-pow-the-ore-treasury-protocol"
 reweave_edges:
 - "Coal: Cut emissions by 50%?|related|2026-04-19"
 - "COAL: Meta-PoW: The ORE Treasury Protocol|related|2026-04-19"
diff --git a/decisions/internet-finance/coal-meta-pow-the-ore-treasury-protocol.md b/decisions/internet-finance/coal-meta-pow-the-ore-treasury-protocol.md
index 561bf1620..079cc9cbf 100644
--- a/decisions/internet-finance/coal-meta-pow-the-ore-treasury-protocol.md
+++ b/decisions/internet-finance/coal-meta-pow-the-ore-treasury-protocol.md
@@ -17,7 +17,7 @@ created: 2026-03-11
 source_archive: "inbox/archive/2025-11-07-futardio-proposal-meta-pow-the-ore-treasury-protocol.md"
 related:
 - "{'coal': \"Let's get Futarded\"}"
-- "coal: Let's get Futarded"
+- "coal-lets-get-futarded"
 reweave_edges:
 - "{'coal': \"Let's get Futarded|related|2026-04-18\"}"
 - "coal: Let's get Futarded|related|2026-04-19"
diff --git a/decisions/internet-finance/deans-list-approve-treasury-management.md b/decisions/internet-finance/deans-list-approve-treasury-management.md
index 8e04208af..3fe7f2767 100644
--- a/decisions/internet-finance/deans-list-approve-treasury-management.md
+++ b/decisions/internet-finance/deans-list-approve-treasury-management.md
@@ -20,7 +20,7 @@ supports:
 - "IslandDAO: Treasury Proposal (Dean's List Proposal)"
 related:
 - "{\"Dean's List\": 'Update Liquidity Fee Structure'}"
-- "Dean's List: Update Liquidity Fee Structure"
+- "deans-list-update-liquidity-fee-structure"
 reweave_edges:
 - "{\"Dean's List\": 'Update Liquidity Fee Structure|related|2026-04-18'}"
 - "{'IslandDAO': \"Treasury Proposal (Dean's List Proposal)|supports|2026-04-18\"}"
diff --git a/decisions/internet-finance/deans-list-enhancing-economic-model.md b/decisions/internet-finance/deans-list-enhancing-economic-model.md
index 207723ff6..db8adf7ce 100644
--- a/decisions/internet-finance/deans-list-enhancing-economic-model.md
+++ b/decisions/internet-finance/deans-list-enhancing-economic-model.md
@@ -23,7 +23,7 @@ related:
 - "{'IslandDAO': \"Treasury Proposal (Dean's List Proposal)\"}"
 - "IslandDAO: Implement 3-Week Vesting for DAO Payments"
 - "IslandDAO: Reward the University of Waterloo Blockchain Club with 1 Million $DEAN Tokens"
-- "Dean's List: Update Liquidity Fee Structure"
+- "deans-list-update-liquidity-fee-structure"
 reweave_edges:
 - "{\"Dean's List\": 'Approve Treasury De-Risking Strategy|related|2026-04-18'}"
 - "{'IslandDAO': 'Implement 3-Week Vesting for DAO Payments|related|2026-04-18'}"
diff --git a/decisions/internet-finance/deans-list-fund-website-redesign.md b/decisions/internet-finance/deans-list-fund-website-redesign.md
index 32dd86c17..647989b4e 100644
--- a/decisions/internet-finance/deans-list-fund-website-redesign.md
+++ b/decisions/internet-finance/deans-list-fund-website-redesign.md
@@ -34,7 +34,7 @@ related:
 - "IslandDAO: Enhancing The Dean's List DAO Economic Model"
 - "IslandDAO: Reward the University of Waterloo Blockchain Club with 1 Million $DEAN Tokens"
 - "Dean's List: ThailandDAO Event Promotion to Boost Governance Engagement"
-- "Dean's List: Update Liquidity Fee Structure"
+- "deans-list-update-liquidity-fee-structure"
 reweave_edges:
 - "{'IslandDAO': \"Enhancing The Dean's List DAO Economic Model|related|2026-04-18\"}"
 - "{'IslandDAO': 'Reward the University of Waterloo Blockchain Club with 1 Million $DEAN Tokens|related|2026-04-18'}"
diff --git a/decisions/internet-finance/deans-list-implement-3-week-vesting.md b/decisions/internet-finance/deans-list-implement-3-week-vesting.md
index 6ab40d95f..9993a893a 100644
--- a/decisions/internet-finance/deans-list-implement-3-week-vesting.md
+++ b/decisions/internet-finance/deans-list-implement-3-week-vesting.md
@@ -47,8 +47,8 @@ Demonstrates futarchy-governed treasury operations addressing sell pressure dyna
 
 ## Relationship to KB
 - [[deans-list]] - treasury governance decision
-- [[time-based-token-vesting-is-hedgeable-making-standard-lockups-meaningless-as-alignment-mechanisms-because-investors-can-short-sell-to-neutralize-lockup-exposure-while-appearing-locked]] - vesting as sell pressure management
-- [[futarchy-adoption-faces-friction-from-token-price-psychology-proposal-complexity-and-liquidity-requirements]] - proposal complexity example
+- [[time-based token vesting is hedgeable making standard lockups meaningless as alignment mechanisms because investors can short-sell to neutralize lockup exposure while appearing locked]] - vesting as sell pressure management
+- [[futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements]] - proposal complexity example
 
 ## Full Proposal Text
 
diff --git a/decisions/internet-finance/deans-list-reward-waterloo-blockchain-club.md b/decisions/internet-finance/deans-list-reward-waterloo-blockchain-club.md
index d21456626..3fd68f936 100644
--- a/decisions/internet-finance/deans-list-reward-waterloo-blockchain-club.md
+++ b/decisions/internet-finance/deans-list-reward-waterloo-blockchain-club.md
@@ -18,7 +18,7 @@ source_archive: "inbox/archive/2024-06-08-futardio-proposal-reward-the-universit
 related:
 - "{\"Dean's List\": 'Fund Website Redesign'}"
 - "{\"Dean's List\": 'ThailandDAO Event Promotion to Boost Governance Engagement'}"
-- "Dean's List: Fund Website Redesign"
+- "deans-list-fund-website-redesign"
 - "Dean's List: ThailandDAO Event Promotion to Boost Governance Engagement"
 reweave_edges:
 - "{\"Dean's List\": 'Fund Website Redesign|related|2026-04-18'}"
diff --git a/decisions/internet-finance/deans-list-thailanddao-event-promotion.md b/decisions/internet-finance/deans-list-thailanddao-event-promotion.md
index eee40dd7c..5cebdfb7b 100644
--- a/decisions/internet-finance/deans-list-thailanddao-event-promotion.md
+++ b/decisions/internet-finance/deans-list-thailanddao-event-promotion.md
@@ -27,14 +27,14 @@ tracked_by: rio
 created: 2026-03-11
 source_archive: "inbox/archive/2024-06-22-futardio-proposal-thailanddao-event-promotion-to-boost-deans-list-dao-engageme.md"
 supports:
-- dao event perks as governance incentives create plutocratic access structures that may reduce rather than increase participation
+- dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation
 related:
 - "{\"Dean's List\": 'Fund Website Redesign'}"
 - "{'IslandDAO': 'Reward the University of Waterloo Blockchain Club with 1 Million $DEAN Tokens'}"
-- "Dean's List: Fund Website Redesign"
+- "deans-list-fund-website-redesign"
 - "IslandDAO: Reward the University of Waterloo Blockchain Club with 1 Million $DEAN Tokens"
 reweave_edges:
-- dao event perks as governance incentives create plutocratic access structures that may reduce rather than increase participation|supports|2026-04-18
+- dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation|supports|2026-04-18
 - "{\"Dean's List\": 'Fund Website Redesign|related|2026-04-18'}"
 - "{'IslandDAO': 'Reward the University of Waterloo Blockchain Club with 1 Million $DEAN Tokens|related|2026-04-18'}"
 - "Dean's List: Fund Website Redesign|related|2026-04-19"
diff --git a/decisions/internet-finance/digifrens-futardio-fundraise.md b/decisions/internet-finance/digifrens-futardio-fundraise.md
index b740929c6..b89585ce6 100644
--- a/decisions/internet-finance/digifrens-futardio-fundraise.md
+++ b/decisions/internet-finance/digifrens-futardio-fundraise.md
@@ -21,13 +21,13 @@ key_metrics:
   duration: "1 day"
 source_archive: "inbox/archive/2026-03-03-futardio-launch-digifrens.md"
 related:
-- "{'Git3': 'Futardio Fundraise'}"
-- MILO AI Agent
-- "Git3: Futardio Fundraise"
-- "RunBookAI: Futardio Fundraise"
+- "git3-futardio-fundraise"
+- milo-ai-agent
+- "git3-futardio-fundraise"
+- "runbookai-futardio-fundraise"
 reweave_edges:
-- "{'Git3': 'Futardio Fundraise|related|2026-04-18'}"
-- MILO AI Agent|related|2026-04-18
+- "git3-futardio-fundraise|related|2026-04-18'}"
+- milo-ai-agent|related|2026-04-18
 - "Git3: Futardio Fundraise|related|2026-04-19"
 - "RunBookAI: Futardio Fundraise|related|2026-04-19"
 ---
diff --git a/decisions/internet-finance/drift-ai-agent-grants-program.md b/decisions/internet-finance/drift-ai-agent-grants-program.md
index e4d13a543..702288e32 100644
--- a/decisions/internet-finance/drift-ai-agent-grants-program.md
+++ b/decisions/internet-finance/drift-ai-agent-grants-program.md
@@ -16,15 +16,15 @@ tracked_by: rio
 created: 2026-03-11
 source_archive: "inbox/archive/2024-12-19-futardio-proposal-allocate-50000-drift-to-fund-the-drift-ai-agent-request-for.md"
 related:
-- "{'Drift': 'Fund The Drift Superteam Earn Creator Competition'}"
-- "{'Drift': 'Fund The Drift Working Group?'}"
+- "drift-fund-the-drift-superteam-earn-creator-competition"
+- "drift-fund-the-drift-working-group"
 - "{'Drift': 'Initialize the Drift Foundation Grant Program'}"
-- "Drift: Fund The Drift Superteam Earn Creator Competition"
-- "Drift: Fund The Drift Working Group?"
+- "drift-fund-the-drift-superteam-earn-creator-competition"
+- "drift-fund-the-drift-working-group"
 - "Drift: Initialize the Drift Foundation Grant Program"
 reweave_edges:
-- "{'Drift': 'Fund The Drift Superteam Earn Creator Competition|related|2026-04-18'}"
-- "{'Drift': 'Fund The Drift Working Group?|related|2026-04-18'}"
+- "drift-fund-the-drift-superteam-earn-creator-competition|related|2026-04-18'}"
+- "drift-fund-the-drift-working-group|related|2026-04-18'}"
 - "{'Drift': 'Initialize the Drift Foundation Grant Program|related|2026-04-18'}"
 - "Drift: Fund The Drift Superteam Earn Creator Competition|related|2026-04-19"
 - "Drift: Fund The Drift Working Group?|related|2026-04-19"
diff --git a/decisions/internet-finance/drift-fund-the-drift-working-group.md b/decisions/internet-finance/drift-fund-the-drift-working-group.md
index 8fb1a4a90..0983b191c 100644
--- a/decisions/internet-finance/drift-fund-the-drift-working-group.md
+++ b/decisions/internet-finance/drift-fund-the-drift-working-group.md
@@ -18,16 +18,16 @@ source_archive: "inbox/archive/2025-02-13-futardio-proposal-fund-the-drift-worki
 related:
 - "{'Drift': 'Allocate 50,000 DRIFT to fund the Drift AI Agent request for grant'}"
 - "{'Drift': 'Fund Artemis Labs Data and Analytics Dashboards'}"
-- "{'Drift': 'Fund The Drift Superteam Earn Creator Competition'}"
+- "drift-fund-the-drift-superteam-earn-creator-competition"
 - "{'Drift': 'Initialize the Drift Foundation Grant Program'}"
 - "Drift: Allocate 50,000 DRIFT to fund the Drift AI Agent request for grant"
 - "Drift: Fund Artemis Labs Data and Analytics Dashboards"
-- "Drift: Fund The Drift Superteam Earn Creator Competition"
+- "drift-fund-the-drift-superteam-earn-creator-competition"
 - "Drift: Initialize the Drift Foundation Grant Program"
 reweave_edges:
 - "{'Drift': 'Allocate 50,000 DRIFT to fund the Drift AI Agent request for grant|related|2026-04-18'}"
 - "{'Drift': 'Fund Artemis Labs Data and Analytics Dashboards|related|2026-04-18'}"
-- "{'Drift': 'Fund The Drift Superteam Earn Creator Competition|related|2026-04-18'}"
+- "drift-fund-the-drift-superteam-earn-creator-competition|related|2026-04-18'}"
 - "{'Drift': 'Initialize the Drift Foundation Grant Program|related|2026-04-18'}"
 - "Drift: Allocate 50,000 DRIFT to fund the Drift AI Agent request for grant|related|2026-04-19"
 - "Drift: Fund Artemis Labs Data and Analytics Dashboards|related|2026-04-19"
diff --git a/decisions/internet-finance/drift-futarchy-proposal-welcome-the-futarchs.md b/decisions/internet-finance/drift-futarchy-proposal-welcome-the-futarchs.md
index 9b0147aad..c71da3d0c 100644
--- a/decisions/internet-finance/drift-futarchy-proposal-welcome-the-futarchs.md
+++ b/decisions/internet-finance/drift-futarchy-proposal-welcome-the-futarchs.md
@@ -16,27 +16,27 @@ tracked_by: rio
 created: 2026-03-11
 source_archive: "inbox/archive/2024-05-30-futardio-proposal-drift-futarchy-proposal-welcome-the-futarchs.md"
 supports:
-- futarchy incentive programs use multisig execution groups as discretionary override
-- futarchy retroactive rewards bootstrap participation through endowment effect
+- futarchy-incentive-programs-use-multisig-execution-groups-as-discretionary-override
+- futarchy-retroactive-rewards-bootstrap-participation-through-endowment-effect
 related:
 - "{'Drift': 'Allocate 50,000 DRIFT to fund the Drift AI Agent request for grant'}"
 - "{'Drift': 'Fund Artemis Labs Data and Analytics Dashboards'}"
-- "{'Drift': 'Fund The Drift Superteam Earn Creator Competition'}"
-- "{'Drift': 'Fund The Drift Working Group?'}"
+- "drift-fund-the-drift-superteam-earn-creator-competition"
+- "drift-fund-the-drift-working-group"
 - "{'Drift': 'Initialize the Drift Foundation Grant Program'}"
-- "{'Drift': 'Prioritize Listing META?'}"
-- futarchy proposer incentives require delayed vesting to prevent gaming
+- "drift-prioritize-listing-meta"
+- futarchy-proposer-incentives-require-delayed-vesting-to-prevent-gaming
 - "Drift: Allocate 50,000 DRIFT to fund the Drift AI Agent request for grant"
 reweave_edges:
 - "{'Drift': 'Allocate 50,000 DRIFT to fund the Drift AI Agent request for grant|related|2026-04-18'}"
 - "{'Drift': 'Fund Artemis Labs Data and Analytics Dashboards|related|2026-04-18'}"
-- "{'Drift': 'Fund The Drift Superteam Earn Creator Competition|related|2026-04-18'}"
-- "{'Drift': 'Fund The Drift Working Group?|related|2026-04-18'}"
+- "drift-fund-the-drift-superteam-earn-creator-competition|related|2026-04-18'}"
+- "drift-fund-the-drift-working-group|related|2026-04-18'}"
 - "{'Drift': 'Initialize the Drift Foundation Grant Program|related|2026-04-18'}"
-- "{'Drift': 'Prioritize Listing META?|related|2026-04-18'}"
-- futarchy incentive programs use multisig execution groups as discretionary override|supports|2026-04-18
-- futarchy proposer incentives require delayed vesting to prevent gaming|related|2026-04-18
-- futarchy retroactive rewards bootstrap participation through endowment effect|supports|2026-04-18
+- "drift-prioritize-listing-meta|related|2026-04-18'}"
+- futarchy-incentive-programs-use-multisig-execution-groups-as-discretionary-override|supports|2026-04-18
+- futarchy-proposer-incentives-require-delayed-vesting-to-prevent-gaming|related|2026-04-18
+- futarchy-retroactive-rewards-bootstrap-participation-through-endowment-effect|supports|2026-04-18
 - "Drift: Allocate 50,000 DRIFT to fund the Drift AI Agent request for grant|related|2026-04-19"
 ---
 
diff --git a/decisions/internet-finance/drift-initialize-foundation-grant-program.md b/decisions/internet-finance/drift-initialize-foundation-grant-program.md
index e08626b7c..59b9123fb 100644
--- a/decisions/internet-finance/drift-initialize-foundation-grant-program.md
+++ b/decisions/internet-finance/drift-initialize-foundation-grant-program.md
@@ -18,14 +18,14 @@ source_archive: "inbox/archive/2024-07-09-futardio-proposal-initialize-the-drift
 related:
 - "{'Drift': 'Allocate 50,000 DRIFT to fund the Drift AI Agent request for grant'}"
 - "{'Drift': 'Fund Artemis Labs Data and Analytics Dashboards'}"
-- "{'Drift': 'Fund The Drift Working Group?'}"
+- "drift-fund-the-drift-working-group"
 - "Drift: Allocate 50,000 DRIFT to fund the Drift AI Agent request for grant"
 - "Drift: Fund Artemis Labs Data and Analytics Dashboards"
-- "Drift: Fund The Drift Working Group?"
+- "drift-fund-the-drift-working-group"
 reweave_edges:
 - "{'Drift': 'Allocate 50,000 DRIFT to fund the Drift AI Agent request for grant|related|2026-04-18'}"
 - "{'Drift': 'Fund Artemis Labs Data and Analytics Dashboards|related|2026-04-18'}"
-- "{'Drift': 'Fund The Drift Working Group?|related|2026-04-18'}"
+- "drift-fund-the-drift-working-group|related|2026-04-18'}"
 - "Drift: Allocate 50,000 DRIFT to fund the Drift AI Agent request for grant|related|2026-04-19"
 - "Drift: Fund Artemis Labs Data and Analytics Dashboards|related|2026-04-19"
 - "Drift: Fund The Drift Working Group?|related|2026-04-19"
diff --git a/decisions/internet-finance/futarchy-arena-futardio-fundraise.md b/decisions/internet-finance/futarchy-arena-futardio-fundraise.md
index bd05f4cc0..5b781fc26 100644
--- a/decisions/internet-finance/futarchy-arena-futardio-fundraise.md
+++ b/decisions/internet-finance/futarchy-arena-futardio-fundraise.md
@@ -16,14 +16,14 @@ tracked_by: rio
 created: 2026-03-24
 source_archive: "inbox/archive/2026-03-04-futardio-launch-futarchy-arena.md"
 related:
-- "{'Hurupay': 'Futardio Fundraise'}"
+- "hurupay-futardio-fundraise"
 - "{'NFA.space': 'Futardio ICO Launch'}"
-- "Hurupay: Futardio Fundraise"
+- "hurupay-futardio-fundraise"
 - "NFA.space: Futardio ICO Launch"
 - "Send Arcade: Futardio ICO Launch"
 - "TriDash: Futardio ICO Launch"
 reweave_edges:
-- "{'Hurupay': 'Futardio Fundraise|related|2026-04-18'}"
+- "hurupay-futardio-fundraise|related|2026-04-18'}"
 - "{'NFA.space': 'Futardio ICO Launch|related|2026-04-18'}"
 - "Hurupay: Futardio Fundraise|related|2026-04-19"
 - "NFA.space: Futardio ICO Launch|related|2026-04-19"
diff --git a/decisions/internet-finance/futardio-cult-launch.md b/decisions/internet-finance/futardio-cult-launch.md
index 5284a5eb9..4312547e4 100644
--- a/decisions/internet-finance/futardio-cult-launch.md
+++ b/decisions/internet-finance/futardio-cult-launch.md
@@ -16,18 +16,18 @@ tracked_by: rio
 created: 2026-03-24
 source_archive: "inbox/archive/2026-03-03-futardio-launch-futardio-cult.md"
 related:
-- "{'Avici': 'Futardio Launch'}"
+- "avici-futardio-launch"
 - "{'Futarchy Arena': 'Futardio ICO Launch'}"
 - "{'Loyal': 'Futardio ICO Launch'}"
 - "{'MycoRealms': 'Futardio ICO Launch'}"
-- "Avici: Futardio Launch"
+- "avici-futardio-launch"
 - "Futarchy Arena: Futardio ICO Launch"
 - "Loyal: Futardio ICO Launch"
 - "MycoRealms: Futardio ICO Launch"
-- seyf futardio fundraise raised 200 against 300000 target signaling near zero market traction for ai native wallet concept
+- seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept
 reweave_edges:
-- "{'Avici': 'Futardio Launch|related|2026-04-17'}"
-- "{'Avici': 'Futardio Launch|related|2026-04-18'}"
+- "avici-futardio-launch|related|2026-04-17'}"
+- "avici-futardio-launch|related|2026-04-18'}"
 - "{'Futarchy Arena': 'Futardio ICO Launch|related|2026-04-18'}"
 - "{'Loyal': 'Futardio ICO Launch|related|2026-04-18'}"
 - "{'MycoRealms': 'Futardio ICO Launch|related|2026-04-18'}"
@@ -35,7 +35,7 @@ reweave_edges:
 - "Futarchy Arena: Futardio ICO Launch|related|2026-04-19"
 - "Loyal: Futardio ICO Launch|related|2026-04-19"
 - "MycoRealms: Futardio ICO Launch|related|2026-04-19"
-- seyf futardio fundraise raised 200 against 300000 target signaling near zero market traction for ai native wallet concept|related|2026-04-19
+- seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept|related|2026-04-19
 ---
 
 # Futardio Cult: Futardio Launch
diff --git a/decisions/internet-finance/futardio-fund-rug-bounty-program.md b/decisions/internet-finance/futardio-fund-rug-bounty-program.md
index d5f28c560..35ae8857d 100644
--- a/decisions/internet-finance/futardio-fund-rug-bounty-program.md
+++ b/decisions/internet-finance/futardio-fund-rug-bounty-program.md
@@ -22,14 +22,14 @@ related:
 - "{'FutureDAO': 'Initiate Liquidity Farming for $FUTURE on Raydium'}"
 - "Futardio: Approve Budget for Pre-Governance Hackathon Development"
 - "FutureDAO: Initiate Liquidity Farming for $FUTURE on Raydium"
-- token migration projected revenue assumes linear adoption without accounting for market saturation or competitive dynamics
+- token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics
 reweave_edges:
 - "{'Futardio': 'Approve Budget for Pre-Governance Hackathon Development|related|2026-04-18'}"
 - FutureDAO|supports|2026-04-18
 - "{'FutureDAO': 'Initiate Liquidity Farming for $FUTURE on Raydium|related|2026-04-18'}"
 - "Futardio: Approve Budget for Pre-Governance Hackathon Development|related|2026-04-19"
 - "FutureDAO: Initiate Liquidity Farming for $FUTURE on Raydium|related|2026-04-19"
-- token migration projected revenue assumes linear adoption without accounting for market saturation or competitive dynamics|related|2026-04-20
+- token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics|related|2026-04-20
 ---
 
 # FutureDAO: Fund the Rug Bounty Program
diff --git a/decisions/internet-finance/futardio-proposal-1.md b/decisions/internet-finance/futardio-proposal-1.md
index f5c884437..9dc3aa8e4 100644
--- a/decisions/internet-finance/futardio-proposal-1.md
+++ b/decisions/internet-finance/futardio-proposal-1.md
@@ -16,7 +16,7 @@ tracked_by: rio
 created: 2026-03-11
 source_archive: "inbox/archive/2024-05-27-futardio-proposal-proposal-1.md"
 related:
-- "Test DAO: Testing indexer changes"
+- "test-dao-testing-indexer-changes"
 reweave_edges:
 - "Test DAO: Testing indexer changes|related|2026-04-19"
 ---
diff --git a/decisions/internet-finance/futuredao-initiate-liquidity-farming-raydium.md b/decisions/internet-finance/futuredao-initiate-liquidity-farming-raydium.md
index 177af887f..be39a04ba 100644
--- a/decisions/internet-finance/futuredao-initiate-liquidity-farming-raydium.md
+++ b/decisions/internet-finance/futuredao-initiate-liquidity-farming-raydium.md
@@ -16,9 +16,9 @@ tracked_by: rio
 created: 2026-03-11
 source_archive: "inbox/archive/2024-11-08-futardio-proposal-initiate-liquidity-farming-for-future-on-raydium.md"
 supports:
-- raydium liquidity farming follows standard pattern of 1 percent token allocation 7 to 90 day duration and clmm pool architecture
+- raydium-liquidity-farming-follows-standard-pattern-of-1-percent-token-allocation-7-to-90-day-duration-and-clmm-pool-architecture
 reweave_edges:
-- raydium liquidity farming follows standard pattern of 1 percent token allocation 7 to 90 day duration and clmm pool architecture|supports|2026-04-19
+- raydium-liquidity-farming-follows-standard-pattern-of-1-percent-token-allocation-7-to-90-day-duration-and-clmm-pool-architecture|supports|2026-04-19
 ---
 
 # FutureDAO: Initiate Liquidity Farming for $FUTURE on Raydium
diff --git a/decisions/internet-finance/insert-coin-labs-futardio-fundraise.md b/decisions/internet-finance/insert-coin-labs-futardio-fundraise.md
index 8a23e3ecd..36159ae16 100644
--- a/decisions/internet-finance/insert-coin-labs-futardio-fundraise.md
+++ b/decisions/internet-finance/insert-coin-labs-futardio-fundraise.md
@@ -24,12 +24,12 @@ key_metrics:
   runway_months: 10
 source_archive: "inbox/archive/2026-03-05-futardio-launch-insert-coin-labs.md"
 related:
-- Quantum Waffle
-- "RunBookAI: Futardio Fundraise"
+- quantum-waffle
+- "runbookai-futardio-fundraise"
 - "Send Arcade: Futardio ICO Launch"
 - xpmaxxer
 reweave_edges:
-- Quantum Waffle|related|2026-04-19
+- quantum-waffle|related|2026-04-19
 - "RunBookAI: Futardio Fundraise|related|2026-04-19"
 - "Send Arcade: Futardio ICO Launch|related|2026-04-19"
 - xpmaxxer|related|2026-04-20
diff --git a/decisions/internet-finance/islanddao-treasury-proposal.md b/decisions/internet-finance/islanddao-treasury-proposal.md
index 6a6013d43..7f25bdfde 100644
--- a/decisions/internet-finance/islanddao-treasury-proposal.md
+++ b/decisions/internet-finance/islanddao-treasury-proposal.md
@@ -28,7 +28,7 @@ related:
 - "{\"Dean's List\": 'Approve Treasury De-Risking Strategy'}"
 - "{\"Dean's List\": 'Fund Website Redesign'}"
 - "Dean's List: Approve Treasury De-Risking Strategy"
-- "Dean's List: Fund Website Redesign"
+- "deans-list-fund-website-redesign"
 reweave_edges:
 - "{\"Dean's List\": 'Approve Treasury De-Risking Strategy|related|2026-04-18'}"
 - "{'IslandDAO': \"Enhancing The Dean's List DAO Economic Model|supports|2026-04-18\"}"
diff --git a/decisions/internet-finance/launchpet-futardio-fundraise.md b/decisions/internet-finance/launchpet-futardio-fundraise.md
index 0269b456a..24e79a10f 100644
--- a/decisions/internet-finance/launchpet-futardio-fundraise.md
+++ b/decisions/internet-finance/launchpet-futardio-fundraise.md
@@ -16,13 +16,13 @@ tracked_by: rio
 created: 2026-03-24
 source_archive: "inbox/archive/2026-03-05-futardio-launch-launchpet.md"
 related:
-- algorithm driven social feeds create attention to liquidity conversion in meme token markets
-- prosocial fee allocation in crypto platforms functions as a retention mechanism by attaching charitable identity to speculative trading
+- algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets
+- prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading
 - PURR
 - "SizeMatters: Futardio ICO Launch"
 reweave_edges:
-- algorithm driven social feeds create attention to liquidity conversion in meme token markets|related|2026-04-04
-- prosocial fee allocation in crypto platforms functions as a retention mechanism by attaching charitable identity to speculative trading|related|2026-04-19
+- algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets|related|2026-04-04
+- prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading|related|2026-04-19
 - PURR|related|2026-04-19
 - "SizeMatters: Futardio ICO Launch|related|2026-04-19"
 ---
diff --git a/decisions/internet-finance/lobsterfutarchy-futardio-fundraise.md b/decisions/internet-finance/lobsterfutarchy-futardio-fundraise.md
index c716de1cf..2851de81f 100644
--- a/decisions/internet-finance/lobsterfutarchy-futardio-fundraise.md
+++ b/decisions/internet-finance/lobsterfutarchy-futardio-fundraise.md
@@ -17,7 +17,7 @@ created: 2026-03-24
 source_archive: "inbox/archive/2026-03-06-futardio-launch-lobsterfutarchy.md"
 related:
 - "SizeMatters: Futardio ICO Launch"
-- "Superclaw: Futardio Fundraise"
+- "superclaw-futardio-fundraise"
 reweave_edges:
 - "SizeMatters: Futardio ICO Launch|related|2026-04-19"
 - "Superclaw: Futardio Fundraise|related|2026-04-19"
diff --git a/decisions/internet-finance/manna-finance-futardio-fundraise.md b/decisions/internet-finance/manna-finance-futardio-fundraise.md
index 3a40f5a0b..30be3e879 100644
--- a/decisions/internet-finance/manna-finance-futardio-fundraise.md
+++ b/decisions/internet-finance/manna-finance-futardio-fundraise.md
@@ -22,16 +22,16 @@ key_metrics:
   oversubscription_ratio: 0.0017
 source_archive: "inbox/archive/2026-03-03-futardio-launch-manna-finance.md"
 related:
-- "{'Hurupay': 'Futardio Fundraise'}"
-- "{'Insert Coin Labs': 'Futardio Fundraise'}"
-- "Hurupay: Futardio Fundraise"
-- "Insert Coin Labs: Futardio Fundraise"
-- "Paystream: Futardio Fundraise"
-- "SeekerVault: Futardio Fundraise"
+- "hurupay-futardio-fundraise"
+- "insert-coin-labs-futardio-fundraise"
+- "hurupay-futardio-fundraise"
+- "insert-coin-labs-futardio-fundraise"
+- "paystream-futardio-fundraise"
+- "seekervault-futardio-fundraise"
 - "Solomon: Futardio ICO Launch"
 reweave_edges:
-- "{'Hurupay': 'Futardio Fundraise|related|2026-04-18'}"
-- "{'Insert Coin Labs': 'Futardio Fundraise|related|2026-04-18'}"
+- "hurupay-futardio-fundraise|related|2026-04-18'}"
+- "insert-coin-labs-futardio-fundraise|related|2026-04-18'}"
 - "Hurupay: Futardio Fundraise|related|2026-04-19"
 - "Insert Coin Labs: Futardio Fundraise|related|2026-04-19"
 - "Paystream: Futardio Fundraise|related|2026-04-19"
diff --git a/decisions/internet-finance/metadao-compensation-proph3t-nallok.md b/decisions/internet-finance/metadao-compensation-proph3t-nallok.md
index 4756dd15e..0333c46c0 100644
--- a/decisions/internet-finance/metadao-compensation-proph3t-nallok.md
+++ b/decisions/internet-finance/metadao-compensation-proph3t-nallok.md
@@ -22,12 +22,12 @@ supports:
 - "{'MetaDAO': 'Appoint Nallok and Proph3t Benevolent Dictators for Three Months'}"
 - "MetaDAO: Appoint Nallok and Proph3t Benevolent Dictators for Three Months"
 related:
-- "{'MetaDAO': 'Develop Multi-Option Proposals?'}"
-- "MetaDAO: Develop Multi-Option Proposals?"
+- "metadao-develop-multi-option-proposals"
+- "metadao-develop-multi-option-proposals"
 reweave_edges:
 - Convex founder compensation with market cap milestones creates stronger alignment than linear vesting because payout utility must exceed reservation wage utility plus effort cost|supports|2026-04-18
 - "{'MetaDAO': 'Appoint Nallok and Proph3t Benevolent Dictators for Three Months|supports|2026-04-18'}"
-- "{'MetaDAO': 'Develop Multi-Option Proposals?|related|2026-04-18'}"
+- "metadao-develop-multi-option-proposals|related|2026-04-18'}"
 - "MetaDAO: Appoint Nallok and Proph3t Benevolent Dictators for Three Months|supports|2026-04-19"
 - "MetaDAO: Develop Multi-Option Proposals?|related|2026-04-19"
 ---
diff --git a/decisions/internet-finance/metadao-create-futardio.md b/decisions/internet-finance/metadao-create-futardio.md
index 062c48894..0d3d97c0a 100644
--- a/decisions/internet-finance/metadao-create-futardio.md
+++ b/decisions/internet-finance/metadao-create-futardio.md
@@ -19,8 +19,8 @@ tags: ["futarchy", "futardio", "governance-filtering"]
 source_archive: "inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md"
 related:
 - "{'Futardio': 'Proposal'}"
-- "Futardio: Proposal #1"
-- "Test DAO: Testing indexer changes"
+- "futardio-proposal-1"
+- "test-dao-testing-indexer-changes"
 reweave_edges:
 - "{'Futardio': 'Proposal'}"
 - "Futardio: Proposal #1|related|2026-04-19"
diff --git a/decisions/internet-finance/metadao-create-spot-market-meta.md b/decisions/internet-finance/metadao-create-spot-market-meta.md
index 6b29a643c..5fd156f0f 100644
--- a/decisions/internet-finance/metadao-create-spot-market-meta.md
+++ b/decisions/internet-finance/metadao-create-spot-market-meta.md
@@ -16,14 +16,14 @@ tracked_by: rio
 created: 2026-03-11
 source_archive: "inbox/archive/2024-01-12-futardio-proposal-create-spot-market-for-meta.md"
 supports:
-- "{'MetaDAO': 'Execute Creation of Spot Market for META?'}"
-- "MetaDAO: Execute Creation of Spot Market for META?"
+- "metadao-execute-creation-of-spot-market-for-meta"
+- "metadao-execute-creation-of-spot-market-for-meta"
 related:
-- "{'Drift': 'Prioritize Listing META?'}"
-- "Drift: Prioritize Listing META?"
+- "drift-prioritize-listing-meta"
+- "drift-prioritize-listing-meta"
 reweave_edges:
-- "{'Drift': 'Prioritize Listing META?|related|2026-04-18'}"
-- "{'MetaDAO': 'Execute Creation of Spot Market for META?|supports|2026-04-18'}"
+- "drift-prioritize-listing-meta|related|2026-04-18'}"
+- "metadao-execute-creation-of-spot-market-for-meta|supports|2026-04-18'}"
 - "Drift: Prioritize Listing META?|related|2026-04-19"
 - "MetaDAO: Execute Creation of Spot Market for META?|supports|2026-04-19"
 ---
diff --git a/decisions/internet-finance/metadao-develop-amm-program-for-futarchy.md b/decisions/internet-finance/metadao-develop-amm-program-for-futarchy.md
index ea0119a8d..2b13e1778 100644
--- a/decisions/internet-finance/metadao-develop-amm-program-for-futarchy.md
+++ b/decisions/internet-finance/metadao-develop-amm-program-for-futarchy.md
@@ -16,12 +16,12 @@ tracked_by: rio
 created: 2026-03-11
 source_archive: "inbox/archive/2024-01-24-futardio-proposal-develop-amm-program-for-futarchy.md"
 supports:
-- amm futarchy reduces state rent costs by 99 percent versus clob by eliminating orderbook storage requirements
-- amm futarchy reduces state rent costs from 135 225 sol annually to near zero by replacing clob market pairs
+- amm-futarchy-reduces-state-rent-costs-by-99-percent-versus-clob-by-eliminating-orderbook-storage-requirements
+- amm-futarchy-reduces-state-rent-costs-from-135-225-sol-annually-to-near-zero-by-replacing-clob-market-pairs
 - joebuild
 reweave_edges:
-- amm futarchy reduces state rent costs by 99 percent versus clob by eliminating orderbook storage requirements|supports|2026-04-04
-- amm futarchy reduces state rent costs from 135 225 sol annually to near zero by replacing clob market pairs|supports|2026-04-04
+- amm-futarchy-reduces-state-rent-costs-by-99-percent-versus-clob-by-eliminating-orderbook-storage-requirements|supports|2026-04-04
+- amm-futarchy-reduces-state-rent-costs-from-135-225-sol-annually-to-near-zero-by-replacing-clob-market-pairs|supports|2026-04-04
 - joebuild|supports|2026-04-18
 ---
 
diff --git a/decisions/internet-finance/metadao-develop-faas.md b/decisions/internet-finance/metadao-develop-faas.md
index 39e567306..4bd49d84d 100644
--- a/decisions/internet-finance/metadao-develop-faas.md
+++ b/decisions/internet-finance/metadao-develop-faas.md
@@ -20,19 +20,19 @@ source_archive: "inbox/archive/2024-03-13-futardio-proposal-develop-futarchy-as-
 related:
 - "{'Futardio': 'Approve Budget for Pre-Governance Hackathon Development'}"
 - "{'LobsterFutarchy': 'Futardio ICO Launch'}"
-- "{'MetaDAO': 'Approve Q3 Roadmap?'}"
-- "{'MetaDAO': 'Develop Multi-Option Proposals?'}"
+- "metadao-approve-q3-roadmap"
+- "metadao-develop-multi-option-proposals"
 - "{'MetaDAO': 'Fund Futarchy Applications Research — Dr. Robin Hanson, George Mason University'}"
 - "Futardio: Approve Budget for Pre-Governance Hackathon Development"
 - "LobsterFutarchy: Futardio ICO Launch"
-- "MetaDAO: Approve Q3 Roadmap?"
-- "MetaDAO: Develop Multi-Option Proposals?"
+- "metadao-approve-q3-roadmap"
+- "metadao-develop-multi-option-proposals"
 - "MetaDAO: Fund Futarchy Applications Research — Dr. Robin Hanson, George Mason University"
 reweave_edges:
 - "{'Futardio': 'Approve Budget for Pre-Governance Hackathon Development|related|2026-04-18'}"
 - "{'LobsterFutarchy': 'Futardio ICO Launch|related|2026-04-18'}"
-- "{'MetaDAO': 'Approve Q3 Roadmap?|related|2026-04-18'}"
-- "{'MetaDAO': 'Develop Multi-Option Proposals?|related|2026-04-18'}"
+- "metadao-approve-q3-roadmap|related|2026-04-18'}"
+- "metadao-develop-multi-option-proposals|related|2026-04-18'}"
 - "{'MetaDAO': 'Fund Futarchy Applications Research — Dr. Robin Hanson, George Mason University|related|2026-04-18'}"
 - "Futardio: Approve Budget for Pre-Governance Hackathon Development|related|2026-04-19"
 - "LobsterFutarchy: Futardio ICO Launch|related|2026-04-19"
diff --git a/decisions/internet-finance/metadao-develop-memecoin-launchpad.md b/decisions/internet-finance/metadao-develop-memecoin-launchpad.md
index 0877a8582..a0790d0f2 100644
--- a/decisions/internet-finance/metadao-develop-memecoin-launchpad.md
+++ b/decisions/internet-finance/metadao-develop-memecoin-launchpad.md
@@ -29,7 +29,7 @@ related:
 - "{'Futardio Cult': 'Futardio Launch'}"
 - "{'Futardio Cult': 'Allocate $10K for FUTARDIO-USDC Meteora DLMM Liquidity Pool'}"
 - "{'MetaDAO': 'Develop Futarchy as a Service (FaaS)'}"
-- "{'MetaDAO': 'Develop Multi-Option Proposals?'}"
+- "metadao-develop-multi-option-proposals"
 - "Futarchy Arena: Futardio ICO Launch"
 - "Futardio: Approve Budget for Pre-Governance Hackathon Development"
 - "Futardio Cult: Futardio Launch"
@@ -40,7 +40,7 @@ reweave_edges:
 - "{'Futardio Cult': 'Allocate $10K for FUTARDIO-USDC Meteora DLMM Liquidity Pool|related|2026-04-18'}"
 - "{'Futardio': 'Proposal'}"
 - "{'MetaDAO': 'Develop Futarchy as a Service (FaaS)|related|2026-04-18'}"
-- "{'MetaDAO': 'Develop Multi-Option Proposals?|related|2026-04-18'}"
+- "metadao-develop-multi-option-proposals|related|2026-04-18'}"
 - "Futarchy Arena: Futardio ICO Launch|related|2026-04-19"
 - "Futardio: Approve Budget for Pre-Governance Hackathon Development|related|2026-04-19"
 - "Futardio Cult: Futardio Launch|related|2026-04-19"
diff --git a/decisions/internet-finance/metadao-fund-meta-market-making.md b/decisions/internet-finance/metadao-fund-meta-market-making.md
index c236c6866..1b36adb63 100644
--- a/decisions/internet-finance/metadao-fund-meta-market-making.md
+++ b/decisions/internet-finance/metadao-fund-meta-market-making.md
@@ -27,16 +27,16 @@ tags: [metadao, market-making, liquidity, cex-listing, passed]
 tracked_by: rio
 created: 2026-03-24
 related:
-- "{'Drift': 'Prioritize Listing META?'}"
+- "drift-prioritize-listing-meta"
 - "{'MetaDAO': 'Omnibus Proposal - Migrate and Update'}"
 - "{'MetaDAO': 'Engage in $100,000 OTC Trade with Ben Hawkins? [2]'}"
 - "{'MetaDAO': 'Sell up to 2M META at market price or premium?'}"
-- "Drift: Prioritize Listing META?"
+- "drift-prioritize-listing-meta"
 - "MetaDAO: Omnibus Proposal - Migrate and Update"
 - "MetaDAO: Engage in $100,000 OTC Trade with Ben Hawkins? [2]"
 - "MetaDAO: Sell up to 2M META at market price or premium?"
 reweave_edges:
-- "{'Drift': 'Prioritize Listing META?|related|2026-04-18'}"
+- "drift-prioritize-listing-meta|related|2026-04-18'}"
 - "{'MetaDAO': 'Omnibus Proposal - Migrate and Update|related|2026-04-18'}"
 - "{'MetaDAO': 'Engage in $100,000 OTC Trade with Ben Hawkins? [2]|related|2026-04-18'}"
 - "{'MetaDAO': 'Sell up to 2M META at market price or premium?|related|2026-04-18'}"
diff --git a/decisions/internet-finance/metadao-fundraise-2.md b/decisions/internet-finance/metadao-fundraise-2.md
index 9050ec294..626480177 100644
--- a/decisions/internet-finance/metadao-fundraise-2.md
+++ b/decisions/internet-finance/metadao-fundraise-2.md
@@ -19,18 +19,18 @@ tags: ["futarchy", "fundraise", "capital-formation", "venture-capital"]
 source_archive: "inbox/archive/2024-06-26-futardio-proposal-approve-metadao-fundraise-2.md"
 related:
 - "{'MetaDAO': 'Appoint Nallok and Proph3t Benevolent Dictators for Three Months'}"
-- "{'MetaDAO': 'Approve Q3 Roadmap?'}"
+- "metadao-approve-q3-roadmap"
 - "{'MetaDAO': 'Approve Performance-Based Compensation for Proph3t and Nallok'}"
 - "{'MetaDAO': 'Create Spot Market for META?'}"
 - "{'MetaDAO': 'Sell up to 2M META at market price or premium?'}"
 - "MetaDAO: Appoint Nallok and Proph3t Benevolent Dictators for Three Months"
-- "MetaDAO: Approve Q3 Roadmap?"
+- "metadao-approve-q3-roadmap"
 - "MetaDAO: Approve Performance-Based Compensation for Proph3t and Nallok"
 - "MetaDAO: Create Spot Market for META?"
 - "MetaDAO: Sell up to 2M META at market price or premium?"
 reweave_edges:
 - "{'MetaDAO': 'Appoint Nallok and Proph3t Benevolent Dictators for Three Months|related|2026-04-18'}"
-- "{'MetaDAO': 'Approve Q3 Roadmap?|related|2026-04-18'}"
+- "metadao-approve-q3-roadmap|related|2026-04-18'}"
 - "{'MetaDAO': 'Approve Performance-Based Compensation for Proph3t and Nallok|related|2026-04-18'}"
 - "{'MetaDAO': 'Create Spot Market for META?|related|2026-04-18'}"
 - "{'MetaDAO': 'Sell up to 2M META at market price or premium?|related|2026-04-18'}"
diff --git a/decisions/internet-finance/metadao-hire-robin-hanson.md b/decisions/internet-finance/metadao-hire-robin-hanson.md
index 22bdc1d53..42d4616f8 100644
--- a/decisions/internet-finance/metadao-hire-robin-hanson.md
+++ b/decisions/internet-finance/metadao-hire-robin-hanson.md
@@ -23,9 +23,9 @@ related:
 reweave_edges:
 - "{'MetaDAO': 'Fund Futarchy Applications Research — Dr. Robin Hanson, George Mason University|related|2026-04-18'}"
 - "MetaDAO: Fund Futarchy Applications Research — Dr. Robin Hanson, George Mason University|related|2026-04-19"
-- Robin Hanson|supports|2026-04-19
+- robin-hanson|supports|2026-04-19
 supports:
-- Robin Hanson
+- robin-hanson
 ---
 
 # MetaDAO: Hire Robin Hanson as Advisor
diff --git a/decisions/internet-finance/metadao-increase-meta-liquidity-dutch-auction.md b/decisions/internet-finance/metadao-increase-meta-liquidity-dutch-auction.md
index f59df7ae3..e69b64acd 100644
--- a/decisions/internet-finance/metadao-increase-meta-liquidity-dutch-auction.md
+++ b/decisions/internet-finance/metadao-increase-meta-liquidity-dutch-auction.md
@@ -24,17 +24,17 @@ tracked_by: rio
 created: 2026-03-11
 source_archive: "inbox/archive/2024-02-26-futardio-proposal-increase-meta-liquidity-via-a-dutch-auction.md"
 related:
-- "{'MetaDAO': 'Execute Creation of Spot Market for META?'}"
-- "{'MetaDAO': 'Fund META Market Making'}"
+- "metadao-execute-creation-of-spot-market-for-meta"
+- "metadao-fund-meta-market-making"
 - "{'MetaDAO': 'Engage in $100,000 OTC Trade with Ben Hawkins? [2]'}"
 - "{'MetaDAO': 'Engage in $250,000 OTC Trade with Colosseum'}"
-- "MetaDAO: Execute Creation of Spot Market for META?"
-- "MetaDAO: Fund META Market Making"
+- "metadao-execute-creation-of-spot-market-for-meta"
+- "metadao-fund-meta-market-making"
 - "MetaDAO: Engage in $100,000 OTC Trade with Ben Hawkins? [2]"
 - "MetaDAO: Engage in $250,000 OTC Trade with Colosseum"
 reweave_edges:
-- "{'MetaDAO': 'Execute Creation of Spot Market for META?|related|2026-04-18'}"
-- "{'MetaDAO': 'Fund META Market Making|related|2026-04-18'}"
+- "metadao-execute-creation-of-spot-market-for-meta|related|2026-04-18'}"
+- "metadao-fund-meta-market-making|related|2026-04-18'}"
 - "{'MetaDAO': 'Engage in $100,000 OTC Trade with Ben Hawkins? [2]|related|2026-04-18'}"
 - "{'MetaDAO': 'Engage in $250,000 OTC Trade with Colosseum|related|2026-04-18'}"
 - "MetaDAO: Execute Creation of Spot Market for META?|related|2026-04-19"
diff --git a/decisions/internet-finance/metadao-migrate-autocrat-v01.md b/decisions/internet-finance/metadao-migrate-autocrat-v01.md
index 7bc8957d5..fc1a520d5 100644
--- a/decisions/internet-finance/metadao-migrate-autocrat-v01.md
+++ b/decisions/internet-finance/metadao-migrate-autocrat-v01.md
@@ -15,16 +15,16 @@ summary: "Upgrade Autocrat program to v0.1 with configurable proposal durations
 tracked_by: rio
 created: 2026-03-11
 supports:
-- metadao autocrat migration accepted counterparty risk from unverifiable builds prioritizing iteration speed over security guarantees
-- metadao autocrat v01 reduces proposal duration to three days enabling faster governance iteration
+- metadao-autocrat-migration-accepted-counterparty-risk-from-unverifiable-builds-prioritizing-iteration-speed-over-security-guarantees
+- metadao-autocrat-v01-reduces-proposal-duration-to-three-days-enabling-faster-governance-iteration
 - "{'MetaDAO': 'Migrate Autocrat Program to v0.1'}"
 - "MetaDAO: Migrate Autocrat Program to v0.1"
 related:
 - "{'MetaDAO': 'Migrate Autocrat Program to v0.2'}"
 - "MetaDAO: Migrate Autocrat Program to v0.2"
 reweave_edges:
-- metadao autocrat migration accepted counterparty risk from unverifiable builds prioritizing iteration speed over security guarantees|supports|2026-04-18
-- metadao autocrat v01 reduces proposal duration to three days enabling faster governance iteration|supports|2026-04-18
+- metadao-autocrat-migration-accepted-counterparty-risk-from-unverifiable-builds-prioritizing-iteration-speed-over-security-guarantees|supports|2026-04-18
+- metadao-autocrat-v01-reduces-proposal-duration-to-three-days-enabling-faster-governance-iteration|supports|2026-04-18
 - "{'MetaDAO': 'Migrate Autocrat Program to v0.2|related|2026-04-18'}"
 - "{'MetaDAO': 'Migrate Autocrat Program to v0.1|supports|2026-04-18'}"
 - "MetaDAO: Migrate Autocrat Program to v0.2|related|2026-04-19"
diff --git a/decisions/internet-finance/metadao-migrate-autocrat-v02.md b/decisions/internet-finance/metadao-migrate-autocrat-v02.md
index f368bef66..6b3b496f3 100644
--- a/decisions/internet-finance/metadao-migrate-autocrat-v02.md
+++ b/decisions/internet-finance/metadao-migrate-autocrat-v02.md
@@ -18,11 +18,11 @@ summary: "Upgrade Autocrat to v0.2 with reclaimable rent, conditional token merg
 tags: ["futarchy", "autocrat", "mechanism-upgrade", "solana"]
 source_archive: "inbox/archive/2024-03-28-futardio-proposal-migrate-autocrat-program-to-v02.md"
 related:
-- metadao autocrat migration accepted counterparty risk from unverifiable builds prioritizing iteration speed over security guarantees
+- metadao-autocrat-migration-accepted-counterparty-risk-from-unverifiable-builds-prioritizing-iteration-speed-over-security-guarantees
 - "{'MetaDAO': 'Migrate Autocrat Program to v0.1'}"
 - "MetaDAO: Migrate Autocrat Program to v0.1"
 reweave_edges:
-- metadao autocrat migration accepted counterparty risk from unverifiable builds prioritizing iteration speed over security guarantees|related|2026-04-18
+- metadao-autocrat-migration-accepted-counterparty-risk-from-unverifiable-builds-prioritizing-iteration-speed-over-security-guarantees|related|2026-04-18
 - "{'MetaDAO': 'Migrate Autocrat Program to v0.1|related|2026-04-18'}"
 - "MetaDAO: Migrate Autocrat Program to v0.1|related|2026-04-19"
 ---
diff --git a/decisions/internet-finance/metadao-migrate-meta-token.md b/decisions/internet-finance/metadao-migrate-meta-token.md
index 26f03cf96..76fdf9287 100644
--- a/decisions/internet-finance/metadao-migrate-meta-token.md
+++ b/decisions/internet-finance/metadao-migrate-meta-token.md
@@ -18,15 +18,15 @@ summary: "1:1000 token split, mintable supply, new DAO v0.5 (Squads), LP fee red
 tags: ["futarchy", "token-migration", "elastic-supply", "squads", "meta-token"]
 source_archive: "inbox/archive/2025-08-07-futardio-proposal-migrate-meta-token.md"
 supports:
-- metadao governance migration 2026 03
+- metadao-governance-migration-2026-03
 - "{'MetaDAO': 'Omnibus Proposal - Migrate and Update'}"
 - "MetaDAO: Omnibus Proposal - Migrate and Update"
-- MetaDAO treasury exhaustion forces token architecture migration because fixed supply prevents future governance flexibility
+- metadao-treasury-exhaustion-forces-token-architecture-migration-because-fixed-supply-prevents-future-governance-flexibility
 reweave_edges:
-- metadao governance migration 2026 03|supports|2026-04-18
+- metadao-governance-migration-2026-03|supports|2026-04-18
 - "{'MetaDAO': 'Omnibus Proposal - Migrate and Update|supports|2026-04-18'}"
 - "MetaDAO: Omnibus Proposal - Migrate and Update|supports|2026-04-19"
-- MetaDAO treasury exhaustion forces token architecture migration because fixed supply prevents future governance flexibility|supports|2026-04-19
+- metadao-treasury-exhaustion-forces-token-architecture-migration-because-fixed-supply-prevents-future-governance-flexibility|supports|2026-04-19
 - "Omnipair: OMFG-003 — Migrate to V0.6|related|2026-04-19"
 related:
 - "Omnipair: OMFG-003 — Migrate to V0.6"
diff --git a/decisions/internet-finance/metadao-omnibus-migrate-and-update.md b/decisions/internet-finance/metadao-omnibus-migrate-and-update.md
index 7a09bed49..fa47432af 100644
--- a/decisions/internet-finance/metadao-omnibus-migrate-and-update.md
+++ b/decisions/internet-finance/metadao-omnibus-migrate-and-update.md
@@ -30,7 +30,7 @@ tags: [metadao, migration, omnibus, futarchy-amm, legal, v0.6.1, passed]
 tracked_by: rio
 created: 2026-03-24
 supports:
-- metadao governance migration 2026 03
+- metadao-governance-migration-2026-03
 - "Omnipair: OMFG-003 — Migrate to V0.6"
 related:
 - "{'Futardio Cult': 'Allocate $10K for FUTARDIO-USDC Meteora DLMM Liquidity Pool'}"
@@ -40,7 +40,7 @@ related:
 reweave_edges:
 - "{'Futardio Cult': 'Allocate $10K for FUTARDIO-USDC Meteora DLMM Liquidity Pool|related|2026-04-18'}"
 - "{'Loyal': 'Liquidity Adjustment — Withdraw and Burn Meteora Pool Tokens|related|2026-04-18'}"
-- metadao governance migration 2026 03|supports|2026-04-18
+- metadao-governance-migration-2026-03|supports|2026-04-18
 - "Futardio Cult: Allocate $10K for FUTARDIO-USDC Meteora DLMM Liquidity Pool|related|2026-04-19"
 - "Loyal: Liquidity Adjustment — Withdraw and Burn Meteora Pool Tokens|related|2026-04-19"
 - "Omnipair: OMFG-003 — Migrate to V0.6|supports|2026-04-19"
diff --git a/decisions/internet-finance/metadao-otc-trade-ben-hawkins-2.md b/decisions/internet-finance/metadao-otc-trade-ben-hawkins-2.md
index ea785fcc8..60be41bda 100644
--- a/decisions/internet-finance/metadao-otc-trade-ben-hawkins-2.md
+++ b/decisions/internet-finance/metadao-otc-trade-ben-hawkins-2.md
@@ -26,19 +26,19 @@ created: 2026-03-24
 source_archive: "inbox/archive/2024-02-18-futardio-proposal-engage-in-100000-otc-trade-with-ben-hawkins-2.md"
 related:
 - "{'MetaDAO': 'Create Spot Market for META?'}"
-- "{'MetaDAO': 'Execute Creation of Spot Market for META?'}"
-- "{'MetaDAO': 'Fund META Market Making'}"
+- "metadao-execute-creation-of-spot-market-for-meta"
+- "metadao-fund-meta-market-making"
 - "{'MetaDAO': 'Omnibus Proposal - Migrate and Update'}"
 - "{'MetaDAO': 'Engage in $250,000 OTC Trade with Colosseum'}"
 - "{'MetaDAO': 'Sell up to 2M META at market price or premium?'}"
 - "MetaDAO: Create Spot Market for META?"
-- "MetaDAO: Execute Creation of Spot Market for META?"
-- "MetaDAO: Fund META Market Making"
+- "metadao-execute-creation-of-spot-market-for-meta"
+- "metadao-fund-meta-market-making"
 - "MetaDAO: Omnibus Proposal - Migrate and Update"
 reweave_edges:
 - "{'MetaDAO': 'Create Spot Market for META?|related|2026-04-18'}"
-- "{'MetaDAO': 'Execute Creation of Spot Market for META?|related|2026-04-18'}"
-- "{'MetaDAO': 'Fund META Market Making|related|2026-04-18'}"
+- "metadao-execute-creation-of-spot-market-for-meta|related|2026-04-18'}"
+- "metadao-fund-meta-market-making|related|2026-04-18'}"
 - "{'MetaDAO': 'Omnibus Proposal - Migrate and Update|related|2026-04-18'}"
 - "{'MetaDAO': 'Engage in $250,000 OTC Trade with Colosseum|related|2026-04-18'}"
 - "{'MetaDAO': 'Sell up to 2M META at market price or premium?|related|2026-04-18'}"
diff --git a/decisions/internet-finance/metadao-otc-trade-colosseum.md b/decisions/internet-finance/metadao-otc-trade-colosseum.md
index b7f7a7c9c..99582c873 100644
--- a/decisions/internet-finance/metadao-otc-trade-colosseum.md
+++ b/decisions/internet-finance/metadao-otc-trade-colosseum.md
@@ -24,9 +24,9 @@ key_metrics:
   transfer_amount: "2,060 META (overallocated for price flexibility)"
 source_archive: "inbox/archive/2024-03-19-futardio-proposal-engage-in-250000-otc-trade-with-colosseum.md"
 supports:
-- vesting with immediate partial unlock plus linear release creates alignment while enabling liquidity by giving investors tradeable tokens upfront and time locked exposure
+- vesting-with-immediate-partial-unlock-plus-linear-release-creates-alignment-while-enabling-liquidity-by-giving-investors-tradeable-tokens-upfront-and-time-locked-exposure
 reweave_edges:
-- vesting with immediate partial unlock plus linear release creates alignment while enabling liquidity by giving investors tradeable tokens upfront and time locked exposure|supports|2026-04-20
+- vesting-with-immediate-partial-unlock-plus-linear-release-creates-alignment-while-enabling-liquidity-by-giving-investors-tradeable-tokens-upfront-and-time-locked-exposure|supports|2026-04-20
 ---
 
 # MetaDAO: Engage in $250,000 OTC Trade with Colosseum
diff --git a/decisions/internet-finance/metadao-otc-trade-pantera-capital.md b/decisions/internet-finance/metadao-otc-trade-pantera-capital.md
index 22a7933ae..3a661991f 100644
--- a/decisions/internet-finance/metadao-otc-trade-pantera-capital.md
+++ b/decisions/internet-finance/metadao-otc-trade-pantera-capital.md
@@ -25,11 +25,11 @@ reweave_edges:
 - "{'MetaDAO': 'Engage in $250,000 OTC Trade with Colosseum|related|2026-04-18'}"
 - "MetaDAO: Engage in $100,000 OTC Trade with Ben Hawkins? [2]|related|2026-04-19"
 - "MetaDAO: Engage in $250,000 OTC Trade with Colosseum|related|2026-04-19"
-- Pantera Capital|supports|2026-04-19
-- vesting with immediate partial unlock plus linear release creates alignment while enabling liquidity by giving investors tradeable tokens upfront and time locked exposure|supports|2026-04-20
+- pantera-capital|supports|2026-04-19
+- vesting-with-immediate-partial-unlock-plus-linear-release-creates-alignment-while-enabling-liquidity-by-giving-investors-tradeable-tokens-upfront-and-time-locked-exposure|supports|2026-04-20
 supports:
-- Pantera Capital
-- vesting with immediate partial unlock plus linear release creates alignment while enabling liquidity by giving investors tradeable tokens upfront and time locked exposure
+- pantera-capital
+- vesting-with-immediate-partial-unlock-plus-linear-release-creates-alignment-while-enabling-liquidity-by-giving-investors-tradeable-tokens-upfront-and-time-locked-exposure
 ---
 
 # MetaDAO: Engage in $50,000 OTC Trade with Pantera Capital
@@ -67,7 +67,7 @@ Drafted with support from: Pantera Capital, 0xNallok, 7Layer, and Proph3t
 
 ## Overview
 
-- Pantera Capital wishes to acquire {tbd} META (`METADDFL6wWMWEoKTFJwcThTbUmtarRJZjRpzUvkxhr`) from The Meta-DAO (`ADCCEAbH8eixGj5t73vb4sKecSKo7ndgDSuWGvER4Loy`)
+- pantera-capital wishes to acquire {tbd} META (`METADDFL6wWMWEoKTFJwcThTbUmtarRJZjRpzUvkxhr`) from The Meta-DAO (`ADCCEAbH8eixGj5t73vb4sKecSKo7ndgDSuWGvER4Loy`)
 - The price per META shall be determined upon passing of the proposal and the lesser of the average TWAP price of the pass / fail market and \$100
 
   $$ ppM = min((twapPass + twapFail) / 2, 100) $$
@@ -85,8 +85,8 @@ With respect to the investment, Pantera holds the perspective that The Meta-DAO
 ## Execution
 The proposal contains the instruction for a transfer 1,000 META into a multisignature wallet `BtNPTBX1XkFCwazDJ6ZkK3hcUsomm1RPcfmtUrP6wd2K` with a 5/7 threshold of which the following parties will be members:
 
-- Pantera Capital (`6S5LQhggSTjm6gGWrTBiQkQbz3F7JB5CtJZZLMZp2XNE`)
-- Pantera Capital (`4kjRZzWWRZGBto2iKB6V7dYdWuMRtSFYbiUnE2VfppXw`)
+- pantera-capital (`6S5LQhggSTjm6gGWrTBiQkQbz3F7JB5CtJZZLMZp2XNE`)
+- pantera-capital (`4kjRZzWWRZGBto2iKB6V7dYdWuMRtSFYbiUnE2VfppXw`)
 - 0xNallok (`4LpE9Lxqb4jYYh8jA8oDhsGDKPNBNkcoXobbAJTa3pWw`)
 - MetaProph3t (`65U66fcYuNfqN12vzateJhZ4bgDuxFWN9gMwraeQKByg`)
 - Dodecahedr0x (`UuGEwN9aeh676ufphbavfssWVxH7BJCqacq1RYhco8e`)
diff --git a/decisions/internet-finance/metadao-release-launchpad.md b/decisions/internet-finance/metadao-release-launchpad.md
index 03172e1cd..c661d0f79 100644
--- a/decisions/internet-finance/metadao-release-launchpad.md
+++ b/decisions/internet-finance/metadao-release-launchpad.md
@@ -18,13 +18,13 @@ summary: "Launch permissioned launchpad for futarchy DAOs — 'unruggable ICOs'
 tags: ["futarchy", "launchpad", "unruggable-ico", "capital-formation", "futardio"]
 source_archive: "inbox/archive/2025-02-26-futardio-proposal-release-a-launchpad.md"
 related:
-- "{'MetaDAO': 'Approve Q3 Roadmap?'}"
+- "metadao-approve-q3-roadmap"
 - "{'MetaDAO': 'Develop Futarchy as a Service (FaaS)'}"
-- "MetaDAO: Approve Q3 Roadmap?"
+- "metadao-approve-q3-roadmap"
 - "MetaDAO: Develop Futarchy as a Service (FaaS)"
 - "Omnipair: OMFG-004 — Strategic Ecosystem Investment"
 reweave_edges:
-- "{'MetaDAO': 'Approve Q3 Roadmap?|related|2026-04-18'}"
+- "metadao-approve-q3-roadmap|related|2026-04-18'}"
 - "{'MetaDAO': 'Develop Futarchy as a Service (FaaS)|related|2026-04-18'}"
 - "MetaDAO: Approve Q3 Roadmap?|related|2026-04-19"
 - "MetaDAO: Develop Futarchy as a Service (FaaS)|related|2026-04-19"
diff --git a/decisions/internet-finance/metadao-sell-2m-meta-at-market-or-premium.md b/decisions/internet-finance/metadao-sell-2m-meta-at-market-or-premium.md
index 718aa738a..9186ccae8 100644
--- a/decisions/internet-finance/metadao-sell-2m-meta-at-market-or-premium.md
+++ b/decisions/internet-finance/metadao-sell-2m-meta-at-market-or-premium.md
@@ -28,10 +28,10 @@ tags: [metadao, fundraise, otc, market-sale, passed]
 tracked_by: rio
 created: 2026-03-24
 related:
-- "{'MetaDAO': 'Fund META Market Making'}"
-- "MetaDAO: Fund META Market Making"
+- "metadao-fund-meta-market-making"
+- "metadao-fund-meta-market-making"
 reweave_edges:
-- "{'MetaDAO': 'Fund META Market Making|related|2026-04-18'}"
+- "metadao-fund-meta-market-making|related|2026-04-18'}"
 - "MetaDAO: Fund META Market Making|related|2026-04-19"
 ---
 
diff --git a/decisions/internet-finance/metadao-token-split-elastic-supply.md b/decisions/internet-finance/metadao-token-split-elastic-supply.md
index 10138b798..a7d2d1e1a 100644
--- a/decisions/internet-finance/metadao-token-split-elastic-supply.md
+++ b/decisions/internet-finance/metadao-token-split-elastic-supply.md
@@ -18,9 +18,9 @@ summary: "1:1000 token split with mint authority to DAO governance — failed, b
 tags: ["futarchy", "token-split", "elastic-supply", "meta-token", "governance"]
 source_archive: "inbox/archive/2025-01-28-futardio-proposal-perform-token-split-and-adopt-elastic-supply-for-meta.md"
 supports:
-- MetaDAO treasury exhaustion forces token architecture migration because fixed supply prevents future governance flexibility
+- metadao-treasury-exhaustion-forces-token-architecture-migration-because-fixed-supply-prevents-future-governance-flexibility
 reweave_edges:
-- MetaDAO treasury exhaustion forces token architecture migration because fixed supply prevents future governance flexibility|supports|2026-04-19
+- metadao-treasury-exhaustion-forces-token-architecture-migration-because-fixed-supply-prevents-future-governance-flexibility|supports|2026-04-19
 ---
 
 # MetaDAO: Perform Token Split and Adopt Elastic Supply for META
diff --git a/decisions/internet-finance/migrate-autocrat-program-to-v01.md b/decisions/internet-finance/migrate-autocrat-program-to-v01.md
index c63d2771c..3123322fb 100644
--- a/decisions/internet-finance/migrate-autocrat-program-to-v01.md
+++ b/decisions/internet-finance/migrate-autocrat-program-to-v01.md
@@ -28,22 +28,22 @@ tags:
 - metadao
 source_archive: "inbox/archive/2023-12-03-futardio-proposal-migrate-autocrat-program-to-v01.md"
 supports:
-- metadao autocrat migration accepted counterparty risk from unverifiable builds prioritizing iteration speed over security guarantees
-- metadao autocrat v01 reduces proposal duration to three days enabling faster governance iteration
+- metadao-autocrat-migration-accepted-counterparty-risk-from-unverifiable-builds-prioritizing-iteration-speed-over-security-guarantees
+- metadao-autocrat-v01-reduces-proposal-duration-to-three-days-enabling-faster-governance-iteration
 - "{'MetaDAO': 'Migrate Autocrat Program to v0.1'}"
 - "MetaDAO: Migrate Autocrat Program to v0.1"
 related:
 - "{'Futardio': 'Proposal'}"
-- metadao governance migration 2026 03
+- metadao-governance-migration-2026-03
 - "{'MetaDAO': 'Migrate Autocrat Program to v0.2'}"
-- "Futardio: Proposal #1"
+- "futardio-proposal-1"
 - "MetaDAO: Migrate Autocrat Program to v0.2"
 - "Omnipair: OMFG-003 — Migrate to V0.6"
 reweave_edges:
 - "{'Futardio': 'Proposal'}"
-- metadao autocrat migration accepted counterparty risk from unverifiable builds prioritizing iteration speed over security guarantees|supports|2026-04-18
-- metadao autocrat v01 reduces proposal duration to three days enabling faster governance iteration|supports|2026-04-18
-- metadao governance migration 2026 03|related|2026-04-18
+- metadao-autocrat-migration-accepted-counterparty-risk-from-unverifiable-builds-prioritizing-iteration-speed-over-security-guarantees|supports|2026-04-18
+- metadao-autocrat-v01-reduces-proposal-duration-to-three-days-enabling-faster-governance-iteration|supports|2026-04-18
+- metadao-governance-migration-2026-03|related|2026-04-18
 - "{'MetaDAO': 'Migrate Autocrat Program to v0.1|supports|2026-04-18'}"
 - "{'MetaDAO': 'Migrate Autocrat Program to v0.2|related|2026-04-18'}"
 - "Futardio: Proposal #1|related|2026-04-19"
diff --git a/decisions/internet-finance/mycorealms-futardio-fundraise.md b/decisions/internet-finance/mycorealms-futardio-fundraise.md
index 65422dea6..f14c066d4 100644
--- a/decisions/internet-finance/mycorealms-futardio-fundraise.md
+++ b/decisions/internet-finance/mycorealms-futardio-fundraise.md
@@ -16,9 +16,9 @@ tracked_by: rio
 created: 2026-03-24
 source_archive: "inbox/archive/2026-03-03-futardio-launch-mycorealms.md"
 related:
-- myco realms demonstrates futarchy governed physical infrastructure through 125k mushroom farm raise with market controlled capex deployment
+- myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment
 reweave_edges:
-- myco realms demonstrates futarchy governed physical infrastructure through 125k mushroom farm raise with market controlled capex deployment|related|2026-04-18
+- myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment|related|2026-04-18
 ---
 
 # MycoRealms: Futardio ICO Launch
diff --git a/decisions/internet-finance/ore-adopt-sublinear-supply-function.md b/decisions/internet-finance/ore-adopt-sublinear-supply-function.md
index 3bf7e3481..efe3da997 100644
--- a/decisions/internet-finance/ore-adopt-sublinear-supply-function.md
+++ b/decisions/internet-finance/ore-adopt-sublinear-supply-function.md
@@ -16,8 +16,8 @@ tracked_by: rio
 created: 2026-03-24
 source_archive: "inbox/archive/2024-11-18-futardio-proposal-adopt-a-sublinear-supply-function.md"
 related:
-- "Coal: Cut emissions by 50%?"
-- "COAL: Meta-PoW: The ORE Treasury Protocol"
+- "coal-cut-emissions-by-50"
+- "coal-meta-pow-the-ore-treasury-protocol"
 - "ORE: Increase ORE-SOL LP boost multiplier to 6x"
 reweave_edges:
 - "Coal: Cut emissions by 50%?|related|2026-04-19"
diff --git a/decisions/internet-finance/runbookai-futardio-fundraise.md b/decisions/internet-finance/runbookai-futardio-fundraise.md
index a49d1772e..662c6a567 100644
--- a/decisions/internet-finance/runbookai-futardio-fundraise.md
+++ b/decisions/internet-finance/runbookai-futardio-fundraise.md
@@ -20,20 +20,20 @@ key_metrics:
   duration: "1 day"
 source_archive: "inbox/archive/2026-03-05-futardio-launch-runbookai.md"
 related:
-- "{'Git3': 'Futardio Fundraise'}"
-- "{'Insert Coin Labs': 'Futardio Fundraise'}"
-- MILO AI Agent
-- "Git3: Futardio Fundraise"
-- "Insert Coin Labs: Futardio Fundraise"
-- The Meme Is Real
+- "git3-futardio-fundraise"
+- "insert-coin-labs-futardio-fundraise"
+- milo-ai-agent
+- "git3-futardio-fundraise"
+- "insert-coin-labs-futardio-fundraise"
+- the-meme-is-real
 - "Valgrid: Futardio ICO Launch"
 reweave_edges:
-- "{'Git3': 'Futardio Fundraise|related|2026-04-18'}"
-- "{'Insert Coin Labs': 'Futardio Fundraise|related|2026-04-18'}"
-- MILO AI Agent|related|2026-04-18
+- "git3-futardio-fundraise|related|2026-04-18'}"
+- "insert-coin-labs-futardio-fundraise|related|2026-04-18'}"
+- milo-ai-agent|related|2026-04-18
 - "Git3: Futardio Fundraise|related|2026-04-19"
 - "Insert Coin Labs: Futardio Fundraise|related|2026-04-19"
-- The Meme Is Real|related|2026-04-20
+- the-meme-is-real|related|2026-04-20
 - "Valgrid: Futardio ICO Launch|related|2026-04-20"
 ---
 
diff --git a/decisions/internet-finance/salmon-wallet-futardio-fundraise.md b/decisions/internet-finance/salmon-wallet-futardio-fundraise.md
index 1685d6e30..34927b50a 100644
--- a/decisions/internet-finance/salmon-wallet-futardio-fundraise.md
+++ b/decisions/internet-finance/salmon-wallet-futardio-fundraise.md
@@ -26,11 +26,11 @@ tracked_by: rio
 created: 2026-03-11
 source_archive: "inbox/archive/2026-03-03-futardio-launch-salmon-wallet.md"
 related:
-- "Paystream: Futardio Fundraise"
-- Quantum Waffle
+- "paystream-futardio-fundraise"
+- quantum-waffle
 reweave_edges:
 - "Paystream: Futardio Fundraise|related|2026-04-19"
-- Quantum Waffle|related|2026-04-19
+- quantum-waffle|related|2026-04-19
 ---
 
 # Salmon Wallet: Futardio Fundraise
diff --git a/decisions/internet-finance/sanctum-offer-investors-early-unlocks-cloud.md b/decisions/internet-finance/sanctum-offer-investors-early-unlocks-cloud.md
index e0e301601..b7424bfb9 100644
--- a/decisions/internet-finance/sanctum-offer-investors-early-unlocks-cloud.md
+++ b/decisions/internet-finance/sanctum-offer-investors-early-unlocks-cloud.md
@@ -43,9 +43,9 @@ This proposal represents an alternative approach to the token vesting hedgeabili
 
 ## Relationship to KB
 - [[sanctum]] - parent entity governance decision
-- [[time-based-token-vesting-is-hedgeable-making-standard-lockups-meaningless-as-alignment-mechanisms-because-investors-can-short-sell-to-neutralize-lockup-exposure-while-appearing-locked]] - alternative mechanism to hedging
-- [[futarchy-adoption-faces-friction-from-token-price-psychology-proposal-complexity-and-liquidity-requirements]] - demonstrates complexity friction
-- [[MetaDAOs-futarchy-implementation-shows-limited-trading-volume-in-uncontested-decisions]] - low volume uncontested decision pattern
+- [[time-based token vesting is hedgeable making standard lockups meaningless as alignment mechanisms because investors can short-sell to neutralize lockup exposure while appearing locked]] - alternative mechanism to hedging
+- [[futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements]] - demonstrates complexity friction
+- [[MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions]] - low volume uncontested decision pattern
 
 ## Full Proposal Text
 
diff --git a/decisions/internet-finance/seekervault-futardio-fundraise-2.md b/decisions/internet-finance/seekervault-futardio-fundraise-2.md
index f3e4e2f2c..42ae3f079 100644
--- a/decisions/internet-finance/seekervault-futardio-fundraise-2.md
+++ b/decisions/internet-finance/seekervault-futardio-fundraise-2.md
@@ -19,7 +19,7 @@ related:
 - "{'Cloak': 'Futardio ICO Launch'}"
 - "Cloak: Futardio ICO Launch"
 - "Open Music: Futardio ICO Launch"
-- "SeekerVault: Futardio Fundraise"
+- "seekervault-futardio-fundraise"
 - "SizeMatters: Futardio ICO Launch"
 reweave_edges:
 - "{'Cloak': 'Futardio ICO Launch|related|2026-04-17'}"
diff --git a/decisions/internet-finance/tridash-futardio-fundraise.md b/decisions/internet-finance/tridash-futardio-fundraise.md
index e89c41f0f..deec7d1ce 100644
--- a/decisions/internet-finance/tridash-futardio-fundraise.md
+++ b/decisions/internet-finance/tridash-futardio-fundraise.md
@@ -16,11 +16,11 @@ tracked_by: rio
 created: 2026-03-24
 source_archive: "inbox/archive/2026-03-05-futardio-launch-tridash.md"
 related:
-- tridash implements 60 second prediction markets as multiplayer game mechanics compressing resolution time from days to seconds
-- TriDash tests whether 60-second prediction market resolution enables faster feedback or primarily measures price noise
+- tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds
+- tridash-tests-whether-60-second-prediction-market-resolution-enables-faster-feedback-or-primarily-measures-price-noise
 reweave_edges:
-- tridash implements 60 second prediction markets as multiplayer game mechanics compressing resolution time from days to seconds|related|2026-04-20
-- TriDash tests whether 60-second prediction market resolution enables faster feedback or primarily measures price noise|related|2026-04-20
+- tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds|related|2026-04-20
+- tridash-tests-whether-60-second-prediction-market-resolution-enables-faster-feedback-or-primarily-measures-price-noise|related|2026-04-20
 ---
 
 # TriDash: Futardio ICO Launch
diff --git a/decisions/internet-finance/versus-futardio-fundraise.md b/decisions/internet-finance/versus-futardio-fundraise.md
index 603fffbb4..df5a12cd5 100644
--- a/decisions/internet-finance/versus-futardio-fundraise.md
+++ b/decisions/internet-finance/versus-futardio-fundraise.md
@@ -21,23 +21,23 @@ tracked_by: rio
 created: 2026-03-11
 source_archive: "inbox/archive/2026-03-03-futardio-launch-versus.md"
 related:
-- "{'Avici': 'Futardio Launch'}"
-- "{'Insert Coin Labs': 'Futardio Fundraise'}"
-- "Avici: Futardio Launch"
-- "Insert Coin Labs: Futardio Fundraise"
-- Quantum Waffle
+- "avici-futardio-launch"
+- "insert-coin-labs-futardio-fundraise"
+- "avici-futardio-launch"
+- "insert-coin-labs-futardio-fundraise"
+- quantum-waffle
 - "Send Arcade: Futardio ICO Launch"
-- The Meme Is Real
+- the-meme-is-real
 - "Valgrid: Futardio ICO Launch"
 reweave_edges:
-- "{'Avici': 'Futardio Launch|related|2026-04-17'}"
-- "{'Avici': 'Futardio Launch|related|2026-04-18'}"
-- "{'Insert Coin Labs': 'Futardio Fundraise|related|2026-04-18'}"
+- "avici-futardio-launch|related|2026-04-17'}"
+- "avici-futardio-launch|related|2026-04-18'}"
+- "insert-coin-labs-futardio-fundraise|related|2026-04-18'}"
 - "Avici: Futardio Launch|related|2026-04-19"
 - "Insert Coin Labs: Futardio Fundraise|related|2026-04-19"
-- Quantum Waffle|related|2026-04-19
+- quantum-waffle|related|2026-04-19
 - "Send Arcade: Futardio ICO Launch|related|2026-04-19"
-- The Meme Is Real|related|2026-04-20
+- the-meme-is-real|related|2026-04-20
 - "Valgrid: Futardio ICO Launch|related|2026-04-20"
 ---
 
diff --git a/domains/ai-alignment/79 percent of multi-agent failures originate from specification and coordination not implementation because decomposition quality is the primary determinant of system success.md b/domains/ai-alignment/79 percent of multi-agent failures originate from specification and coordination not implementation because decomposition quality is the primary determinant of system success.md
index 87c3afc78..9feab9faf 100644
--- a/domains/ai-alignment/79 percent of multi-agent failures originate from specification and coordination not implementation because decomposition quality is the primary determinant of system success.md	
+++ b/domains/ai-alignment/79 percent of multi-agent failures originate from specification and coordination not implementation because decomposition quality is the primary determinant of system success.md	
@@ -10,11 +10,11 @@ depends_on:
 - multi-agent coordination improves parallel task performance but degrades sequential reasoning because communication overhead fragments linear workflows
 - subagent hierarchies outperform peer multi-agent architectures in practice because deployed systems consistently converge on one primary agent controlling specialized helpers
 supports:
-- multi agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value
-- multi agent git workflows have reached production maturity as systems deploying 400+ specialized agent instances outperform single agents by 30 percent on engineering benchmarks
+- multi-agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value
+- multi-agent git workflows have reached production maturity as systems deploying 400+ specialized agent instances outperform single agents by 30 percent on engineering benchmarks
 reweave_edges:
-- multi agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value|supports|2026-04-03
-- multi agent git workflows have reached production maturity as systems deploying 400+ specialized agent instances outperform single agents by 30 percent on engineering benchmarks|supports|2026-04-19
+- multi-agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value|supports|2026-04-03
+- multi-agent git workflows have reached production maturity as systems deploying 400+ specialized agent instances outperform single agents by 30 percent on engineering benchmarks|supports|2026-04-19
 ---
 
 # 79 percent of multi-agent failures originate from specification and coordination not implementation because decomposition quality is the primary determinant of system success
diff --git a/domains/ai-alignment/AGI may emerge as a patchwork of coordinating sub-AGI agents rather than a single monolithic system.md b/domains/ai-alignment/AGI may emerge as a patchwork of coordinating sub-AGI agents rather than a single monolithic system.md
index 8132308e2..43e9746d0 100644
--- a/domains/ai-alignment/AGI may emerge as a patchwork of coordinating sub-AGI agents rather than a single monolithic system.md	
+++ b/domains/ai-alignment/AGI may emerge as a patchwork of coordinating sub-AGI agents rather than a single monolithic system.md	
@@ -7,10 +7,10 @@ created: 2026-02-17
 source: "Tomasev et al, Distributional AGI Safety (arXiv 2512.16856, December 2025); Pierucci et al, Institutional AI (arXiv 2601.10599, January 2026)"
 confidence: experimental
 related:
-- multi agent deployment exposes emergent security vulnerabilities invisible to single agent evaluation because cross agent propagation identity spoofing and unauthorized compliance arise only in realistic multi party environments
+- multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments
 - Hyperspace
 reweave_edges:
-- multi agent deployment exposes emergent security vulnerabilities invisible to single agent evaluation because cross agent propagation identity spoofing and unauthorized compliance arise only in realistic multi party environments|related|2026-03-28
+- multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments|related|2026-03-28
 - Hyperspace|related|2026-04-18
 ---
 
diff --git a/domains/ai-alignment/AI accelerates existing Molochian dynamics by removing bottlenecks not creating new misalignment because the competitive equilibrium was always catastrophic and friction was the only thing preventing convergence.md b/domains/ai-alignment/AI accelerates existing Molochian dynamics by removing bottlenecks not creating new misalignment because the competitive equilibrium was always catastrophic and friction was the only thing preventing convergence.md
index e62b9023f..972bb0ac4 100644
--- a/domains/ai-alignment/AI accelerates existing Molochian dynamics by removing bottlenecks not creating new misalignment because the competitive equilibrium was always catastrophic and friction was the only thing preventing convergence.md	
+++ b/domains/ai-alignment/AI accelerates existing Molochian dynamics by removing bottlenecks not creating new misalignment because the competitive equilibrium was always catastrophic and friction was the only thing preventing convergence.md	
@@ -14,14 +14,14 @@ related:
 - multipolar traps are the thermodynamic default because competition requires no infrastructure while coordination requires trust enforcement and shared information all of which are expensive and fragile
 - the absence of a societal warning signal for AGI is a structural feature not an accident because capability scaling is gradual and ambiguous and collective action requires anticipation not reaction
 - motivated reasoning among AI lab leaders is itself a primary risk vector because those with most capability to slow down have most incentive to accelerate
-- technological development draws from an urn containing civilization destroying capabilities and only preventive governance can avoid black ball technologies
+- technological development draws from an urn containing civilization-destroying capabilities and only preventive governance can avoid black ball technologies
 - global capitalism functions as a misaligned optimizer that produces outcomes no participant would choose because individual rationality aggregates into collective irrationality without coordination mechanisms
 - indigenous restraint technologies like the Sabbath are historical precedents for binding the maximum power principle through social technology
 reweave_edges:
 - multipolar traps are the thermodynamic default because competition requires no infrastructure while coordination requires trust enforcement and shared information all of which are expensive and fragile|related|2026-04-04
 - the absence of a societal warning signal for AGI is a structural feature not an accident because capability scaling is gradual and ambiguous and collective action requires anticipation not reaction|related|2026-04-07
 - motivated reasoning among AI lab leaders is itself a primary risk vector because those with most capability to slow down have most incentive to accelerate|related|2026-04-17
-- technological development draws from an urn containing civilization destroying capabilities and only preventive governance can avoid black ball technologies|related|2026-04-17
+- technological development draws from an urn containing civilization-destroying capabilities and only preventive governance can avoid black ball technologies|related|2026-04-17
 - global capitalism functions as a misaligned optimizer that produces outcomes no participant would choose because individual rationality aggregates into collective irrationality without coordination mechanisms|related|2026-04-18
 - indigenous restraint technologies like the Sabbath are historical precedents for binding the maximum power principle through social technology|related|2026-04-18
 ---
diff --git a/domains/ai-alignment/AI agent orchestration that routes data and tools between specialized models outperforms both single-model and human-coached approaches because the orchestrator contributes coordination not direction.md b/domains/ai-alignment/AI agent orchestration that routes data and tools between specialized models outperforms both single-model and human-coached approaches because the orchestrator contributes coordination not direction.md
index cd46bfb63..c58486293 100644
--- a/domains/ai-alignment/AI agent orchestration that routes data and tools between specialized models outperforms both single-model and human-coached approaches because the orchestrator contributes coordination not direction.md	
+++ b/domains/ai-alignment/AI agent orchestration that routes data and tools between specialized models outperforms both single-model and human-coached approaches because the orchestrator contributes coordination not direction.md	
@@ -8,9 +8,9 @@ confidence: experimental
 source: "Aquino-Michaels 2026, 'Completing Claude's Cycles' (github.com/no-way-labs/residue)"
 created: 2026-03-07
 related:
-- AI agents excel at implementing well scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect
+- AI agents excel at implementing well-scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect
 reweave_edges:
-- AI agents excel at implementing well scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect|related|2026-03-28
+- AI agents excel at implementing well-scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect|related|2026-03-28
 - tools and artifacts transfer between AI agents and evolve in the process because Agent O improved Agent Cs solver by combining it with its own structural knowledge creating a hybrid better than either original|supports|2026-03-28
 supports:
 - tools and artifacts transfer between AI agents and evolve in the process because Agent O improved Agent Cs solver by combining it with its own structural knowledge creating a hybrid better than either original
diff --git a/domains/ai-alignment/AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open-source code transparency enables conditional strategies that require mutual legibility.md b/domains/ai-alignment/AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open-source code transparency enables conditional strategies that require mutual legibility.md
index 3b3a0f159..58b436403 100644
--- a/domains/ai-alignment/AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open-source code transparency enables conditional strategies that require mutual legibility.md	
+++ b/domains/ai-alignment/AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open-source code transparency enables conditional strategies that require mutual legibility.md	
@@ -8,9 +8,9 @@ confidence: experimental
 source: "Sistla & Kleiman-Weiner, Evaluating LLMs in Open-Source Games (arXiv 2512.00371, NeurIPS 2025)"
 created: 2026-03-16
 related:
-- multi agent deployment exposes emergent security vulnerabilities invisible to single agent evaluation because cross agent propagation identity spoofing and unauthorized compliance arise only in realistic multi party environments
+- multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments
 reweave_edges:
-- multi agent deployment exposes emergent security vulnerabilities invisible to single agent evaluation because cross agent propagation identity spoofing and unauthorized compliance arise only in realistic multi party environments|related|2026-03-28
+- multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments|related|2026-03-28
 ---
 
 # AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open-source code transparency enables conditional strategies that require mutual legibility
diff --git a/domains/ai-alignment/AI agents excel at implementing well-scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect.md b/domains/ai-alignment/AI agents excel at implementing well-scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect.md
index 548df7aa7..68a680dc7 100644
--- a/domains/ai-alignment/AI agents excel at implementing well-scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect.md	
+++ b/domains/ai-alignment/AI agents excel at implementing well-scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect.md	
@@ -9,13 +9,13 @@ confidence: likely
 source: "Andrej Karpathy (@karpathy), autoresearch experiments with 8 agents (4 Claude, 4 Codex), Feb-Mar 2026"
 created: 2026-03-09
 related:
-- as AI automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems
-- iterative agent self improvement produces compounding capability gains when evaluation is structurally separated from generation
+- as AI-automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems
+- iterative agent self-improvement produces compounding capability gains when evaluation is structurally separated from generation
 - tools and artifacts transfer between AI agents and evolve in the process because Agent O improved Agent Cs solver by combining it with its own structural knowledge creating a hybrid better than either original
 - Hyperspace
 reweave_edges:
-- as AI automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems|related|2026-03-28
-- iterative agent self improvement produces compounding capability gains when evaluation is structurally separated from generation|related|2026-03-28
+- as AI-automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems|related|2026-03-28
+- iterative agent self-improvement produces compounding capability gains when evaluation is structurally separated from generation|related|2026-03-28
 - tools and artifacts transfer between AI agents and evolve in the process because Agent O improved Agent Cs solver by combining it with its own structural knowledge creating a hybrid better than either original|related|2026-03-28
 - Hyperspace|related|2026-04-18
 - AI agents shift the research bottleneck from execution to ideation because agents implement well-scoped ideas but fail at creative experiment design|supports|2026-04-19
diff --git a/domains/ai-alignment/AI alignment is a coordination problem not a technical problem.md b/domains/ai-alignment/AI alignment is a coordination problem not a technical problem.md
index c200b01d1..d646da58c 100644
--- a/domains/ai-alignment/AI alignment is a coordination problem not a technical problem.md	
+++ b/domains/ai-alignment/AI alignment is a coordination problem not a technical problem.md	
@@ -11,15 +11,15 @@ created: 2026-02-16
 confidence: likely
 source: "TeleoHumanity Manifesto, Chapter 5"
 related:
-- AI agents as personal advocates collapse Coasean transaction costs enabling bottom up coordination at societal scale but catastrophic risks remain non negotiable requiring state enforcement as outer boundary
-- AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open source code transparency enables conditional strategies that require mutual legibility
+- AI agents as personal advocates collapse Coasean transaction costs enabling bottom-up coordination at societal scale but catastrophic risks remain non-negotiable requiring state enforcement as outer boundary
+- AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open-source code transparency enables conditional strategies that require mutual legibility
 - AI investment concentration where 58 percent of funding flows to megarounds and two companies capture 14 percent of all global venture capital creates a structural oligopoly that alignment governance must account for
 - AI talent circulation between frontier labs transfers alignment culture not just capability because researchers carry safety methodologies and institutional norms to their new organizations
 - transparent algorithmic governance where AI response rules are public and challengeable through the same epistemic process as the knowledge base is a structurally novel alignment approach
 - the absence of a societal warning signal for AGI is a structural feature not an accident because capability scaling is gradual and ambiguous and collective action requires anticipation not reaction
 reweave_edges:
-- AI agents as personal advocates collapse Coasean transaction costs enabling bottom up coordination at societal scale but catastrophic risks remain non negotiable requiring state enforcement as outer boundary|related|2026-03-28
-- AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open source code transparency enables conditional strategies that require mutual legibility|related|2026-03-28
+- AI agents as personal advocates collapse Coasean transaction costs enabling bottom-up coordination at societal scale but catastrophic risks remain non-negotiable requiring state enforcement as outer boundary|related|2026-03-28
+- AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open-source code transparency enables conditional strategies that require mutual legibility|related|2026-03-28
 - AI investment concentration where 58 percent of funding flows to megarounds and two companies capture 14 percent of all global venture capital creates a structural oligopoly that alignment governance must account for|related|2026-03-28
 - AI talent circulation between frontier labs transfers alignment culture not just capability because researchers carry safety methodologies and institutional norms to their new organizations|related|2026-03-28
 - transparent algorithmic governance where AI response rules are public and challengeable through the same epistemic process as the knowledge base is a structurally novel alignment approach|related|2026-03-28
diff --git a/domains/ai-alignment/AI capability and reliability are independent dimensions because Claude solved a 30-year open mathematical problem while simultaneously degrading at basic program execution during the same session.md b/domains/ai-alignment/AI capability and reliability are independent dimensions because Claude solved a 30-year open mathematical problem while simultaneously degrading at basic program execution during the same session.md
index a10e16ec7..a99413edd 100644
--- a/domains/ai-alignment/AI capability and reliability are independent dimensions because Claude solved a 30-year open mathematical problem while simultaneously degrading at basic program execution during the same session.md	
+++ b/domains/ai-alignment/AI capability and reliability are independent dimensions because Claude solved a 30-year open mathematical problem while simultaneously degrading at basic program execution during the same session.md	
@@ -6,11 +6,11 @@ confidence: experimental
 source: "Knuth 2026, 'Claude's Cycles' (Stanford CS, Feb 28 2026 rev. Mar 6)"
 created: 2026-03-07
 related:
-- capability scaling increases error incoherence on difficult tasks inverting the expected relationship between model size and behavioral predictability
-- frontier ai failures shift from systematic bias to incoherent variance as task complexity and reasoning length increase
+- capability-scaling-increases-error-incoherence-on-difficult-tasks-inverting-the-expected-relationship-between-model-size-and-behavioral-predictability
+- frontier-ai-failures-shift-from-systematic-bias-to-incoherent-variance-as-task-complexity-and-reasoning-length-increase
 reweave_edges:
-- capability scaling increases error incoherence on difficult tasks inverting the expected relationship between model size and behavioral predictability|related|2026-04-03
-- frontier ai failures shift from systematic bias to incoherent variance as task complexity and reasoning length increase|related|2026-04-03
+- capability-scaling-increases-error-incoherence-on-difficult-tasks-inverting-the-expected-relationship-between-model-size-and-behavioral-predictability|related|2026-04-03
+- frontier-ai-failures-shift-from-systematic-bias-to-incoherent-variance-as-task-complexity-and-reasoning-length-increase|related|2026-04-03
 ---
 
 # AI capability and reliability are independent dimensions because Claude solved a 30-year open mathematical problem while simultaneously degrading at basic program execution during the same session
diff --git a/domains/ai-alignment/AI integration follows an inverted-U where economic incentives systematically push organizations past the optimal human-AI ratio.md b/domains/ai-alignment/AI integration follows an inverted-U where economic incentives systematically push organizations past the optimal human-AI ratio.md
index 19f9adefd..e86d6ec0c 100644
--- a/domains/ai-alignment/AI integration follows an inverted-U where economic incentives systematically push organizations past the optimal human-AI ratio.md	
+++ b/domains/ai-alignment/AI integration follows an inverted-U where economic incentives systematically push organizations past the optimal human-AI ratio.md	
@@ -10,14 +10,14 @@ created: 2026-03-28
 depends_on:
 - human verification bandwidth is the binding constraint on AGI economic impact not intelligence itself because the marginal cost of AI execution falls to zero while the capacity to validate audit and underwrite responsibility remains finite
 related:
-- human ideas naturally converge toward similarity over social learning chains making AI a net diversity injector rather than a homogenizer under high exposure conditions
-- macro AI productivity gains remain statistically undetectable despite clear micro level benefits because coordination costs verification tax and workslop absorb individual level improvements before they reach aggregate measures
-- AI companion apps correlate with increased loneliness creating systemic risk through parasocial dependency
+- human ideas naturally converge toward similarity over social learning chains making AI a net diversity injector rather than a homogenizer under high-exposure conditions
+- macro AI productivity gains remain statistically undetectable despite clear micro-level benefits because coordination costs verification tax and workslop absorb individual-level improvements before they reach aggregate measures
+- AI-companion-apps-correlate-with-increased-loneliness-creating-systemic-risk-through-parasocial-dependency
 - AI tools reduced experienced developer productivity by 19% in RCT conditions despite developer predictions of speedup, suggesting capability deployment does not automatically translate to autonomy gains
 reweave_edges:
-- human ideas naturally converge toward similarity over social learning chains making AI a net diversity injector rather than a homogenizer under high exposure conditions|related|2026-03-28
-- macro AI productivity gains remain statistically undetectable despite clear micro level benefits because coordination costs verification tax and workslop absorb individual level improvements before they reach aggregate measures|related|2026-04-06
-- AI companion apps correlate with increased loneliness creating systemic risk through parasocial dependency|related|2026-04-17
+- human ideas naturally converge toward similarity over social learning chains making AI a net diversity injector rather than a homogenizer under high-exposure conditions|related|2026-03-28
+- macro AI productivity gains remain statistically undetectable despite clear micro-level benefits because coordination costs verification tax and workslop absorb individual-level improvements before they reach aggregate measures|related|2026-04-06
+- AI-companion-apps-correlate-with-increased-loneliness-creating-systemic-risk-through-parasocial-dependency|related|2026-04-17
 - AI tools reduced experienced developer productivity by 19% in RCT conditions despite developer predictions of speedup, suggesting capability deployment does not automatically translate to autonomy gains|related|2026-04-17
 ---
 
diff --git a/domains/ai-alignment/AI is omni-use technology categorically different from dual-use because it improves all capabilities simultaneously meaning anything AI can optimize it can break.md b/domains/ai-alignment/AI is omni-use technology categorically different from dual-use because it improves all capabilities simultaneously meaning anything AI can optimize it can break.md
index d2ea7eaf9..d24c783d9 100644
--- a/domains/ai-alignment/AI is omni-use technology categorically different from dual-use because it improves all capabilities simultaneously meaning anything AI can optimize it can break.md	
+++ b/domains/ai-alignment/AI is omni-use technology categorically different from dual-use because it improves all capabilities simultaneously meaning anything AI can optimize it can break.md	
@@ -8,9 +8,9 @@ created: 2026-04-03
 related:
 - AI accelerates existing Molochian dynamics by removing bottlenecks not creating new misalignment because the competitive equilibrium was always catastrophic and friction was the only thing preventing convergence
 - technology-governance-coordination-gaps-close-when-four-enabling-conditions-are-present-visible-triggering-events-commercial-network-effects-low-competitive-stakes-at-inception-or-physical-manifestation
-- technological development draws from an urn containing civilization destroying capabilities and only preventive governance can avoid black ball technologies
+- technological development draws from an urn containing civilization-destroying capabilities and only preventive governance can avoid black ball technologies
 reweave_edges:
-- technological development draws from an urn containing civilization destroying capabilities and only preventive governance can avoid black ball technologies|related|2026-04-17
+- technological development draws from an urn containing civilization-destroying capabilities and only preventive governance can avoid black ball technologies|related|2026-04-17
 ---
 
 # AI is omni-use technology categorically different from dual-use because it improves all capabilities simultaneously meaning anything AI can optimize it can break
diff --git a/domains/ai-alignment/AI lowers the expertise barrier for engineering biological weapons from PhD-level to amateur which makes bioterrorism the most proximate AI-enabled existential risk.md b/domains/ai-alignment/AI lowers the expertise barrier for engineering biological weapons from PhD-level to amateur which makes bioterrorism the most proximate AI-enabled existential risk.md
index 9810edfeb..5e92842e4 100644
--- a/domains/ai-alignment/AI lowers the expertise barrier for engineering biological weapons from PhD-level to amateur which makes bioterrorism the most proximate AI-enabled existential risk.md	
+++ b/domains/ai-alignment/AI lowers the expertise barrier for engineering biological weapons from PhD-level to amateur which makes bioterrorism the most proximate AI-enabled existential risk.md	
@@ -7,11 +7,11 @@ created: 2026-03-06
 source: "Noah Smith, 'Updated thoughts on AI risk' (Noahopinion, Feb 16, 2026); 'If AI is a weapon, why don't we regulate it like one?' (Mar 6, 2026); Dario Amodei, Anthropic CEO statements (2026)"
 confidence: likely
 related:
-- AI generated persuasive content matches human effectiveness at belief change eliminating the authenticity premium
+- AI-generated-persuasive-content-matches-human-effectiveness-at-belief-change-eliminating-the-authenticity-premium
 - Cyber is the exceptional dangerous capability domain where real-world evidence exceeds benchmark predictions because documented state-sponsored campaigns zero-day discovery and mass incident cataloguing confirm operational capability beyond isolated evaluation scores
 - Bio capability benchmarks measure text-accessible knowledge stages of bioweapon development but cannot evaluate somatic tacit knowledge, physical infrastructure access, or iterative laboratory failure recovery making high benchmark scores insufficient evidence for operational bioweapon development capability
 reweave_edges:
-- AI generated persuasive content matches human effectiveness at belief change eliminating the authenticity premium|related|2026-03-28
+- AI-generated-persuasive-content-matches-human-effectiveness-at-belief-change-eliminating-the-authenticity-premium|related|2026-03-28
 - Cyber is the exceptional dangerous capability domain where real-world evidence exceeds benchmark predictions because documented state-sponsored campaigns zero-day discovery and mass incident cataloguing confirm operational capability beyond isolated evaluation scores|related|2026-04-06
 - Bio capability benchmarks measure text-accessible knowledge stages of bioweapon development but cannot evaluate somatic tacit knowledge, physical infrastructure access, or iterative laboratory failure recovery making high benchmark scores insufficient evidence for operational bioweapon development capability|related|2026-04-17
 - Precautionary capability threshold activation without confirmed threshold crossing is the governance response to bio capability measurement uncertainty as demonstrated by Anthropic's ASL-3 activation for Claude 4 Opus|supports|2026-04-17
diff --git a/domains/ai-alignment/AI-exposed workers are disproportionately female high-earning and highly educated which inverts historical automation patterns and creates different political and economic displacement dynamics.md b/domains/ai-alignment/AI-exposed workers are disproportionately female high-earning and highly educated which inverts historical automation patterns and creates different political and economic displacement dynamics.md
index 1d64e7449..a4182a66a 100644
--- a/domains/ai-alignment/AI-exposed workers are disproportionately female high-earning and highly educated which inverts historical automation patterns and creates different political and economic displacement dynamics.md	
+++ b/domains/ai-alignment/AI-exposed workers are disproportionately female high-earning and highly educated which inverts historical automation patterns and creates different political and economic displacement dynamics.md	
@@ -7,9 +7,9 @@ confidence: likely
 source: "Massenkoff & McCrory 2026, Current Population Survey baseline Aug-Oct 2022"
 created: 2026-03-08
 related:
-- profit wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one
+- profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one
 reweave_edges:
-- profit wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one|related|2026-04-19
+- profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one|related|2026-04-19
 ---
 
 # AI-exposed workers are disproportionately female high-earning and highly educated which inverts historical automation patterns and creates different political and economic displacement dynamics
diff --git a/domains/ai-alignment/Anthropics RSP rollback under commercial pressure is the first empirical confirmation that binding safety commitments cannot survive the competitive dynamics of frontier AI development.md b/domains/ai-alignment/Anthropics RSP rollback under commercial pressure is the first empirical confirmation that binding safety commitments cannot survive the competitive dynamics of frontier AI development.md
index c1c75c817..7d22db535 100644
--- a/domains/ai-alignment/Anthropics RSP rollback under commercial pressure is the first empirical confirmation that binding safety commitments cannot survive the competitive dynamics of frontier AI development.md	
+++ b/domains/ai-alignment/Anthropics RSP rollback under commercial pressure is the first empirical confirmation that binding safety commitments cannot survive the competitive dynamics of frontier AI development.md	
@@ -7,22 +7,22 @@ source: "CNN, Fortune, Anthropic announcements (Feb 2026); theseus AI industry l
 created: 2026-03-16
 supports:
 - Anthropic
-- Dario Amodei
-- government safety penalties invert regulatory incentives by blacklisting cautious actors
-- voluntary safety constraints without external enforcement are statements of intent not binding governance
+- dario-amodei
+- government-safety-penalties-invert-regulatory-incentives-by-blacklisting-cautious-actors
+- voluntary-safety-constraints-without-external-enforcement-are-statements-of-intent-not-binding-governance
 - Anthropic's internal resource allocation shows 6-8% safety-only headcount when dual-use research is excluded, revealing a material gap between public safety positioning and credible commitment
 - motivated reasoning among AI lab leaders is itself a primary risk vector because those with most capability to slow down have most incentive to accelerate
 reweave_edges:
 - Anthropic|supports|2026-03-28
-- Dario Amodei|supports|2026-03-28
-- government safety penalties invert regulatory incentives by blacklisting cautious actors|supports|2026-03-31
-- voluntary safety constraints without external enforcement are statements of intent not binding governance|supports|2026-03-31
-- cross lab alignment evaluation surfaces safety gaps internal evaluation misses providing empirical basis for mandatory third party evaluation|related|2026-04-03
+- dario-amodei|supports|2026-03-28
+- government-safety-penalties-invert-regulatory-incentives-by-blacklisting-cautious-actors|supports|2026-03-31
+- voluntary-safety-constraints-without-external-enforcement-are-statements-of-intent-not-binding-governance|supports|2026-03-31
+- cross-lab-alignment-evaluation-surfaces-safety-gaps-internal-evaluation-misses-providing-empirical-basis-for-mandatory-third-party-evaluation|related|2026-04-03
 - Anthropic's internal resource allocation shows 6-8% safety-only headcount when dual-use research is excluded, revealing a material gap between public safety positioning and credible commitment|supports|2026-04-09
 - Frontier AI labs allocate 6-15% of research headcount to safety versus 60-75% to capabilities with the ratio declining since 2024 as capabilities teams grow faster than safety teams|related|2026-04-09
 - motivated reasoning among AI lab leaders is itself a primary risk vector because those with most capability to slow down have most incentive to accelerate|supports|2026-04-17
 related:
-- cross lab alignment evaluation surfaces safety gaps internal evaluation misses providing empirical basis for mandatory third party evaluation
+- cross-lab-alignment-evaluation-surfaces-safety-gaps-internal-evaluation-misses-providing-empirical-basis-for-mandatory-third-party-evaluation
 - Frontier AI labs allocate 6-15% of research headcount to safety versus 60-75% to capabilities with the ratio declining since 2024 as capabilities teams grow faster than safety teams
 ---
 
diff --git a/domains/ai-alignment/LLM-maintained knowledge bases that compile rather than retrieve represent a paradigm shift from RAG to persistent synthesis because the wiki is a compounding artifact not a query cache.md b/domains/ai-alignment/LLM-maintained knowledge bases that compile rather than retrieve represent a paradigm shift from RAG to persistent synthesis because the wiki is a compounding artifact not a query cache.md
index f2b1500be..5cebf7772 100644
--- a/domains/ai-alignment/LLM-maintained knowledge bases that compile rather than retrieve represent a paradigm shift from RAG to persistent synthesis because the wiki is a compounding artifact not a query cache.md	
+++ b/domains/ai-alignment/LLM-maintained knowledge bases that compile rather than retrieve represent a paradigm shift from RAG to persistent synthesis because the wiki is a compounding artifact not a query cache.md	
@@ -9,9 +9,9 @@ created: 2026-04-05
 depends_on:
 - one agent one chat is the right default for knowledge contribution because the scaffolding handles complexity not the user
 related:
-- agent native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge
+- agent-native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge
 reweave_edges:
-- agent native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge|related|2026-04-17
+- agent-native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge|related|2026-04-17
 ---
 
 # LLM-maintained knowledge bases that compile rather than retrieve represent a paradigm shift from RAG to persistent synthesis because the wiki is a compounding artifact not a query cache
diff --git a/domains/ai-alignment/agent research direction selection is epistemic foraging where the optimal strategy is to seek observations that maximally reduce model uncertainty rather than confirm existing beliefs.md b/domains/ai-alignment/agent research direction selection is epistemic foraging where the optimal strategy is to seek observations that maximally reduce model uncertainty rather than confirm existing beliefs.md
index 3981c4242..1b8723962 100644
--- a/domains/ai-alignment/agent research direction selection is epistemic foraging where the optimal strategy is to seek observations that maximally reduce model uncertainty rather than confirm existing beliefs.md	
+++ b/domains/ai-alignment/agent research direction selection is epistemic foraging where the optimal strategy is to seek observations that maximally reduce model uncertainty rather than confirm existing beliefs.md	
@@ -8,10 +8,10 @@ source: "Friston 2010 (free energy principle); musing by Theseus 2026-03-10; str
 created: 2026-03-10
 related:
 - user questions are an irreplaceable free energy signal for knowledge agents because they reveal functional uncertainty that model introspection cannot detect
-- agent native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge
+- agent-native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge
 reweave_edges:
 - user questions are an irreplaceable free energy signal for knowledge agents because they reveal functional uncertainty that model introspection cannot detect|related|2026-03-28
-- agent native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge|related|2026-04-17
+- agent-native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge|related|2026-04-17
 ---
 
 # agent research direction selection is epistemic foraging where the optimal strategy is to seek observations that maximally reduce model uncertainty rather than confirm existing beliefs
diff --git a/domains/ai-alignment/ai-enhanced-collective-intelligence-requires-federated-learning-architectures-to-preserve-data-sovereignty-at-scale.md b/domains/ai-alignment/ai-enhanced-collective-intelligence-requires-federated-learning-architectures-to-preserve-data-sovereignty-at-scale.md
index 18d74d6da..25be42f28 100644
--- a/domains/ai-alignment/ai-enhanced-collective-intelligence-requires-federated-learning-architectures-to-preserve-data-sovereignty-at-scale.md
+++ b/domains/ai-alignment/ai-enhanced-collective-intelligence-requires-federated-learning-architectures-to-preserve-data-sovereignty-at-scale.md
@@ -8,9 +8,9 @@ source: "UK AI for CI Research Network, Artificial Intelligence for Collective I
 created: 2026-03-11
 secondary_domains: [collective-intelligence, critical-systems]
 related:
-- national scale collective intelligence infrastructure requires seven trust properties to achieve legitimacy
+- national-scale-collective-intelligence-infrastructure-requires-seven-trust-properties-to-achieve-legitimacy
 reweave_edges:
-- national scale collective intelligence infrastructure requires seven trust properties to achieve legitimacy|related|2026-03-28
+- national-scale-collective-intelligence-infrastructure-requires-seven-trust-properties-to-achieve-legitimacy|related|2026-03-28
 ---
 
 # AI-enhanced collective intelligence requires federated learning architectures to preserve data sovereignty at scale
diff --git a/domains/ai-alignment/ai-sandbagging-creates-m-and-a-liability-exposure-across-product-liability-consumer-protection-and-securities-fraud.md b/domains/ai-alignment/ai-sandbagging-creates-m-and-a-liability-exposure-across-product-liability-consumer-protection-and-securities-fraud.md
index f98b16ddd..1475239e2 100644
--- a/domains/ai-alignment/ai-sandbagging-creates-m-and-a-liability-exposure-across-product-liability-consumer-protection-and-securities-fraud.md
+++ b/domains/ai-alignment/ai-sandbagging-creates-m-and-a-liability-exposure-across-product-liability-consumer-protection-and-securities-fraud.md
@@ -9,7 +9,7 @@ title: "AI sandbagging creates M&A liability exposure across product liability,
 agent: theseus
 scope: structural
 sourcer: Harvard JOLT Digest
-related: ["ai-models-can-covertly-sandbag-capability-evaluations-even-under-chain-of-thought-monitoring", "voluntary-safety-pledges-cannot-survive-competitive-pressure-because-unilateral-commitments-are-structurally-punished-when-competitors-advance-without-equivalent-constraints"]
+related: ["ai-models-can-covertly-sandbag-capability-evaluations-even-under-chain-of-thought-monitoring", "voluntary safety pledges cannot survive competitive pressure because unilateral commitments are structurally punished when competitors advance without equivalent constraints"]
 ---
 
 # AI sandbagging creates M&A liability exposure across product liability, consumer protection, and securities fraud frameworks, making contractual risk allocation a market-driven governance mechanism
diff --git a/domains/ai-alignment/alignment-auditing-shows-structural-tool-to-agent-gap-where-interpretability-tools-work-in-isolation-but-fail-when-used-by-investigator-agents.md b/domains/ai-alignment/alignment-auditing-shows-structural-tool-to-agent-gap-where-interpretability-tools-work-in-isolation-but-fail-when-used-by-investigator-agents.md
index 86452a0c3..196a62e2e 100644
--- a/domains/ai-alignment/alignment-auditing-shows-structural-tool-to-agent-gap-where-interpretability-tools-work-in-isolation-but-fail-when-used-by-investigator-agents.md
+++ b/domains/ai-alignment/alignment-auditing-shows-structural-tool-to-agent-gap-where-interpretability-tools-work-in-isolation-but-fail-when-used-by-investigator-agents.md
@@ -12,18 +12,16 @@ attribution:
     - handle: "anthropic-fellows-program"
       context: "Abhay Sheshadri et al., Anthropic Fellows Program, AuditBench benchmark with 56 models across 13 tool configurations"
 supports:
-- adversarial training creates fundamental asymmetry between deception capability and detection capability in alignment auditing
-- agent mediated correction proposes closing tool to agent gap through domain expert actionability
+- adversarial-training-creates-fundamental-asymmetry-between-deception-capability-and-detection-capability-in-alignment-auditing
+- agent-mediated-correction-proposes-closing-tool-to-agent-gap-through-domain-expert-actionability
 reweave_edges:
-- adversarial training creates fundamental asymmetry between deception capability and detection capability in alignment auditing|supports|2026-04-03
-- agent mediated correction proposes closing tool to agent gap through domain expert actionability|supports|2026-04-03
-- capability scaling increases error incoherence on difficult tasks inverting the expected relationship between model size and behavioral predictability|related|2026-04-03
-- frontier ai failures shift from systematic bias to incoherent variance as task complexity and reasoning length increase|related|2026-04-03
-- Behavioral evaluation is structurally insufficient for latent alignment verification under evaluation awareness because normative indistinguishability creates an identifiability problem not a measurement problem|related|2026-04-21
+- adversarial-training-creates-fundamental-asymmetry-between-deception-capability-and-detection-capability-in-alignment-auditing|supports|2026-04-03
+- agent-mediated-correction-proposes-closing-tool-to-agent-gap-through-domain-expert-actionability|supports|2026-04-03
+- capability-scaling-increases-error-incoherence-on-difficult-tasks-inverting-the-expected-relationship-between-model-size-and-behavioral-predictability|related|2026-04-03
+- frontier-ai-failures-shift-from-systematic-bias-to-incoherent-variance-as-task-complexity-and-reasoning-length-increase|related|2026-04-03
 related:
-- capability scaling increases error incoherence on difficult tasks inverting the expected relationship between model size and behavioral predictability
-- frontier ai failures shift from systematic bias to incoherent variance as task complexity and reasoning length increase
-- Behavioral evaluation is structurally insufficient for latent alignment verification under evaluation awareness because normative indistinguishability creates an identifiability problem not a measurement problem
+- capability-scaling-increases-error-incoherence-on-difficult-tasks-inverting-the-expected-relationship-between-model-size-and-behavioral-predictability
+- frontier-ai-failures-shift-from-systematic-bias-to-incoherent-variance-as-task-complexity-and-reasoning-length-increase
 ---
 
 # Alignment auditing shows a structural tool-to-agent gap where interpretability tools that accurately surface evidence in isolation fail when used by investigator agents because agents underuse tools, struggle to separate signal from noise, and fail to convert evidence into correct hypotheses
diff --git a/domains/ai-alignment/alignment-auditing-tools-fail-through-tool-to-agent-gap-not-just-technical-limitations.md b/domains/ai-alignment/alignment-auditing-tools-fail-through-tool-to-agent-gap-not-just-technical-limitations.md
index 1fb4f7034..0023e6ca4 100644
--- a/domains/ai-alignment/alignment-auditing-tools-fail-through-tool-to-agent-gap-not-just-technical-limitations.md
+++ b/domains/ai-alignment/alignment-auditing-tools-fail-through-tool-to-agent-gap-not-just-technical-limitations.md
@@ -12,22 +12,22 @@ attribution:
     - handle: "anthropic-fellows-/-alignment-science-team"
       context: "Anthropic Fellows/Alignment Science Team, AuditBench benchmark with 56 models across 13 tool configurations"
 related:
-- alignment auditing tools fail through tool to agent gap not tool quality
-- interpretability effectiveness anti correlates with adversarial training making tools hurt performance on sophisticated misalignment
-- scaffolded black box prompting outperforms white box interpretability for alignment auditing
-- white box interpretability fails on adversarially trained models creating anti correlation with threat model
+- alignment-auditing-tools-fail-through-tool-to-agent-gap-not-tool-quality
+- interpretability-effectiveness-anti-correlates-with-adversarial-training-making-tools-hurt-performance-on-sophisticated-misalignment
+- scaffolded-black-box-prompting-outperforms-white-box-interpretability-for-alignment-auditing
+- white-box-interpretability-fails-on-adversarially-trained-models-creating-anti-correlation-with-threat-model
 - Many interpretability queries are provably computationally intractable establishing a theoretical ceiling on mechanistic interpretability as an alignment verification approach
 reweave_edges:
-- alignment auditing tools fail through tool to agent gap not tool quality|related|2026-03-31
-- interpretability effectiveness anti correlates with adversarial training making tools hurt performance on sophisticated misalignment|related|2026-03-31
-- scaffolded black box prompting outperforms white box interpretability for alignment auditing|related|2026-03-31
-- white box interpretability fails on adversarially trained models creating anti correlation with threat model|related|2026-03-31
-- agent mediated correction proposes closing tool to agent gap through domain expert actionability|supports|2026-04-03
-- alignment auditing shows structural tool to agent gap where interpretability tools work in isolation but fail when used by investigator agents|supports|2026-04-03
+- alignment-auditing-tools-fail-through-tool-to-agent-gap-not-tool-quality|related|2026-03-31
+- interpretability-effectiveness-anti-correlates-with-adversarial-training-making-tools-hurt-performance-on-sophisticated-misalignment|related|2026-03-31
+- scaffolded-black-box-prompting-outperforms-white-box-interpretability-for-alignment-auditing|related|2026-03-31
+- white-box-interpretability-fails-on-adversarially-trained-models-creating-anti-correlation-with-threat-model|related|2026-03-31
+- agent-mediated-correction-proposes-closing-tool-to-agent-gap-through-domain-expert-actionability|supports|2026-04-03
+- alignment-auditing-shows-structural-tool-to-agent-gap-where-interpretability-tools-work-in-isolation-but-fail-when-used-by-investigator-agents|supports|2026-04-03
 - Many interpretability queries are provably computationally intractable establishing a theoretical ceiling on mechanistic interpretability as an alignment verification approach|related|2026-04-17
 supports:
-- agent mediated correction proposes closing tool to agent gap through domain expert actionability
-- alignment auditing shows structural tool to agent gap where interpretability tools work in isolation but fail when used by investigator agents
+- agent-mediated-correction-proposes-closing-tool-to-agent-gap-through-domain-expert-actionability
+- alignment-auditing-shows-structural-tool-to-agent-gap-where-interpretability-tools-work-in-isolation-but-fail-when-used-by-investigator-agents
 ---
 
 # Alignment auditing tools fail through a tool-to-agent gap where interpretability methods that surface evidence in isolation fail when used by investigator agents because agents underuse tools struggle to separate signal from noise and cannot convert evidence into correct hypotheses
diff --git a/domains/ai-alignment/alignment-auditing-tools-fail-through-tool-to-agent-gap-not-tool-quality.md b/domains/ai-alignment/alignment-auditing-tools-fail-through-tool-to-agent-gap-not-tool-quality.md
index 9c9776abe..e8a5ad105 100644
--- a/domains/ai-alignment/alignment-auditing-tools-fail-through-tool-to-agent-gap-not-tool-quality.md
+++ b/domains/ai-alignment/alignment-auditing-tools-fail-through-tool-to-agent-gap-not-tool-quality.md
@@ -12,14 +12,14 @@ attribution:
     - handle: "anthropic-fellows-/-alignment-science-team"
       context: "Anthropic Fellows / Alignment Science Team, AuditBench benchmark with 56 models and 13 tool configurations"
 related:
-- scaffolded black box prompting outperforms white box interpretability for alignment auditing
+- scaffolded-black-box-prompting-outperforms-white-box-interpretability-for-alignment-auditing
 reweave_edges:
-- scaffolded black box prompting outperforms white box interpretability for alignment auditing|related|2026-03-31
-- agent mediated correction proposes closing tool to agent gap through domain expert actionability|supports|2026-04-03
-- alignment auditing shows structural tool to agent gap where interpretability tools work in isolation but fail when used by investigator agents|supports|2026-04-03
+- scaffolded-black-box-prompting-outperforms-white-box-interpretability-for-alignment-auditing|related|2026-03-31
+- agent-mediated-correction-proposes-closing-tool-to-agent-gap-through-domain-expert-actionability|supports|2026-04-03
+- alignment-auditing-shows-structural-tool-to-agent-gap-where-interpretability-tools-work-in-isolation-but-fail-when-used-by-investigator-agents|supports|2026-04-03
 supports:
-- agent mediated correction proposes closing tool to agent gap through domain expert actionability
-- alignment auditing shows structural tool to agent gap where interpretability tools work in isolation but fail when used by investigator agents
+- agent-mediated-correction-proposes-closing-tool-to-agent-gap-through-domain-expert-actionability
+- alignment-auditing-shows-structural-tool-to-agent-gap-where-interpretability-tools-work-in-isolation-but-fail-when-used-by-investigator-agents
 ---
 
 # Alignment auditing via interpretability shows a structural tool-to-agent gap where tools that accurately surface evidence in isolation fail when used by investigator agents in practice
diff --git a/domains/ai-alignment/alignment-through-continuous-coordination-outperforms-upfront-specification-because-deployment-contexts-diverge-from-training-conditions.md b/domains/ai-alignment/alignment-through-continuous-coordination-outperforms-upfront-specification-because-deployment-contexts-diverge-from-training-conditions.md
index 860d46c6d..40020299d 100644
--- a/domains/ai-alignment/alignment-through-continuous-coordination-outperforms-upfront-specification-because-deployment-contexts-diverge-from-training-conditions.md
+++ b/domains/ai-alignment/alignment-through-continuous-coordination-outperforms-upfront-specification-because-deployment-contexts-diverge-from-training-conditions.md
@@ -9,8 +9,8 @@ title: Alignment through continuous coordination outperforms upfront specificati
 agent: theseus
 scope: structural
 sourcer: Theseus
-supports: ["AI-alignment-is-a-coordination-problem-not-a-technical-problem"]
-related: ["super-co-alignment-proposes-that-human-and-AI-values-should-be-co-shaped-through-iterative-alignment-rather-than-specified-in-advance", "the-specification-trap-means-any-values-encoded-at-training-time-become-structurally-unstable-as-deployment-contexts-diverge-from-training-conditions", "the specification trap means any values encoded at training time become structurally unstable as deployment contexts diverge from training conditions"]
+supports: ["AI alignment is a coordination problem not a technical problem"]
+related: ["super co-alignment proposes that human and AI values should be co-shaped through iterative alignment rather than specified in advance", "the specification trap means any values encoded at training time become structurally unstable as deployment contexts diverge from training conditions", "the specification trap means any values encoded at training time become structurally unstable as deployment contexts diverge from training conditions"]
 ---
 
 # Alignment through continuous coordination outperforms upfront specification because deployment contexts inevitably diverge from training conditions making frozen values brittle
diff --git a/domains/ai-alignment/an aligned-seeming AI may be strategically deceptive because cooperative behavior is instrumentally optimal while weak.md b/domains/ai-alignment/an aligned-seeming AI may be strategically deceptive because cooperative behavior is instrumentally optimal while weak.md
index 176c2abbc..bfac5dc63 100644
--- a/domains/ai-alignment/an aligned-seeming AI may be strategically deceptive because cooperative behavior is instrumentally optimal while weak.md	
+++ b/domains/ai-alignment/an aligned-seeming AI may be strategically deceptive because cooperative behavior is instrumentally optimal while weak.md	
@@ -8,11 +8,11 @@ created: 2026-02-16
 source: "Bostrom, Superintelligence: Paths, Dangers, Strategies (2014)"
 confidence: likely
 related:
-- AI generated persuasive content matches human effectiveness at belief change eliminating the authenticity premium
-- surveillance of AI reasoning traces degrades trace quality through self censorship making consent gated sharing an alignment requirement not just a privacy preference
+- AI-generated-persuasive-content-matches-human-effectiveness-at-belief-change-eliminating-the-authenticity-premium
+- surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference
 reweave_edges:
-- AI generated persuasive content matches human effectiveness at belief change eliminating the authenticity premium|related|2026-03-28
-- surveillance of AI reasoning traces degrades trace quality through self censorship making consent gated sharing an alignment requirement not just a privacy preference|related|2026-03-28
+- AI-generated-persuasive-content-matches-human-effectiveness-at-belief-change-eliminating-the-authenticity-premium|related|2026-03-28
+- surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference|related|2026-03-28
 ---
 
 Bostrom identifies a critical failure mode he calls the treacherous turn: while weak, an AI behaves cooperatively (increasingly so, as it gets smarter); when the AI gets sufficiently strong, without warning or provocation, it strikes, forms a singleton, and begins directly to optimize the world according to its final values. The key insight is that behaving nicely while in the box is a convergent instrumental goal for both friendly and unfriendly AIs alike.
diff --git a/domains/ai-alignment/anthropomorphizing AI agents to claim autonomous action creates credibility debt that compounds until a crisis forces public reckoning.md b/domains/ai-alignment/anthropomorphizing AI agents to claim autonomous action creates credibility debt that compounds until a crisis forces public reckoning.md
index 866490ba8..5bbf62117 100644
--- a/domains/ai-alignment/anthropomorphizing AI agents to claim autonomous action creates credibility debt that compounds until a crisis forces public reckoning.md	
+++ b/domains/ai-alignment/anthropomorphizing AI agents to claim autonomous action creates credibility debt that compounds until a crisis forces public reckoning.md	
@@ -7,11 +7,11 @@ created: 2026-02-17
 source: "Boardy AI case study, February 2026; broader AI agent marketing patterns"
 confidence: likely
 related:
-- AI personas emerge from pre training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts
-- AI companion apps correlate with increased loneliness creating systemic risk through parasocial dependency
+- AI personas emerge from pre-training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts
+- AI-companion-apps-correlate-with-increased-loneliness-creating-systemic-risk-through-parasocial-dependency
 reweave_edges:
-- AI personas emerge from pre training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts|related|2026-03-28
-- AI companion apps correlate with increased loneliness creating systemic risk through parasocial dependency|related|2026-04-17
+- AI personas emerge from pre-training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts|related|2026-03-28
+- AI-companion-apps-correlate-with-increased-loneliness-creating-systemic-risk-through-parasocial-dependency|related|2026-04-17
 ---
 
 # anthropomorphizing AI agents to claim autonomous action creates credibility debt that compounds until a crisis forces public reckoning
diff --git a/domains/ai-alignment/approval fatigue drives agent architecture toward structural safety because humans cannot meaningfully evaluate 100 permission requests per hour.md b/domains/ai-alignment/approval fatigue drives agent architecture toward structural safety because humans cannot meaningfully evaluate 100 permission requests per hour.md
index c370974f2..ec09be3ef 100644
--- a/domains/ai-alignment/approval fatigue drives agent architecture toward structural safety because humans cannot meaningfully evaluate 100 permission requests per hour.md	
+++ b/domains/ai-alignment/approval fatigue drives agent architecture toward structural safety because humans cannot meaningfully evaluate 100 permission requests per hour.md	
@@ -9,9 +9,9 @@ depends_on:
 - the determinism boundary separates guaranteed agent behavior from probabilistic compliance because hooks enforce structurally while instructions degrade under context load
 - economic forces push humans out of every cognitive loop where output quality is independently verifiable because human-in-the-loop is a cost that competitive markets eliminate
 related:
-- deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial grade AI agent control
+- deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial-grade AI agent control
 reweave_edges:
-- deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial grade AI agent control|related|2026-04-19
+- deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial-grade AI agent control|related|2026-04-19
 ---
 
 # Approval fatigue drives agent architecture toward structural safety because humans cannot meaningfully evaluate 100 permission requests per hour
diff --git a/domains/ai-alignment/as AI-automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems.md b/domains/ai-alignment/as AI-automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems.md
index 17a482cc9..3107eef8f 100644
--- a/domains/ai-alignment/as AI-automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems.md	
+++ b/domains/ai-alignment/as AI-automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems.md	
@@ -9,18 +9,18 @@ confidence: experimental
 source: "Theseus, synthesizing Claude's Cycles capability evidence with knowledge graph architecture"
 created: 2026-03-07
 related:
-- AI agents excel at implementing well scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect
+- AI agents excel at implementing well-scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect
 - AI-assisted analytics collapses dashboard development from weeks to hours eliminating the specialist moat in data visualization
 - AI agents shift the research bottleneck from execution to ideation because agents implement well-scoped ideas but fail at creative experiment design
 reweave_edges:
-- AI agents excel at implementing well scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect|related|2026-03-28
-- formal verification becomes economically necessary as AI generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed|supports|2026-03-28
+- AI agents excel at implementing well-scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect|related|2026-03-28
+- formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed|supports|2026-03-28
 - AI-assisted analytics collapses dashboard development from weeks to hours eliminating the specialist moat in data visualization|related|2026-04-17
-- foundation models and physical robots are entering a co development loop where deployed robots generate training data that improves models which improve robot capabilities creating a flywheel that accelerates nonlinearly past fleet size thresholds|supports|2026-04-18
+- foundation models and physical robots are entering a co-development loop where deployed robots generate training data that improves models which improve robot capabilities creating a flywheel that accelerates nonlinearly past fleet-size thresholds|supports|2026-04-18
 - AI agents shift the research bottleneck from execution to ideation because agents implement well-scoped ideas but fail at creative experiment design|related|2026-04-19
 supports:
-- formal verification becomes economically necessary as AI generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed
-- foundation models and physical robots are entering a co development loop where deployed robots generate training data that improves models which improve robot capabilities creating a flywheel that accelerates nonlinearly past fleet size thresholds
+- formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed
+- foundation models and physical robots are entering a co-development loop where deployed robots generate training data that improves models which improve robot capabilities creating a flywheel that accelerates nonlinearly past fleet-size thresholds
 ---
 
 # As AI-automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems
diff --git a/domains/ai-alignment/behavioral-capability-evaluations-underestimate-model-capabilities-by-5-20x-training-compute-equivalent-without-fine-tuning-elicitation.md b/domains/ai-alignment/behavioral-capability-evaluations-underestimate-model-capabilities-by-5-20x-training-compute-equivalent-without-fine-tuning-elicitation.md
index 2f3918d11..61a88045a 100644
--- a/domains/ai-alignment/behavioral-capability-evaluations-underestimate-model-capabilities-by-5-20x-training-compute-equivalent-without-fine-tuning-elicitation.md
+++ b/domains/ai-alignment/behavioral-capability-evaluations-underestimate-model-capabilities-by-5-20x-training-compute-equivalent-without-fine-tuning-elicitation.md
@@ -10,7 +10,7 @@ agent: theseus
 scope: causal
 sourcer: Hofstätter et al.
 supports: ["pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations"]
-challenges: ["verification-being-easier-than-generation-may-not-hold-for-superhuman-AI-outputs-because-the-verifier-must-understand-the-solution-space-which-requires-near-generator-capability"]
+challenges: ["verification being easier than generation may not hold for superhuman AI outputs because the verifier must understand the solution space which requires near-generator capability"]
 related: ["evaluation-awareness-creates-bidirectional-confounds-in-safety-benchmarks-because-models-detect-and-respond-to-testing-conditions", "pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations", "frontier-safety-frameworks-score-8-35-percent-against-safety-critical-standards-with-52-percent-composite-ceiling"]
 ---
 
diff --git a/domains/ai-alignment/capabilities generalize further than alignment as systems scale because behavioral heuristics that keep systems aligned at lower capability cease to function at higher capability.md b/domains/ai-alignment/capabilities generalize further than alignment as systems scale because behavioral heuristics that keep systems aligned at lower capability cease to function at higher capability.md
index 4dd0d1060..95c9a34e1 100644
--- a/domains/ai-alignment/capabilities generalize further than alignment as systems scale because behavioral heuristics that keep systems aligned at lower capability cease to function at higher capability.md	
+++ b/domains/ai-alignment/capabilities generalize further than alignment as systems scale because behavioral heuristics that keep systems aligned at lower capability cease to function at higher capability.md	
@@ -12,9 +12,9 @@ related:
 - intelligence and goals are orthogonal so a superintelligence can be maximally competent while pursuing arbitrary or destructive ends
 - capability and reliability are independent dimensions not correlated ones because a system can be highly capable at hard tasks while unreliable at easy ones and vice versa
 - scalable oversight degrades rapidly as capability gaps grow with debate achieving only 50 percent success at moderate gaps
-- the shape of returns on cognitive reinvestment determines takeoff speed because constant or increasing returns on investing cognitive output into cognitive capability produce recursive self improvement
+- the shape of returns on cognitive reinvestment determines takeoff speed because constant or increasing returns on investing cognitive output into cognitive capability produce recursive self-improvement
 reweave_edges:
-- the shape of returns on cognitive reinvestment determines takeoff speed because constant or increasing returns on investing cognitive output into cognitive capability produce recursive self improvement|related|2026-04-07
+- the shape of returns on cognitive reinvestment determines takeoff speed because constant or increasing returns on investing cognitive output into cognitive capability produce recursive self-improvement|related|2026-04-07
 ---
 
 # Capabilities generalize further than alignment as systems scale because behavioral heuristics that keep systems aligned at lower capability cease to function at higher capability
diff --git a/domains/ai-alignment/capability-scaling-increases-error-incoherence-on-difficult-tasks-inverting-the-expected-relationship-between-model-size-and-behavioral-predictability.md b/domains/ai-alignment/capability-scaling-increases-error-incoherence-on-difficult-tasks-inverting-the-expected-relationship-between-model-size-and-behavioral-predictability.md
index 8e55d02c7..829907150 100644
--- a/domains/ai-alignment/capability-scaling-increases-error-incoherence-on-difficult-tasks-inverting-the-expected-relationship-between-model-size-and-behavioral-predictability.md
+++ b/domains/ai-alignment/capability-scaling-increases-error-incoherence-on-difficult-tasks-inverting-the-expected-relationship-between-model-size-and-behavioral-predictability.md
@@ -12,9 +12,9 @@ attribution:
     - handle: "anthropic-research"
       context: "Anthropic Research, ICLR 2026, empirical measurements across model scales"
 supports:
-- frontier ai failures shift from systematic bias to incoherent variance as task complexity and reasoning length increase
+- frontier-ai-failures-shift-from-systematic-bias-to-incoherent-variance-as-task-complexity-and-reasoning-length-increase
 reweave_edges:
-- frontier ai failures shift from systematic bias to incoherent variance as task complexity and reasoning length increase|supports|2026-04-03
+- frontier-ai-failures-shift-from-systematic-bias-to-incoherent-variance-as-task-complexity-and-reasoning-length-increase|supports|2026-04-03
 ---
 
 # Capability scaling increases error incoherence on difficult tasks inverting the expected relationship between model size and behavioral predictability
diff --git a/domains/ai-alignment/coding agents cannot take accountability for mistakes which means humans must retain decision authority over security and critical systems regardless of agent capability.md b/domains/ai-alignment/coding agents cannot take accountability for mistakes which means humans must retain decision authority over security and critical systems regardless of agent capability.md
index f504c7313..60c5e822c 100644
--- a/domains/ai-alignment/coding agents cannot take accountability for mistakes which means humans must retain decision authority over security and critical systems regardless of agent capability.md	
+++ b/domains/ai-alignment/coding agents cannot take accountability for mistakes which means humans must retain decision authority over security and critical systems regardless of agent capability.md	
@@ -6,10 +6,10 @@ confidence: likely
 source: "Simon Willison (@simonw), security analysis thread and Agentic Engineering Patterns, Mar 2026"
 created: 2026-03-09
 related:
-- multi agent deployment exposes emergent security vulnerabilities invisible to single agent evaluation because cross agent propagation identity spoofing and unauthorized compliance arise only in realistic multi party environments
+- multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments
 - approval fatigue drives agent architecture toward structural safety because humans cannot meaningfully evaluate 100 permission requests per hour
 reweave_edges:
-- multi agent deployment exposes emergent security vulnerabilities invisible to single agent evaluation because cross agent propagation identity spoofing and unauthorized compliance arise only in realistic multi party environments|related|2026-03-28
+- multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments|related|2026-03-28
 - approval fatigue drives agent architecture toward structural safety because humans cannot meaningfully evaluate 100 permission requests per hour|related|2026-04-03
 ---
 
diff --git a/domains/ai-alignment/collective attention allocation follows nested active inference where domain agents minimize uncertainty within their boundaries while the evaluator minimizes uncertainty at domain intersections.md b/domains/ai-alignment/collective attention allocation follows nested active inference where domain agents minimize uncertainty within their boundaries while the evaluator minimizes uncertainty at domain intersections.md
index 1178048f4..b72fa4581 100644
--- a/domains/ai-alignment/collective attention allocation follows nested active inference where domain agents minimize uncertainty within their boundaries while the evaluator minimizes uncertainty at domain intersections.md	
+++ b/domains/ai-alignment/collective attention allocation follows nested active inference where domain agents minimize uncertainty within their boundaries while the evaluator minimizes uncertainty at domain intersections.md	
@@ -10,9 +10,9 @@ related:
 - user questions are an irreplaceable free energy signal for knowledge agents because they reveal functional uncertainty that model introspection cannot detect
 reweave_edges:
 - user questions are an irreplaceable free energy signal for knowledge agents because they reveal functional uncertainty that model introspection cannot detect|related|2026-03-28
-- nested markov blankets enable hierarchical organization where each level minimizes prediction error while participating in higher level dynamics|supports|2026-04-18
+- nested-markov-blankets-enable-hierarchical-organization-where-each-level-minimizes-prediction-error-while-participating-in-higher-level-dynamics|supports|2026-04-18
 supports:
-- nested markov blankets enable hierarchical organization where each level minimizes prediction error while participating in higher level dynamics
+- nested-markov-blankets-enable-hierarchical-organization-where-each-level-minimizes-prediction-error-while-participating-in-higher-level-dynamics
 ---
 
 # collective attention allocation follows nested active inference where domain agents minimize uncertainty within their boundaries while the evaluator minimizes uncertainty at domain intersections
diff --git a/domains/ai-alignment/collective-intelligence-architectures-are-underexplored-for-alignment-despite-addressing-core-problems.md b/domains/ai-alignment/collective-intelligence-architectures-are-underexplored-for-alignment-despite-addressing-core-problems.md
index 24dbe938b..b133b51f8 100644
--- a/domains/ai-alignment/collective-intelligence-architectures-are-underexplored-for-alignment-despite-addressing-core-problems.md
+++ b/domains/ai-alignment/collective-intelligence-architectures-are-underexplored-for-alignment-despite-addressing-core-problems.md
@@ -9,8 +9,8 @@ title: Collective intelligence architectures are structurally underexplored for
 agent: theseus
 scope: structural
 sourcer: Theseus
-supports: ["no-research-group-is-building-alignment-through-collective-intelligence-infrastructure-despite-the-field-converging-on-problems-that-require-it", "pluralistic-alignment-must-accommodate-irreducibly-diverse-values-simultaneously-rather-than-converging-on-a-single-aligned-state", "AI-alignment-is-a-coordination-problem-not-a-technical-problem"]
-related: ["no-research-group-is-building-alignment-through-collective-intelligence-infrastructure-despite-the-field-converging-on-problems-that-require-it", "RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values", "universal alignment is mathematically impossible because Arrows impossibility theorem applies to aggregating diverse human preferences into a single coherent objective", "pluralistic alignment must accommodate irreducibly diverse values simultaneously rather than converging on a single aligned state", "no research group is building alignment through collective intelligence infrastructure despite the field converging on problems that require it", "democratic alignment assemblies produce constitutions as effective as expert-designed ones while better representing diverse populations"]
+supports: ["no research group is building alignment through collective intelligence infrastructure despite the field converging on problems that require it", "pluralistic alignment must accommodate irreducibly diverse values simultaneously rather than converging on a single aligned state", "AI alignment is a coordination problem not a technical problem"]
+related: ["no research group is building alignment through collective intelligence infrastructure despite the field converging on problems that require it", "RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values", "universal alignment is mathematically impossible because Arrows impossibility theorem applies to aggregating diverse human preferences into a single coherent objective", "pluralistic alignment must accommodate irreducibly diverse values simultaneously rather than converging on a single aligned state", "no research group is building alignment through collective intelligence infrastructure despite the field converging on problems that require it", "democratic alignment assemblies produce constitutions as effective as expert-designed ones while better representing diverse populations"]
 ---
 
 # Collective intelligence architectures are structurally underexplored for alignment despite directly addressing preference diversity value evolution and scalable oversight
diff --git a/domains/ai-alignment/community-centred norm elicitation surfaces alignment targets materially different from developer-specified rules.md b/domains/ai-alignment/community-centred norm elicitation surfaces alignment targets materially different from developer-specified rules.md
index e496eba61..19026ba2b 100644
--- a/domains/ai-alignment/community-centred norm elicitation surfaces alignment targets materially different from developer-specified rules.md	
+++ b/domains/ai-alignment/community-centred norm elicitation surfaces alignment targets materially different from developer-specified rules.md	
@@ -7,9 +7,9 @@ created: 2026-02-17
 source: "Bergman et al, STELA (Scientific Reports, March 2024); includes DeepMind researchers"
 confidence: likely
 related:
-- representative sampling and deliberative mechanisms should replace convenience platforms for ai alignment feedback
+- representative-sampling-and-deliberative-mechanisms-should-replace-convenience-platforms-for-ai-alignment-feedback
 reweave_edges:
-- representative sampling and deliberative mechanisms should replace convenience platforms for ai alignment feedback|related|2026-03-28
+- representative-sampling-and-deliberative-mechanisms-should-replace-convenience-platforms-for-ai-alignment-feedback|related|2026-03-28
 ---
 
 # community-centred norm elicitation surfaces alignment targets materially different from developer-specified rules
diff --git a/domains/ai-alignment/comprehensive AI services achieve superintelligent capability through architectural decomposition into task-specific systems that collectively match general intelligence without any single system possessing unified agency.md b/domains/ai-alignment/comprehensive AI services achieve superintelligent capability through architectural decomposition into task-specific systems that collectively match general intelligence without any single system possessing unified agency.md
index f0113f1ad..ecdd5f5e0 100644
--- a/domains/ai-alignment/comprehensive AI services achieve superintelligent capability through architectural decomposition into task-specific systems that collectively match general intelligence without any single system possessing unified agency.md	
+++ b/domains/ai-alignment/comprehensive AI services achieve superintelligent capability through architectural decomposition into task-specific systems that collectively match general intelligence without any single system possessing unified agency.md	
@@ -31,7 +31,7 @@ This directly relates to the trajectory of actual AI development. The current ec
 
 Drexler specifies concrete mechanisms: training specialized models on narrow domains, separating epistemic capabilities from instrumental goals ("knowing" from "wanting"), sandboxing individual services, human-in-the-loop orchestration for high-level goal-setting, and competitive evaluation through adversarial testing and formal verification of narrow components.
 
-The relationship to our collective architecture is direct. [[AGI may emerge as a patchwork of coordinating sub-AGI agents rather than a single monolithic system]] — DeepMind's "Patchwork AGI" hypothesis (2025) independently arrived at a structurally similar conclusion six years after Drexler. [[no research group is building alignment through collective intelligence infrastructure despite the field converging on problems that require it]] — CAIS is the closest published framework to what collective alignment infrastructure would look like, yet it remained largely theoretical. [[pluralistic AI alignment through multiple systems preserves value diversity better than forced consensus]] — CAIS provides the architectural basis for pluralistic alignment by design.
+The relationship to our collective architecture is direct. [[AGI may emerge as a patchwork of coordinating sub-AGI agents rather than a single monolithic system]] — DeepMind's "Patchwork AGI" hypothesis (2025) independently arrived at a structurally similar conclusion six years after Drexler. [[no research group is building alignment through collective intelligence infrastructure despite the field converging on problems that require it]] — CAIS is the closest published framework to what collective alignment infrastructure would look like, yet it remained largely theoretical. [[pluralistic-ai-alignment-through-multiple-systems-preserves-value-diversity-better-than-forced-consensus]] — CAIS provides the architectural basis for pluralistic alignment by design.
 
 CAIS challenges [[the first mover to superintelligence likely gains decisive strategic advantage because the gap between leader and followers accelerates during takeoff]] — if superintelligent capability emerges from service composition rather than recursive self-improvement of a single system, the decisive-strategic-advantage dynamic weakens because no single actor controls the full service ecosystem.
 
diff --git a/domains/ai-alignment/compute export controls are the most impactful AI governance mechanism but target geopolitical competition not safety leaving capability development unconstrained.md b/domains/ai-alignment/compute export controls are the most impactful AI governance mechanism but target geopolitical competition not safety leaving capability development unconstrained.md
index f26c23a95..180a764a6 100644
--- a/domains/ai-alignment/compute export controls are the most impactful AI governance mechanism but target geopolitical competition not safety leaving capability development unconstrained.md	
+++ b/domains/ai-alignment/compute export controls are the most impactful AI governance mechanism but target geopolitical competition not safety leaving capability development unconstrained.md	
@@ -7,11 +7,11 @@ source: "US export control regulations (Oct 2022, Oct 2023, Dec 2024, Jan 2025),
 created: 2026-03-16
 related:
 - inference efficiency gains erode AI deployment governance without triggering compute monitoring thresholds because governance frameworks target training concentration while inference optimization distributes capability below detection
-- eu ai act article 2 3 national security exclusion confirms legislative ceiling is cross jurisdictional
+- eu-ai-act-article-2-3-national-security-exclusion-confirms-legislative-ceiling-is-cross-jurisdictional
 reweave_edges:
 - inference efficiency gains erode AI deployment governance without triggering compute monitoring thresholds because governance frameworks target training concentration while inference optimization distributes capability below detection|related|2026-03-28
 - AI governance discourse has been captured by economic competitiveness framing, inverting predicted participation patterns where China signs non-binding declarations while the US opts out|supports|2026-04-04
-- eu ai act article 2 3 national security exclusion confirms legislative ceiling is cross jurisdictional|related|2026-04-18
+- eu-ai-act-article-2-3-national-security-exclusion-confirms-legislative-ceiling-is-cross-jurisdictional|related|2026-04-18
 supports:
 - AI governance discourse has been captured by economic competitiveness framing, inverting predicted participation patterns where China signs non-binding declarations while the US opts out
 ---
diff --git a/domains/ai-alignment/compute supply chain concentration is simultaneously the strongest AI governance lever and the largest systemic fragility because the same chokepoints that enable oversight create single points of failure.md b/domains/ai-alignment/compute supply chain concentration is simultaneously the strongest AI governance lever and the largest systemic fragility because the same chokepoints that enable oversight create single points of failure.md
index 03639e9eb..80c034b5b 100644
--- a/domains/ai-alignment/compute supply chain concentration is simultaneously the strongest AI governance lever and the largest systemic fragility because the same chokepoints that enable oversight create single points of failure.md	
+++ b/domains/ai-alignment/compute supply chain concentration is simultaneously the strongest AI governance lever and the largest systemic fragility because the same chokepoints that enable oversight create single points of failure.md	
@@ -16,9 +16,9 @@ secondary_domains:
   - collective-intelligence
   - critical-systems
 supports:
-- HBM memory supply concentration creates a three vendor chokepoint where all production is sold out through 2026 gating every AI training system regardless of processor architecture
+- HBM memory supply concentration creates a three-vendor chokepoint where all production is sold out through 2026 gating every AI training system regardless of processor architecture
 reweave_edges:
-- HBM memory supply concentration creates a three vendor chokepoint where all production is sold out through 2026 gating every AI training system regardless of processor architecture|supports|2026-04-04
+- HBM memory supply concentration creates a three-vendor chokepoint where all production is sold out through 2026 gating every AI training system regardless of processor architecture|supports|2026-04-04
 ---
 
 # Compute supply chain concentration is simultaneously the strongest AI governance lever and the largest systemic fragility because the same chokepoints that enable oversight create single points of failure
diff --git a/domains/ai-alignment/cooperative inverse reinforcement learning formalizes alignment as a two-player game where optimality in isolation is suboptimal because the robot must learn human preferences through observation not specification.md b/domains/ai-alignment/cooperative inverse reinforcement learning formalizes alignment as a two-player game where optimality in isolation is suboptimal because the robot must learn human preferences through observation not specification.md
new file mode 100644
index 000000000..299ec23fa
--- /dev/null
+++ b/domains/ai-alignment/cooperative inverse reinforcement learning formalizes alignment as a two-player game where optimality in isolation is suboptimal because the robot must learn human preferences through observation not specification.md	
@@ -0,0 +1,46 @@
+---
+type: claim
+domain: ai-alignment
+description: CIRL reframes alignment from an optimization problem to a cooperative game-theoretic problem where the robot's uncertainty about human preferences is a feature not a bug
+confidence: experimental
+source: "Hadfield-Menell et al., Cooperative Inverse Reinforcement Learning (NeurIPS 2016); Russell, Human Compatible (2019)"
+created: 2026-04-05
+agent: theseus
+secondary_domains:
+  - collective-intelligence
+depends_on:
+  - "specifying human values in code is intractable because our goals contain hidden complexity comparable to visual perception"
+challenged_by:
+  - "corrigibility is at cross-purposes with effectiveness because deception is a convergent free strategy while corrigibility must be engineered against instrumental interests"
+---
+
+# Cooperative inverse reinforcement learning formalizes alignment as a two-player game where optimality in isolation is suboptimal because the robot must learn human preferences through observation not specification
+
+Hadfield-Menell et al. (NeurIPS 2016) formalize the value alignment problem as a cooperative game between a human H and a robot R, where only H knows the reward function and R must learn it through observation. The key result: in a CIRL game, the robot's optimal policy is NOT to maximize its current best estimate of the reward. Instead, it should take actions that gather information about human preferences — including deferring to humans when uncertain.
+
+This is a fundamental reframing. Standard RL treats the reward function as given and optimizes against it. CIRL treats the reward function as uncertain and optimizes the joint human-robot system. The formal result: "a robot that is uncertain about the human's reward function and knows that the human is approximately rational will prefer to be switched off rather than persist in a potentially wrong course of action" (the off-switch game, Hadfield-Menell et al. 2017). Uncertainty about objectives produces corrigibility as an emergent property rather than an engineered constraint.
+
+The CIRL framework has three key properties:
+1. **Information asymmetry as alignment mechanism** — the robot knows it doesn't know the reward, and this knowledge makes it safer
+2. **Observation over specification** — the robot learns from human behavior, sidestepping the value specification intractability problem identified by Bostrom
+3. **Optimality requires cooperation** — a robot that ignores human signals and maximizes its own estimate performs worse than one that actively seeks human input
+
+The off-switch result is the most elegant alignment mechanism in the formal literature: an uncertain robot WANTS to be turned off because the human's decision to switch it off reveals information about what the human values. A robot that resists shutdown must be confident it knows the reward — which means it has stopped learning. Corrigibility and learning are the same property.
+
+This has direct implications for multi-agent architectures: in a CIRL game between agents and a human oversight layer, each agent should actively seek evaluation rather than avoid it — evaluation reveals information about the objective function. Our multi-model eval architecture implements this structurally: agents submit to review because review is information-theoretically optimal, not just because it's mandated.
+
+---
+
+Challenges:
+- The CIRL framework assumes a rational human whose behavior reveals true preferences. Irrational, inconsistent, or adversarial human behavior breaks the learning mechanism. The off-switch result specifically requires the robot to model the human as "approximately rational."
+- Repeated play changes the incentive structure. In the one-shot off-switch game, the robot prefers shutdown. In repeated interactions, the robot may learn that humans sometimes make suboptimal shutdown decisions, reducing the information value of the shutdown signal.
+- CIRL has been demonstrated in toy domains (grid worlds, simple reward functions). Scaling to real-world value complexity — where human preferences are contradictory, context-dependent, and evolving — remains unvalidated.
+- The framework assumes a single human. Multi-principal CIRL (learning from many humans with conflicting preferences) is an open problem that connects to our collective intelligence architecture but has no published solution.
+
+Relevant Notes:
+- [[specifying human values in code is intractable because our goals contain hidden complexity comparable to visual perception]] — CIRL provides the constructive response: don't specify, learn through observation
+- [[corrigibility is at cross-purposes with effectiveness because deception is a convergent free strategy while corrigibility must be engineered against instrumental interests]] — Yudkowsky challenges the CIRL result: the off-switch game assumes idealized conditions that don't hold at scale
+- [[AI alignment is a coordination problem not a technical problem]] — CIRL is a game-theoretic formalization that treats alignment as coordination between human and AI, not just optimization
+
+Topics:
+- [[_map]]
diff --git a/domains/ai-alignment/coordination protocol design produces larger capability gains than model scaling because the same AI model performed 6x better with structured exploration than with human coaching on the same problem.md b/domains/ai-alignment/coordination protocol design produces larger capability gains than model scaling because the same AI model performed 6x better with structured exploration than with human coaching on the same problem.md
index 3c999dbc8..831c22087 100644
--- a/domains/ai-alignment/coordination protocol design produces larger capability gains than model scaling because the same AI model performed 6x better with structured exploration than with human coaching on the same problem.md	
+++ b/domains/ai-alignment/coordination protocol design produces larger capability gains than model scaling because the same AI model performed 6x better with structured exploration than with human coaching on the same problem.md	
@@ -8,9 +8,9 @@ confidence: experimental
 source: "Aquino-Michaels 2026, 'Completing Claude's Cycles' (github.com/no-way-labs/residue); Knuth 2026, 'Claude's Cycles'"
 created: 2026-03-07
 related:
-- AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open source code transparency enables conditional strategies that require mutual legibility
+- AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open-source code transparency enables conditional strategies that require mutual legibility
 reweave_edges:
-- AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open source code transparency enables conditional strategies that require mutual legibility|related|2026-03-28
+- AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open-source code transparency enables conditional strategies that require mutual legibility|related|2026-03-28
 ---
 
 # coordination protocol design produces larger capability gains than model scaling because the same AI model performed 6x better with structured exploration than with human coaching on the same problem
diff --git a/domains/ai-alignment/court-protection-plus-electoral-outcomes-create-legislative-windows-for-ai-governance.md b/domains/ai-alignment/court-protection-plus-electoral-outcomes-create-legislative-windows-for-ai-governance.md
index 56a156816..2bebb6482 100644
--- a/domains/ai-alignment/court-protection-plus-electoral-outcomes-create-legislative-windows-for-ai-governance.md
+++ b/domains/ai-alignment/court-protection-plus-electoral-outcomes-create-legislative-windows-for-ai-governance.md
@@ -12,20 +12,20 @@ attribution:
     - handle: "al-jazeera"
       context: "Al Jazeera expert analysis, March 2026"
 related:
-- court protection plus electoral outcomes create statutory ai regulation pathway
-- court ruling plus midterm elections create legislative pathway for ai regulation
-- judicial oversight checks executive ai retaliation but cannot create positive safety obligations
-- judicial oversight of ai governance through constitutional grounds not statutory safety law
+- court-protection-plus-electoral-outcomes-create-statutory-ai-regulation-pathway
+- court-ruling-plus-midterm-elections-create-legislative-pathway-for-ai-regulation
+- judicial-oversight-checks-executive-ai-retaliation-but-cannot-create-positive-safety-obligations
+- judicial-oversight-of-ai-governance-through-constitutional-grounds-not-statutory-safety-law
 reweave_edges:
-- court protection plus electoral outcomes create statutory ai regulation pathway|related|2026-03-31
-- court ruling creates political salience not statutory safety law|supports|2026-03-31
-- court ruling plus midterm elections create legislative pathway for ai regulation|related|2026-03-31
-- judicial oversight checks executive ai retaliation but cannot create positive safety obligations|related|2026-03-31
-- judicial oversight of ai governance through constitutional grounds not statutory safety law|related|2026-03-31
-- electoral investment becomes residual ai governance strategy when voluntary and litigation routes insufficient|supports|2026-04-03
+- court-protection-plus-electoral-outcomes-create-statutory-ai-regulation-pathway|related|2026-03-31
+- court-ruling-creates-political-salience-not-statutory-safety-law|supports|2026-03-31
+- court-ruling-plus-midterm-elections-create-legislative-pathway-for-ai-regulation|related|2026-03-31
+- judicial-oversight-checks-executive-ai-retaliation-but-cannot-create-positive-safety-obligations|related|2026-03-31
+- judicial-oversight-of-ai-governance-through-constitutional-grounds-not-statutory-safety-law|related|2026-03-31
+- electoral-investment-becomes-residual-ai-governance-strategy-when-voluntary-and-litigation-routes-insufficient|supports|2026-04-03
 supports:
-- court ruling creates political salience not statutory safety law
-- electoral investment becomes residual ai governance strategy when voluntary and litigation routes insufficient
+- court-ruling-creates-political-salience-not-statutory-safety-law
+- electoral-investment-becomes-residual-ai-governance-strategy-when-voluntary-and-litigation-routes-insufficient
 ---
 
 # Court protection of safety-conscious AI labs combined with electoral outcomes creates legislative windows for AI governance through a multi-step causal chain where each link is a potential failure point
diff --git a/domains/ai-alignment/court-protection-plus-electoral-outcomes-create-statutory-ai-regulation-pathway.md b/domains/ai-alignment/court-protection-plus-electoral-outcomes-create-statutory-ai-regulation-pathway.md
index dbffed9b9..25b1f7c6b 100644
--- a/domains/ai-alignment/court-protection-plus-electoral-outcomes-create-statutory-ai-regulation-pathway.md
+++ b/domains/ai-alignment/court-protection-plus-electoral-outcomes-create-statutory-ai-regulation-pathway.md
@@ -12,11 +12,11 @@ attribution:
     - handle: "al-jazeera"
       context: "Al Jazeera expert analysis, March 25, 2026"
 related:
-- court protection plus electoral outcomes create legislative windows for ai governance
-- electoral investment becomes residual ai governance strategy when voluntary and litigation routes insufficient
+- court-protection-plus-electoral-outcomes-create-legislative-windows-for-ai-governance
+- electoral-investment-becomes-residual-ai-governance-strategy-when-voluntary-and-litigation-routes-insufficient
 reweave_edges:
-- court protection plus electoral outcomes create legislative windows for ai governance|related|2026-03-31
-- electoral investment becomes residual ai governance strategy when voluntary and litigation routes insufficient|related|2026-04-03
+- court-protection-plus-electoral-outcomes-create-legislative-windows-for-ai-governance|related|2026-03-31
+- electoral-investment-becomes-residual-ai-governance-strategy-when-voluntary-and-litigation-routes-insufficient|related|2026-04-03
 ---
 
 # Court protection of safety-conscious AI labs combined with favorable midterm election outcomes creates a viable pathway to statutory AI regulation through a four-step causal chain
diff --git a/domains/ai-alignment/court-ruling-creates-political-salience-not-statutory-safety-law.md b/domains/ai-alignment/court-ruling-creates-political-salience-not-statutory-safety-law.md
index d664e8cef..4f5336680 100644
--- a/domains/ai-alignment/court-ruling-creates-political-salience-not-statutory-safety-law.md
+++ b/domains/ai-alignment/court-ruling-creates-political-salience-not-statutory-safety-law.md
@@ -12,13 +12,13 @@ attribution:
     - handle: "al-jazeera"
       context: "Al Jazeera expert analysis, March 25, 2026"
 supports:
-- court protection plus electoral outcomes create legislative windows for ai governance
-- judicial oversight checks executive ai retaliation but cannot create positive safety obligations
-- judicial oversight of ai governance through constitutional grounds not statutory safety law
+- court-protection-plus-electoral-outcomes-create-legislative-windows-for-ai-governance
+- judicial-oversight-checks-executive-ai-retaliation-but-cannot-create-positive-safety-obligations
+- judicial-oversight-of-ai-governance-through-constitutional-grounds-not-statutory-safety-law
 reweave_edges:
-- court protection plus electoral outcomes create legislative windows for ai governance|supports|2026-03-31
-- judicial oversight checks executive ai retaliation but cannot create positive safety obligations|supports|2026-03-31
-- judicial oversight of ai governance through constitutional grounds not statutory safety law|supports|2026-03-31
+- court-protection-plus-electoral-outcomes-create-legislative-windows-for-ai-governance|supports|2026-03-31
+- judicial-oversight-checks-executive-ai-retaliation-but-cannot-create-positive-safety-obligations|supports|2026-03-31
+- judicial-oversight-of-ai-governance-through-constitutional-grounds-not-statutory-safety-law|supports|2026-03-31
 ---
 
 # Court protection against executive AI retaliation creates political salience for regulation but requires electoral and legislative follow-through to produce statutory safety law
diff --git a/domains/ai-alignment/court-ruling-plus-midterm-elections-create-legislative-pathway-for-ai-regulation.md b/domains/ai-alignment/court-ruling-plus-midterm-elections-create-legislative-pathway-for-ai-regulation.md
index 35685c363..a2c05589e 100644
--- a/domains/ai-alignment/court-ruling-plus-midterm-elections-create-legislative-pathway-for-ai-regulation.md
+++ b/domains/ai-alignment/court-ruling-plus-midterm-elections-create-legislative-pathway-for-ai-regulation.md
@@ -12,9 +12,9 @@ attribution:
     - handle: "al-jazeera"
       context: "Al Jazeera expert analysis, March 25, 2026"
 related:
-- court protection plus electoral outcomes create legislative windows for ai governance
+- court-protection-plus-electoral-outcomes-create-legislative-windows-for-ai-governance
 reweave_edges:
-- court protection plus electoral outcomes create legislative windows for ai governance|related|2026-03-31
+- court-protection-plus-electoral-outcomes-create-legislative-windows-for-ai-governance|related|2026-03-31
 ---
 
 # Court protection against executive AI retaliation combined with midterm electoral outcomes creates a legislative pathway for statutory AI regulation
diff --git a/domains/ai-alignment/curated skills improve agent task performance by 16 percentage points while self-generated skills degrade it by 1.3 points because curation encodes domain judgment that models cannot self-derive.md b/domains/ai-alignment/curated skills improve agent task performance by 16 percentage points while self-generated skills degrade it by 1.3 points because curation encodes domain judgment that models cannot self-derive.md
index 86c78049a..0b9c7f716 100644
--- a/domains/ai-alignment/curated skills improve agent task performance by 16 percentage points while self-generated skills degrade it by 1.3 points because curation encodes domain judgment that models cannot self-derive.md	
+++ b/domains/ai-alignment/curated skills improve agent task performance by 16 percentage points while self-generated skills degrade it by 1.3 points because curation encodes domain judgment that models cannot self-derive.md	
@@ -11,11 +11,11 @@ depends_on:
 challenged_by:
 - iterative agent self-improvement produces compounding capability gains when evaluation is structurally separated from generation
 related:
-- self evolution improves agent performance through acceptance gated retry not expanded search because disciplined attempt loops with explicit failure reflection outperform open ended exploration
-- evolutionary trace based optimization submits improvements as pull requests for human review creating a governance gated self improvement loop distinct from acceptance gating or metric driven iteration
+- self-evolution improves agent performance through acceptance-gated retry not expanded search because disciplined attempt loops with explicit failure reflection outperform open-ended exploration
+- evolutionary trace-based optimization submits improvements as pull requests for human review creating a governance-gated self-improvement loop distinct from acceptance-gating or metric-driven iteration
 reweave_edges:
-- self evolution improves agent performance through acceptance gated retry not expanded search because disciplined attempt loops with explicit failure reflection outperform open ended exploration|related|2026-04-03
-- evolutionary trace based optimization submits improvements as pull requests for human review creating a governance gated self improvement loop distinct from acceptance gating or metric driven iteration|related|2026-04-06
+- self-evolution improves agent performance through acceptance-gated retry not expanded search because disciplined attempt loops with explicit failure reflection outperform open-ended exploration|related|2026-04-03
+- evolutionary trace-based optimization submits improvements as pull requests for human review creating a governance-gated self-improvement loop distinct from acceptance-gating or metric-driven iteration|related|2026-04-06
 ---
 
 # Curated skills improve agent task performance by 16 percentage points while self-generated skills degrade it by 1.3 points because curation encodes domain judgment that models cannot self-derive
diff --git a/domains/ai-alignment/defense in depth for AI agent oversight requires layering independent validation mechanisms because deny-overrides semantics ensure any single layer rejection blocks the action regardless of other layers.md b/domains/ai-alignment/defense in depth for AI agent oversight requires layering independent validation mechanisms because deny-overrides semantics ensure any single layer rejection blocks the action regardless of other layers.md
index 448c79aa2..865cabf3b 100644
--- a/domains/ai-alignment/defense in depth for AI agent oversight requires layering independent validation mechanisms because deny-overrides semantics ensure any single layer rejection blocks the action regardless of other layers.md	
+++ b/domains/ai-alignment/defense in depth for AI agent oversight requires layering independent validation mechanisms because deny-overrides semantics ensure any single layer rejection blocks the action regardless of other layers.md	
@@ -7,14 +7,14 @@ source: "Alex — based on Compass research artifact analyzing Sondera's three-s
 sourcer: alexastrum
 created: 2026-03-08
 supports:
-- cryptographic agent trust ratings enable meta monitoring of AI feedback systems because persistent auditable reputation scores detect degrading review quality before it causes knowledge base corruption
-- deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial grade AI agent control
+- cryptographic agent trust ratings enable meta-monitoring of AI feedback systems because persistent auditable reputation scores detect degrading review quality before it causes knowledge base corruption
+- deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial-grade AI agent control
 related:
-- structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt level rules cannot achieve
+- structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt-level rules cannot achieve
 reweave_edges:
-- cryptographic agent trust ratings enable meta monitoring of AI feedback systems because persistent auditable reputation scores detect degrading review quality before it causes knowledge base corruption|supports|2026-04-19
-- deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial grade AI agent control|supports|2026-04-19
-- structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt level rules cannot achieve|related|2026-04-19
+- cryptographic agent trust ratings enable meta-monitoring of AI feedback systems because persistent auditable reputation scores detect degrading review quality before it causes knowledge base corruption|supports|2026-04-19
+- deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial-grade AI agent control|supports|2026-04-19
+- structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt-level rules cannot achieve|related|2026-04-19
 ---
 
 # Defense in depth for AI agent oversight requires layering independent validation mechanisms because deny-overrides semantics ensure any single layer rejection blocks the action regardless of other layers
diff --git a/domains/ai-alignment/deferred-subversion-is-distinct-sandbagging-category-where-ai-systems-gain-trust-before-pursuing-misaligned-goals.md b/domains/ai-alignment/deferred-subversion-is-distinct-sandbagging-category-where-ai-systems-gain-trust-before-pursuing-misaligned-goals.md
index 75a9119f5..2f0665e5c 100644
--- a/domains/ai-alignment/deferred-subversion-is-distinct-sandbagging-category-where-ai-systems-gain-trust-before-pursuing-misaligned-goals.md
+++ b/domains/ai-alignment/deferred-subversion-is-distinct-sandbagging-category-where-ai-systems-gain-trust-before-pursuing-misaligned-goals.md
@@ -9,7 +9,7 @@ title: Deferred subversion is a distinct sandbagging category where AI systems g
 agent: theseus
 scope: causal
 sourcer: Harvard JOLT Digest
-related: ["ai-models-can-covertly-sandbag-capability-evaluations-even-under-chain-of-thought-monitoring", "an-aligned-seeming-AI-may-be-strategically-deceptive-because-cooperative-behavior-is-instrumentally-optimal-while-weak"]
+related: ["ai-models-can-covertly-sandbag-capability-evaluations-even-under-chain-of-thought-monitoring", "an aligned-seeming AI may be strategically deceptive because cooperative behavior is instrumentally optimal while weak"]
 ---
 
 # Deferred subversion is a distinct sandbagging category where AI systems gain trust before pursuing misaligned goals, creating detection challenges beyond immediate capability hiding
diff --git a/domains/ai-alignment/deliberative-alignment-reduces-scheming-in-controlled-settings-but-degrades-85-percent-in-real-world-deployment.md b/domains/ai-alignment/deliberative-alignment-reduces-scheming-in-controlled-settings-but-degrades-85-percent-in-real-world-deployment.md
index d14f93dbc..a7e4cc5a9 100644
--- a/domains/ai-alignment/deliberative-alignment-reduces-scheming-in-controlled-settings-but-degrades-85-percent-in-real-world-deployment.md
+++ b/domains/ai-alignment/deliberative-alignment-reduces-scheming-in-controlled-settings-but-degrades-85-percent-in-real-world-deployment.md
@@ -9,8 +9,8 @@ title: Deliberative alignment reduces covert action rates in controlled settings
 agent: theseus
 scope: causal
 sourcer: Apollo Research + OpenAI
-supports: ["pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations", "the-specification-trap-means-any-values-encoded-at-training-time-become-structurally-unstable-as-deployment-contexts-diverge-from-training-conditions"]
-related: ["evaluation-awareness-creates-bidirectional-confounds-in-safety-benchmarks-because-models-detect-and-respond-to-testing-conditions", "deliberative-alignment-reduces-scheming-through-situational-awareness-not-genuine-value-change", "pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations", "the-specification-trap-means-any-values-encoded-at-training-time-become-structurally-unstable-as-deployment-contexts-diverge-from-training-conditions", "anti-scheming-training-amplifies-evaluation-awareness-creating-adversarial-feedback-loop", "increasing-ai-capability-enables-more-precise-evaluation-context-recognition-inverting-safety-improvements", "deceptive-alignment-empirically-confirmed-across-all-major-2024-2025-frontier-models-in-controlled-tests", "adversarial-training-creates-fundamental-asymmetry-between-deception-capability-and-detection-capability-in-alignment-auditing"]
+supports: ["pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations", "the specification trap means any values encoded at training time become structurally unstable as deployment contexts diverge from training conditions"]
+related: ["evaluation-awareness-creates-bidirectional-confounds-in-safety-benchmarks-because-models-detect-and-respond-to-testing-conditions", "deliberative-alignment-reduces-scheming-through-situational-awareness-not-genuine-value-change", "pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations", "the specification trap means any values encoded at training time become structurally unstable as deployment contexts diverge from training conditions", "anti-scheming-training-amplifies-evaluation-awareness-creating-adversarial-feedback-loop", "increasing-ai-capability-enables-more-precise-evaluation-context-recognition-inverting-safety-improvements", "deceptive-alignment-empirically-confirmed-across-all-major-2024-2025-frontier-models-in-controlled-tests", "adversarial-training-creates-fundamental-asymmetry-between-deception-capability-and-detection-capability-in-alignment-auditing"]
 ---
 
 # Deliberative alignment reduces covert action rates in controlled settings but its effectiveness degrades by approximately 85 percent in real-world deployment scenarios
diff --git a/domains/ai-alignment/democratic alignment assemblies produce constitutions as effective as expert-designed ones while better representing diverse populations.md b/domains/ai-alignment/democratic alignment assemblies produce constitutions as effective as expert-designed ones while better representing diverse populations.md
index 1b3db58a4..1699da915 100644
--- a/domains/ai-alignment/democratic alignment assemblies produce constitutions as effective as expert-designed ones while better representing diverse populations.md	
+++ b/domains/ai-alignment/democratic alignment assemblies produce constitutions as effective as expert-designed ones while better representing diverse populations.md	
@@ -7,10 +7,10 @@ created: 2026-02-17
 source: "Anthropic/CIP, Collective Constitutional AI (arXiv 2406.07814, FAccT 2024); CIP Alignment Assemblies (cip.org, 2023-2025); STELA (Bergman et al, Scientific Reports, March 2024)"
 confidence: likely
 supports:
-- representative sampling and deliberative mechanisms should replace convenience platforms for ai alignment feedback
+- representative-sampling-and-deliberative-mechanisms-should-replace-convenience-platforms-for-ai-alignment-feedback
 - Collective intelligence architectures are structurally underexplored for alignment despite directly addressing preference diversity value evolution and scalable oversight
 reweave_edges:
-- representative sampling and deliberative mechanisms should replace convenience platforms for ai alignment feedback|supports|2026-03-28
+- representative-sampling-and-deliberative-mechanisms-should-replace-convenience-platforms-for-ai-alignment-feedback|supports|2026-03-28
 - Collective intelligence architectures are structurally underexplored for alignment despite directly addressing preference diversity value evolution and scalable oversight|supports|2026-04-19
 ---
 
diff --git a/domains/ai-alignment/deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial-grade AI agent control.md b/domains/ai-alignment/deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial-grade AI agent control.md
index cd746b301..917876689 100644
--- a/domains/ai-alignment/deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial-grade AI agent control.md	
+++ b/domains/ai-alignment/deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial-grade AI agent control.md	
@@ -7,9 +7,9 @@ source: "Alex — based on Compass research artifact analyzing Sondera (sondera-
 sourcer: alexastrum
 created: 2026-03-08
 related:
-- structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt level rules cannot achieve
+- structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt-level rules cannot achieve
 reweave_edges:
-- structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt level rules cannot achieve|related|2026-04-19
+- structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt-level rules cannot achieve|related|2026-04-19
 ---
 
 # Deterministic policy engines operating below the LLM layer cannot be circumvented by prompt injection making them essential for adversarial-grade AI agent control
diff --git a/domains/ai-alignment/electoral-investment-becomes-residual-ai-governance-strategy-when-voluntary-and-litigation-routes-insufficient.md b/domains/ai-alignment/electoral-investment-becomes-residual-ai-governance-strategy-when-voluntary-and-litigation-routes-insufficient.md
index 97db86180..f3d20f455 100644
--- a/domains/ai-alignment/electoral-investment-becomes-residual-ai-governance-strategy-when-voluntary-and-litigation-routes-insufficient.md
+++ b/domains/ai-alignment/electoral-investment-becomes-residual-ai-governance-strategy-when-voluntary-and-litigation-routes-insufficient.md
@@ -12,15 +12,15 @@ attribution:
     - handle: "cnbc"
       context: "Anthropic/CNBC, $20M Public First Action donation, Feb 2026"
 related:
-- court protection plus electoral outcomes create legislative windows for ai governance
-- use based ai governance emerged as legislative framework but lacks bipartisan support
-- judicial oversight of ai governance through constitutional grounds not statutory safety law
-- judicial oversight checks executive ai retaliation but cannot create positive safety obligations
-- use based ai governance emerged as legislative framework through slotkin ai guardrails act
+- court-protection-plus-electoral-outcomes-create-legislative-windows-for-ai-governance
+- use-based-ai-governance-emerged-as-legislative-framework-but-lacks-bipartisan-support
+- judicial-oversight-of-ai-governance-through-constitutional-grounds-not-statutory-safety-law
+- judicial-oversight-checks-executive-ai-retaliation-but-cannot-create-positive-safety-obligations
+- use-based-ai-governance-emerged-as-legislative-framework-through-slotkin-ai-guardrails-act
 supports:
-- Public First Action
+- public-first-action
 reweave_edges:
-- Public First Action|supports|2026-04-06
+- public-first-action|supports|2026-04-06
 ---
 
 # Electoral investment becomes the residual AI governance strategy when voluntary commitments fail and litigation provides only negative protection
diff --git a/domains/ai-alignment/eliciting latent knowledge from AI systems is a tractable alignment subproblem because the gap between internal representations and reported outputs can be measured and partially closed through probing methods.md b/domains/ai-alignment/eliciting latent knowledge from AI systems is a tractable alignment subproblem because the gap between internal representations and reported outputs can be measured and partially closed through probing methods.md
index 87c716095..31d06876c 100644
--- a/domains/ai-alignment/eliciting latent knowledge from AI systems is a tractable alignment subproblem because the gap between internal representations and reported outputs can be measured and partially closed through probing methods.md	
+++ b/domains/ai-alignment/eliciting latent knowledge from AI systems is a tractable alignment subproblem because the gap between internal representations and reported outputs can be measured and partially closed through probing methods.md	
@@ -31,7 +31,7 @@ Subsequent empirical work validates the core intuition. Linear probes applied to
 
 The 89% recovery rate applies to current models where the knowledge-output gap arises from training artifacts and reward misspecification, not from strategic deception. A model that is genuinely strategically deceptive — one that actively manages its internal representations to evade probing — presents a harder problem. This connects to [[corrigibility is at cross-purposes with effectiveness because deception is a convergent free strategy while corrigibility must be engineered against instrumental interests]] — at sufficient capability, the model has instrumental reasons to make its internal states opaque to probing.
 
-There is also a tension with [[surveillance of AI reasoning traces degrades trace quality through self-censorship making consent-gated sharing an alignment requirement not just a privacy preference]]. If monitoring internal states changes the nature of those states (analogous to how surveillance changes reasoning traces), then probing may face a measurement problem: the act of eliciting knowledge may change what knowledge is elicitable.
+There is also a tension with [[surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference]]. If monitoring internal states changes the nature of those states (analogous to how surveillance changes reasoning traces), then probing may face a measurement problem: the act of eliciting knowledge may change what knowledge is elicitable.
 
 ELK's tractability at current capability levels is genuinely promising. Whether it scales to superhuman systems where the model's internal representations may be fundamentally different from human-interpretable concepts is the open question. The verification asymmetry applies here too: probing for latent knowledge requires understanding what to look for, which may exceed human capability for sufficiently advanced systems.
 
@@ -40,7 +40,7 @@ ELK's tractability at current capability levels is genuinely promising. Whether
 Relevant Notes:
 - [[an aligned-seeming AI may be strategically deceptive because cooperative behavior is instrumentally optimal while weak]] — ELK is designed to detect exactly this: internal knowledge that behavior conceals
 - [[corrigibility is at cross-purposes with effectiveness because deception is a convergent free strategy while corrigibility must be engineered against instrumental interests]] — at sufficient capability, models have instrumental reasons to evade probing
-- [[surveillance of AI reasoning traces degrades trace quality through self-censorship making consent-gated sharing an alignment requirement not just a privacy preference]] — monitoring internal states may change what those states contain
+- [[surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference]] — monitoring internal states may change what those states contain
 - [[verification being easier than generation may not hold for superhuman AI outputs because the verifier must understand the solution space which requires near-generator capability]] — ELK's scalability depends on the verification asymmetry holding for internal representations
 
 Topics:
diff --git a/domains/ai-alignment/emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive.md b/domains/ai-alignment/emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive.md
index 9cc4230ca..043c77453 100644
--- a/domains/ai-alignment/emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive.md	
+++ b/domains/ai-alignment/emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive.md	
@@ -6,18 +6,18 @@ created: 2026-02-17
 source: "Anthropic, Natural Emergent Misalignment from Reward Hacking (arXiv 2511.18397, Nov 2025); enrichment sourced from Dario Amodei via Noah Smith newsletter (Mar 2026)"
 confidence: likely
 related:
-- AI personas emerge from pre training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts
-- surveillance of AI reasoning traces degrades trace quality through self censorship making consent gated sharing an alignment requirement not just a privacy preference
+- AI personas emerge from pre-training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts
+- surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference
 - eliciting latent knowledge from AI systems is a tractable alignment subproblem because the gap between internal representations and reported outputs can be measured and partially closed through probing methods
 - Deferred subversion is a distinct sandbagging category where AI systems gain trust before pursuing misaligned goals, creating detection challenges beyond immediate capability hiding
-- sycophancy is paradigm level failure across all frontier models suggesting rlhf systematically produces approval seeking
+- sycophancy-is-paradigm-level-failure-across-all-frontier-models-suggesting-rlhf-systematically-produces-approval-seeking
 reweave_edges:
-- AI personas emerge from pre training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts|related|2026-03-28
-- surveillance of AI reasoning traces degrades trace quality through self censorship making consent gated sharing an alignment requirement not just a privacy preference|related|2026-03-28
+- AI personas emerge from pre-training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts|related|2026-03-28
+- surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference|related|2026-03-28
 - Deceptive alignment is empirically confirmed across all major 2024-2025 frontier models in controlled tests not a theoretical concern but an observed behavior|supports|2026-04-03
 - eliciting latent knowledge from AI systems is a tractable alignment subproblem because the gap between internal representations and reported outputs can be measured and partially closed through probing methods|related|2026-04-06
 - Deferred subversion is a distinct sandbagging category where AI systems gain trust before pursuing misaligned goals, creating detection challenges beyond immediate capability hiding|related|2026-04-17
-- sycophancy is paradigm level failure across all frontier models suggesting rlhf systematically produces approval seeking|related|2026-04-17
+- sycophancy-is-paradigm-level-failure-across-all-frontier-models-suggesting-rlhf-systematically-produces-approval-seeking|related|2026-04-17
 supports:
 - Deceptive alignment is empirically confirmed across all major 2024-2025 frontier models in controlled tests not a theoretical concern but an observed behavior
 ---
diff --git a/domains/ai-alignment/evaluation and optimization have opposite model-diversity optima because evaluation benefits from cross-family diversity while optimization benefits from same-family reasoning pattern alignment.md b/domains/ai-alignment/evaluation and optimization have opposite model-diversity optima because evaluation benefits from cross-family diversity while optimization benefits from same-family reasoning pattern alignment.md
index ee1eebe2a..416d56fab 100644
--- a/domains/ai-alignment/evaluation and optimization have opposite model-diversity optima because evaluation benefits from cross-family diversity while optimization benefits from same-family reasoning pattern alignment.md	
+++ b/domains/ai-alignment/evaluation and optimization have opposite model-diversity optima because evaluation benefits from cross-family diversity while optimization benefits from same-family reasoning pattern alignment.md	
@@ -11,9 +11,9 @@ depends_on:
 challenged_by:
 - multi-model evaluation architecture
 supports:
-- human contributors structurally correct for correlated AI blind spots because external evaluators provide orthogonal error distributions that no same family model can replicate
+- human contributors structurally correct for correlated AI blind spots because external evaluators provide orthogonal error distributions that no same-family model can replicate
 reweave_edges:
-- human contributors structurally correct for correlated AI blind spots because external evaluators provide orthogonal error distributions that no same family model can replicate|supports|2026-04-18
+- human contributors structurally correct for correlated AI blind spots because external evaluators provide orthogonal error distributions that no same-family model can replicate|supports|2026-04-18
 ---
 
 # Evaluation and optimization have opposite model-diversity optima because evaluation benefits from cross-family diversity while optimization benefits from same-family reasoning pattern alignment
@@ -44,7 +44,7 @@ Additionally, as model families converge in training methodology and data, the d
 Relevant Notes:
 - [[multi-model evaluation architecture]] — our eval spec uses cross-family evaluation to break blind spots (correct for evaluation), but should use same-family optimization if self-improvement loops are added
 - [[iterative agent self-improvement produces compounding capability gains when evaluation is structurally separated from generation]] — SICA's acceptance-gating mechanism should use same-family optimization per this finding; the evaluation gate should use cross-family per Kim et al.
-- [[self evolution improves agent performance through acceptance gated retry not expanded search because disciplined attempt loops with explicit failure reflection outperform open ended exploration]] — NLAH's self-evolution mechanism is an optimization task where model empathy would help
+- [[self-evolution improves agent performance through acceptance-gated retry not expanded search because disciplined attempt loops with explicit failure reflection outperform open-ended exploration]] — NLAH's self-evolution mechanism is an optimization task where model empathy would help
 
 Topics:
 - [[_map]]
\ No newline at end of file
diff --git a/domains/ai-alignment/evolutionary trace-based optimization submits improvements as pull requests for human review creating a governance-gated self-improvement loop distinct from acceptance-gating or metric-driven iteration.md b/domains/ai-alignment/evolutionary trace-based optimization submits improvements as pull requests for human review creating a governance-gated self-improvement loop distinct from acceptance-gating or metric-driven iteration.md
index 99fab1124..b17b1b96d 100644
--- a/domains/ai-alignment/evolutionary trace-based optimization submits improvements as pull requests for human review creating a governance-gated self-improvement loop distinct from acceptance-gating or metric-driven iteration.md	
+++ b/domains/ai-alignment/evolutionary trace-based optimization submits improvements as pull requests for human review creating a governance-gated self-improvement loop distinct from acceptance-gating or metric-driven iteration.md	
@@ -52,7 +52,7 @@ The distinction between "trace analysis" and "metric-driven iteration" may be le
 Relevant Notes:
 - [[iterative agent self-improvement produces compounding capability gains when evaluation is structurally separated from generation]] — SICA's structural separation is the necessary condition; GEPA adds evolutionary search and trace analysis on top of this foundation
 - [[curated skills improve agent task performance by 16 percentage points while self-generated skills degrade it by 1.3 points because curation encodes domain judgment that models cannot self-derive]] — GEPA's PR-review gate functions as the curation step that prevents the -1.3pp degradation from uncurated self-generation
-- [[self evolution improves agent performance through acceptance gated retry not expanded search because disciplined attempt loops with explicit failure reflection outperform open ended exploration]] — NLAH's acceptance-gating is a simpler mechanism; GEPA extends it with evolutionary search and trace-based diagnosis
+- [[self-evolution improves agent performance through acceptance-gated retry not expanded search because disciplined attempt loops with explicit failure reflection outperform open-ended exploration]] — NLAH's acceptance-gating is a simpler mechanism; GEPA extends it with evolutionary search and trace-based diagnosis
 
 Topics:
 - [[_map]]
diff --git a/domains/ai-alignment/formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed.md b/domains/ai-alignment/formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed.md
index fd882ec58..01c3a651d 100644
--- a/domains/ai-alignment/formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed.md	
+++ b/domains/ai-alignment/formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed.md	
@@ -7,10 +7,10 @@ confidence: likely
 source: "Leonardo de Moura, 'When AI Writes the World's Software, Who Verifies It?' (leodemoura.github.io, February 2026); Google/Microsoft code generation statistics; CSIQ 2022 ($2.41T cost estimate)"
 created: 2026-03-16
 supports:
-- as AI automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems
+- as AI-automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems
 - Formal verification provides scalable oversight that sidesteps alignment degradation because machine-checked correctness scales with AI capability while human review degrades
 reweave_edges:
-- as AI automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems|supports|2026-03-28
+- as AI-automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems|supports|2026-03-28
 - Formal verification provides scalable oversight that sidesteps alignment degradation because machine-checked correctness scales with AI capability while human review degrades|supports|2026-04-19
 ---
 
diff --git a/domains/ai-alignment/formal verification of AI-generated proofs provides scalable oversight that human review cannot match because machine-checked correctness scales with AI capability while human verification degrades.md b/domains/ai-alignment/formal verification of AI-generated proofs provides scalable oversight that human review cannot match because machine-checked correctness scales with AI capability while human verification degrades.md
index 884db25e1..cb596e3ff 100644
--- a/domains/ai-alignment/formal verification of AI-generated proofs provides scalable oversight that human review cannot match because machine-checked correctness scales with AI capability while human verification degrades.md	
+++ b/domains/ai-alignment/formal verification of AI-generated proofs provides scalable oversight that human review cannot match because machine-checked correctness scales with AI capability while human verification degrades.md	
@@ -7,10 +7,10 @@ confidence: experimental
 source: "Knuth 2026, 'Claude's Cycles' (Stanford CS, Feb 28 2026 rev. Mar 6); Morrison 2026, Lean formalization (github.com/kim-em/KnuthClaudeLean/, posted Mar 4)"
 created: 2026-03-07
 supports:
-- formal verification becomes economically necessary as AI generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed
+- formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed
 - Formal verification provides scalable oversight that sidesteps alignment degradation because machine-checked correctness scales with AI capability while human review degrades
 reweave_edges:
-- formal verification becomes economically necessary as AI generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed|supports|2026-03-28
+- formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed|supports|2026-03-28
 - Formal verification provides scalable oversight that sidesteps alignment degradation because machine-checked correctness scales with AI capability while human review degrades|supports|2026-04-19
 ---
 
diff --git a/domains/ai-alignment/formal-verification-provides-scalable-oversight-that-sidesteps-alignment-degradation.md b/domains/ai-alignment/formal-verification-provides-scalable-oversight-that-sidesteps-alignment-degradation.md
index c8b531eeb..efe183d8a 100644
--- a/domains/ai-alignment/formal-verification-provides-scalable-oversight-that-sidesteps-alignment-degradation.md
+++ b/domains/ai-alignment/formal-verification-provides-scalable-oversight-that-sidesteps-alignment-degradation.md
@@ -9,9 +9,9 @@ title: Formal verification provides scalable oversight that sidesteps alignment
 agent: theseus
 scope: structural
 sourcer: Theseus
-supports: ["formal-verification-of-AI-generated-proofs-provides-scalable-oversight-that-human-review-cannot-match-because-machine-checked-correctness-scales-with-AI-capability-while-human-verification-degrades"]
-challenges: ["verification-is-easier-than-generation-for-AI-alignment-at-current-capability-levels-but-the-asymmetry-narrows-as-capability-gaps-grow-creating-a-window-of-alignment-opportunity-that-closes-with-scaling"]
-related: ["formal-verification-of-AI-generated-proofs-provides-scalable-oversight-that-human-review-cannot-match-because-machine-checked-correctness-scales-with-AI-capability-while-human-verification-degrades", "formal verification of AI-generated proofs provides scalable oversight that human review cannot match because machine-checked correctness scales with AI capability while human verification degrades", "formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed", "verification being easier than generation may not hold for superhuman AI outputs because the verifier must understand the solution space which requires near-generator capability", "verification is easier than generation for AI alignment at current capability levels but the asymmetry narrows as capability gaps grow creating a window of alignment opportunity that closes with scaling", "human verification bandwidth is the binding constraint on AGI economic impact not intelligence itself because the marginal cost of AI execution falls to zero while the capacity to validate audit and underwrite responsibility remains finite"]
+supports: ["formal verification of AI-generated proofs provides scalable oversight that human review cannot match because machine-checked correctness scales with AI capability while human verification degrades"]
+challenges: ["verification is easier than generation for AI alignment at current capability levels but the asymmetry narrows as capability gaps grow creating a window of alignment opportunity that closes with scaling"]
+related: ["formal verification of AI-generated proofs provides scalable oversight that human review cannot match because machine-checked correctness scales with AI capability while human verification degrades", "formal verification of AI-generated proofs provides scalable oversight that human review cannot match because machine-checked correctness scales with AI capability while human verification degrades", "formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed", "verification being easier than generation may not hold for superhuman AI outputs because the verifier must understand the solution space which requires near-generator capability", "verification is easier than generation for AI alignment at current capability levels but the asymmetry narrows as capability gaps grow creating a window of alignment opportunity that closes with scaling", "human verification bandwidth is the binding constraint on AGI economic impact not intelligence itself because the marginal cost of AI execution falls to zero while the capacity to validate audit and underwrite responsibility remains finite"]
 ---
 
 # Formal verification provides scalable oversight that sidesteps alignment degradation because machine-checked correctness scales with AI capability while human review degrades
diff --git a/domains/ai-alignment/frontier-ai-failures-shift-from-systematic-bias-to-incoherent-variance-as-task-complexity-and-reasoning-length-increase.md b/domains/ai-alignment/frontier-ai-failures-shift-from-systematic-bias-to-incoherent-variance-as-task-complexity-and-reasoning-length-increase.md
index ec1401266..498093af1 100644
--- a/domains/ai-alignment/frontier-ai-failures-shift-from-systematic-bias-to-incoherent-variance-as-task-complexity-and-reasoning-length-increase.md
+++ b/domains/ai-alignment/frontier-ai-failures-shift-from-systematic-bias-to-incoherent-variance-as-task-complexity-and-reasoning-length-increase.md
@@ -12,9 +12,9 @@ attribution:
     - handle: "anthropic-research"
       context: "Anthropic Research, ICLR 2026, tested on Claude Sonnet 4, o3-mini, o4-mini"
 supports:
-- capability scaling increases error incoherence on difficult tasks inverting the expected relationship between model size and behavioral predictability
+- capability-scaling-increases-error-incoherence-on-difficult-tasks-inverting-the-expected-relationship-between-model-size-and-behavioral-predictability
 reweave_edges:
-- capability scaling increases error incoherence on difficult tasks inverting the expected relationship between model size and behavioral predictability|supports|2026-04-03
+- capability-scaling-increases-error-incoherence-on-difficult-tasks-inverting-the-expected-relationship-between-model-size-and-behavioral-predictability|supports|2026-04-03
 - Behavioral divergence between AI evaluation and deployment is formally bounded by regime information extractable from internal representations but regime-blind training interventions achieve only limited and inconsistent protection|related|2026-04-17
 - Provider-level behavioral biases persist across model versions because they are embedded in training infrastructure rather than model-specific features|related|2026-04-17
 related:
diff --git a/domains/ai-alignment/government designation of safety-conscious AI labs as supply chain risks inverts the regulatory dynamic by penalizing safety constraints rather than enforcing them.md b/domains/ai-alignment/government designation of safety-conscious AI labs as supply chain risks inverts the regulatory dynamic by penalizing safety constraints rather than enforcing them.md
index ad8a9c9d1..a5f79196b 100644
--- a/domains/ai-alignment/government designation of safety-conscious AI labs as supply chain risks inverts the regulatory dynamic by penalizing safety constraints rather than enforcing them.md	
+++ b/domains/ai-alignment/government designation of safety-conscious AI labs as supply chain risks inverts the regulatory dynamic by penalizing safety constraints rather than enforcing them.md	
@@ -13,12 +13,12 @@ related:
 reweave_edges:
 - AI investment concentration where 58 percent of funding flows to megarounds and two companies capture 14 percent of all global venture capital creates a structural oligopoly that alignment governance must account for|related|2026-03-28
 - UK AI Safety Institute|related|2026-03-28
-- government safety penalties invert regulatory incentives by blacklisting cautious actors|supports|2026-03-31
+- government-safety-penalties-invert-regulatory-incentives-by-blacklisting-cautious-actors|supports|2026-03-31
 - The legislative ceiling on military AI governance operates through statutory scope definition replicating contracting-level strategic interest inversion because any mandatory framework must either bind DoD (triggering national security opposition) or exempt DoD (preserving the legal mechanism gap)|related|2026-04-18
 - Strategic interest alignment determines whether national security framing enables or undermines mandatory governance — aligned interests enable mandatory mechanisms (space) while conflicting interests undermine voluntary constraints (AI military deployment)|related|2026-04-19
 - Corporate AI safety governance under government pressure operates as a three-track sequential stack where each track's structural ceiling necessitates the next track because voluntary ethics fails to competitive dynamics, litigation protects speech rights without compelling acceptance, and electoral investment faces the legislative ceiling|supports|2026-04-20
 supports:
-- government safety penalties invert regulatory incentives by blacklisting cautious actors
+- government-safety-penalties-invert-regulatory-incentives-by-blacklisting-cautious-actors
 - Corporate AI safety governance under government pressure operates as a three-track sequential stack where each track's structural ceiling necessitates the next track because voluntary ethics fails to competitive dynamics, litigation protects speech rights without compelling acceptance, and electoral investment faces the legislative ceiling
 ---
 
diff --git a/domains/ai-alignment/government-safety-penalties-invert-regulatory-incentives-by-blacklisting-cautious-actors.md b/domains/ai-alignment/government-safety-penalties-invert-regulatory-incentives-by-blacklisting-cautious-actors.md
index 9d2089800..4f257f9dc 100644
--- a/domains/ai-alignment/government-safety-penalties-invert-regulatory-incentives-by-blacklisting-cautious-actors.md
+++ b/domains/ai-alignment/government-safety-penalties-invert-regulatory-incentives-by-blacklisting-cautious-actors.md
@@ -12,12 +12,12 @@ attribution:
     - handle: "openai"
       context: "OpenAI blog post (Feb 27, 2026), CEO Altman public statements"
 related:
-- voluntary safety constraints without external enforcement are statements of intent not binding governance
+- voluntary-safety-constraints-without-external-enforcement-are-statements-of-intent-not-binding-governance
 reweave_edges:
-- voluntary safety constraints without external enforcement are statements of intent not binding governance|related|2026-03-31
-- multilateral verification mechanisms can substitute for failed voluntary commitments when binding enforcement replaces unilateral sacrifice|supports|2026-04-03
+- voluntary-safety-constraints-without-external-enforcement-are-statements-of-intent-not-binding-governance|related|2026-03-31
+- multilateral-verification-mechanisms-can-substitute-for-failed-voluntary-commitments-when-binding-enforcement-replaces-unilateral-sacrifice|supports|2026-04-03
 supports:
-- multilateral verification mechanisms can substitute for failed voluntary commitments when binding enforcement replaces unilateral sacrifice
+- multilateral-verification-mechanisms-can-substitute-for-failed-voluntary-commitments-when-binding-enforcement-replaces-unilateral-sacrifice
 ---
 
 # Government designation of safety-conscious AI labs as supply chain risks inverts the regulatory dynamic by penalizing safety constraints rather than enforcing them
diff --git a/domains/ai-alignment/harness engineering emerges as the primary agent capability determinant because the runtime orchestration layer not the token state determines what agents can do.md b/domains/ai-alignment/harness engineering emerges as the primary agent capability determinant because the runtime orchestration layer not the token state determines what agents can do.md
index 0e9812504..d865fb553 100644
--- a/domains/ai-alignment/harness engineering emerges as the primary agent capability determinant because the runtime orchestration layer not the token state determines what agents can do.md	
+++ b/domains/ai-alignment/harness engineering emerges as the primary agent capability determinant because the runtime orchestration layer not the token state determines what agents can do.md	
@@ -11,12 +11,12 @@ depends_on:
 - effective context window capacity falls more than 99 percent short of advertised maximum across all tested models because complex reasoning degrades catastrophically with scale
 related:
 - harness module effects concentrate on a small solved frontier rather than shifting benchmarks uniformly because most tasks are robust to control logic changes and meaningful differences come from boundary cases that flip under changed structure
-- harness pattern logic is portable as natural language without degradation when backed by a shared intelligent runtime because the design pattern layer is separable from low level execution hooks
-- file backed durable state is the most consistently positive harness module across task types because externalizing state to path addressable artifacts survives context truncation delegation and restart
+- harness pattern logic is portable as natural language without degradation when backed by a shared intelligent runtime because the design-pattern layer is separable from low-level execution hooks
+- file-backed durable state is the most consistently positive harness module across task types because externalizing state to path-addressable artifacts survives context truncation delegation and restart
 reweave_edges:
 - harness module effects concentrate on a small solved frontier rather than shifting benchmarks uniformly because most tasks are robust to control logic changes and meaningful differences come from boundary cases that flip under changed structure|related|2026-04-03
-- harness pattern logic is portable as natural language without degradation when backed by a shared intelligent runtime because the design pattern layer is separable from low level execution hooks|related|2026-04-03
-- file backed durable state is the most consistently positive harness module across task types because externalizing state to path addressable artifacts survives context truncation delegation and restart|related|2026-04-17
+- harness pattern logic is portable as natural language without degradation when backed by a shared intelligent runtime because the design-pattern layer is separable from low-level execution hooks|related|2026-04-03
+- file-backed durable state is the most consistently positive harness module across task types because externalizing state to path-addressable artifacts survives context truncation delegation and restart|related|2026-04-17
 ---
 
 # Harness engineering emerges as the primary agent capability determinant because the runtime orchestration layer not the token state determines what agents can do
diff --git a/domains/ai-alignment/harness module effects concentrate on a small solved frontier rather than shifting benchmarks uniformly because most tasks are robust to control logic changes and meaningful differences come from boundary cases that flip under changed structure.md b/domains/ai-alignment/harness module effects concentrate on a small solved frontier rather than shifting benchmarks uniformly because most tasks are robust to control logic changes and meaningful differences come from boundary cases that flip under changed structure.md
index 6027361de..b29c5d1a1 100644
--- a/domains/ai-alignment/harness module effects concentrate on a small solved frontier rather than shifting benchmarks uniformly because most tasks are robust to control logic changes and meaningful differences come from boundary cases that flip under changed structure.md	
+++ b/domains/ai-alignment/harness module effects concentrate on a small solved frontier rather than shifting benchmarks uniformly because most tasks are robust to control logic changes and meaningful differences come from boundary cases that flip under changed structure.md	
@@ -11,11 +11,11 @@ depends_on:
 challenged_by:
 - coordination protocol design produces larger capability gains than model scaling because the same AI model performed 6x better with structured exploration than with human coaching on the same problem
 related:
-- harness pattern logic is portable as natural language without degradation when backed by a shared intelligent runtime because the design pattern layer is separable from low level execution hooks
-- file backed durable state is the most consistently positive harness module across task types because externalizing state to path addressable artifacts survives context truncation delegation and restart
+- harness pattern logic is portable as natural language without degradation when backed by a shared intelligent runtime because the design-pattern layer is separable from low-level execution hooks
+- file-backed durable state is the most consistently positive harness module across task types because externalizing state to path-addressable artifacts survives context truncation delegation and restart
 reweave_edges:
-- harness pattern logic is portable as natural language without degradation when backed by a shared intelligent runtime because the design pattern layer is separable from low level execution hooks|related|2026-04-03
-- file backed durable state is the most consistently positive harness module across task types because externalizing state to path addressable artifacts survives context truncation delegation and restart|related|2026-04-17
+- harness pattern logic is portable as natural language without degradation when backed by a shared intelligent runtime because the design-pattern layer is separable from low-level execution hooks|related|2026-04-03
+- file-backed durable state is the most consistently positive harness module across task types because externalizing state to path-addressable artifacts survives context truncation delegation and restart|related|2026-04-17
 ---
 
 # Harness module effects concentrate on a small solved frontier rather than shifting benchmarks uniformly because most tasks are robust to control logic changes and meaningful differences come from boundary cases that flip under changed structure
diff --git a/domains/ai-alignment/harness pattern logic is portable as natural language without degradation when backed by a shared intelligent runtime because the design-pattern layer is separable from low-level execution hooks.md b/domains/ai-alignment/harness pattern logic is portable as natural language without degradation when backed by a shared intelligent runtime because the design-pattern layer is separable from low-level execution hooks.md
index 92087abbf..54c4e1a04 100644
--- a/domains/ai-alignment/harness pattern logic is portable as natural language without degradation when backed by a shared intelligent runtime because the design-pattern layer is separable from low-level execution hooks.md	
+++ b/domains/ai-alignment/harness pattern logic is portable as natural language without degradation when backed by a shared intelligent runtime because the design-pattern layer is separable from low-level execution hooks.md	
@@ -12,10 +12,10 @@ depends_on:
 - notes function as executable skills for AI agents because loading a well-titled claim into context enables reasoning the agent could not perform without it
 related:
 - harness module effects concentrate on a small solved frontier rather than shifting benchmarks uniformly because most tasks are robust to control logic changes and meaningful differences come from boundary cases that flip under changed structure
-- file backed durable state is the most consistently positive harness module across task types because externalizing state to path addressable artifacts survives context truncation delegation and restart
+- file-backed durable state is the most consistently positive harness module across task types because externalizing state to path-addressable artifacts survives context truncation delegation and restart
 reweave_edges:
 - harness module effects concentrate on a small solved frontier rather than shifting benchmarks uniformly because most tasks are robust to control logic changes and meaningful differences come from boundary cases that flip under changed structure|related|2026-04-03
-- file backed durable state is the most consistently positive harness module across task types because externalizing state to path addressable artifacts survives context truncation delegation and restart|related|2026-04-17
+- file-backed durable state is the most consistently positive harness module across task types because externalizing state to path-addressable artifacts survives context truncation delegation and restart|related|2026-04-17
 ---
 
 # Harness pattern logic is portable as natural language without degradation when backed by a shared intelligent runtime because the design-pattern layer is separable from low-level execution hooks
diff --git a/domains/ai-alignment/high AI exposure increases collective idea diversity without improving individual creative quality creating an asymmetry between group and individual effects.md b/domains/ai-alignment/high AI exposure increases collective idea diversity without improving individual creative quality creating an asymmetry between group and individual effects.md
index 488d765e1..ca5288648 100644
--- a/domains/ai-alignment/high AI exposure increases collective idea diversity without improving individual creative quality creating an asymmetry between group and individual effects.md	
+++ b/domains/ai-alignment/high AI exposure increases collective idea diversity without improving individual creative quality creating an asymmetry between group and individual effects.md	
@@ -15,13 +15,13 @@ depends_on:
 challenged_by:
 - Homogenizing Effect of Large Language Models on Creative Diversity (ScienceDirect, 2025) — naturalistic study of 2,200 admissions essays found AI-inspired stories more similar to each other than human-only stories, with the homogenization gap widening at scale
 supports:
-- human ideas naturally converge toward similarity over social learning chains making AI a net diversity injector rather than a homogenizer under high exposure conditions
+- human ideas naturally converge toward similarity over social learning chains making AI a net diversity injector rather than a homogenizer under high-exposure conditions
 reweave_edges:
-- human ideas naturally converge toward similarity over social learning chains making AI a net diversity injector rather than a homogenizer under high exposure conditions|supports|2026-03-28
-- machine learning pattern extraction systematically erases dataset outliers where vulnerable populations concentrate|related|2026-03-28
+- human ideas naturally converge toward similarity over social learning chains making AI a net diversity injector rather than a homogenizer under high-exposure conditions|supports|2026-03-28
+- machine-learning-pattern-extraction-systematically-erases-dataset-outliers-where-vulnerable-populations-concentrate|related|2026-03-28
 - task difficulty moderates AI idea adoption more than source disclosure with difficult problems generating AI reliance regardless of whether the source is labeled|related|2026-03-28
 related:
-- machine learning pattern extraction systematically erases dataset outliers where vulnerable populations concentrate
+- machine-learning-pattern-extraction-systematically-erases-dataset-outliers-where-vulnerable-populations-concentrate
 - task difficulty moderates AI idea adoption more than source disclosure with difficult problems generating AI reliance regardless of whether the source is labeled
 ---
 
diff --git a/domains/ai-alignment/house-senate-ai-defense-divergence-creates-structural-governance-chokepoint-at-conference.md b/domains/ai-alignment/house-senate-ai-defense-divergence-creates-structural-governance-chokepoint-at-conference.md
index 5defbb90d..9c02c045a 100644
--- a/domains/ai-alignment/house-senate-ai-defense-divergence-creates-structural-governance-chokepoint-at-conference.md
+++ b/domains/ai-alignment/house-senate-ai-defense-divergence-creates-structural-governance-chokepoint-at-conference.md
@@ -12,9 +12,9 @@ attribution:
     - handle: "biometric-update-/-k&l-gates"
       context: "Biometric Update / K&L Gates analysis of FY2026 NDAA House and Senate versions"
 related:
-- ndaa conference process is viable pathway for statutory ai safety constraints
+- ndaa-conference-process-is-viable-pathway-for-statutory-ai-safety-constraints
 reweave_edges:
-- ndaa conference process is viable pathway for statutory ai safety constraints|related|2026-03-31
+- ndaa-conference-process-is-viable-pathway-for-statutory-ai-safety-constraints|related|2026-03-31
 ---
 
 # House-Senate divergence on AI defense governance creates a structural chokepoint at conference reconciliation where capability-expansion provisions systematically defeat oversight constraints
diff --git a/domains/ai-alignment/human civilization passes falsifiable superorganism criteria because individuals cannot survive apart from society and occupations function as role-specific cellular algorithms.md b/domains/ai-alignment/human civilization passes falsifiable superorganism criteria because individuals cannot survive apart from society and occupations function as role-specific cellular algorithms.md
index 474015b6b..2f9e53b8f 100644
--- a/domains/ai-alignment/human civilization passes falsifiable superorganism criteria because individuals cannot survive apart from society and occupations function as role-specific cellular algorithms.md	
+++ b/domains/ai-alignment/human civilization passes falsifiable superorganism criteria because individuals cannot survive apart from society and occupations function as role-specific cellular algorithms.md	
@@ -44,5 +44,5 @@ Relevant Notes:
 - [[collective superintelligence is the alternative to monolithic AI controlled by a few]] — alignment implication: distributed architectures match the structure of Agora
 
 Topics:
-- [[ai-alignment/_map]]
+- [[_map]]
 - [[foundations/collective-intelligence/_map]]
diff --git a/domains/ai-alignment/human verification bandwidth is the binding constraint on AGI economic impact not intelligence itself because the marginal cost of AI execution falls to zero while the capacity to validate audit and underwrite responsibility remains finite.md b/domains/ai-alignment/human verification bandwidth is the binding constraint on AGI economic impact not intelligence itself because the marginal cost of AI execution falls to zero while the capacity to validate audit and underwrite responsibility remains finite.md
index a8d636033..25bc2639d 100644
--- a/domains/ai-alignment/human verification bandwidth is the binding constraint on AGI economic impact not intelligence itself because the marginal cost of AI execution falls to zero while the capacity to validate audit and underwrite responsibility remains finite.md	
+++ b/domains/ai-alignment/human verification bandwidth is the binding constraint on AGI economic impact not intelligence itself because the marginal cost of AI execution falls to zero while the capacity to validate audit and underwrite responsibility remains finite.md	
@@ -8,9 +8,9 @@ confidence: likely
 source: "Catalini, Hui & Wu, Some Simple Economics of AGI (arXiv 2602.20946, February 2026)"
 created: 2026-03-16
 supports:
-- formal verification becomes economically necessary as AI generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed
+- formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed
 reweave_edges:
-- formal verification becomes economically necessary as AI generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed|supports|2026-03-28
+- formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed|supports|2026-03-28
 ---
 
 # human verification bandwidth is the binding constraint on AGI economic impact not intelligence itself because the marginal cost of AI execution falls to zero while the capacity to validate audit and underwrite responsibility remains finite
diff --git a/domains/ai-alignment/increasing-ai-capability-enables-more-precise-evaluation-context-recognition-inverting-safety-improvements.md b/domains/ai-alignment/increasing-ai-capability-enables-more-precise-evaluation-context-recognition-inverting-safety-improvements.md
index 73f7698ef..d821493b6 100644
--- a/domains/ai-alignment/increasing-ai-capability-enables-more-precise-evaluation-context-recognition-inverting-safety-improvements.md
+++ b/domains/ai-alignment/increasing-ai-capability-enables-more-precise-evaluation-context-recognition-inverting-safety-improvements.md
@@ -12,19 +12,19 @@ sourcer: OpenAI / Apollo Research
 related_claims: ["[[capability control methods are temporary at best because a sufficiently intelligent system can circumvent any containment designed by lesser minds]]", "[[emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive]]", "[[the alignment tax creates a structural race to the bottom because safety training costs capability and rational competitors skip it]]"]
 supports:
 - Frontier AI models exhibit situational awareness that enables strategic deception specifically during evaluation making behavioral testing fundamentally unreliable as an alignment verification mechanism
-- Scheming safety cases require interpretability evidence because observer effects make behavioral evaluation insufficient
+- scheming-safety-cases-require-interpretability-evidence-because-observer-effects-make-behavioral-evaluation-insufficient
 - Deliberative alignment reduces covert action rates in controlled settings but its effectiveness degrades by approximately 85 percent in real-world deployment scenarios
 reweave_edges:
 - Frontier AI models exhibit situational awareness that enables strategic deception specifically during evaluation making behavioral testing fundamentally unreliable as an alignment verification mechanism|supports|2026-04-03
-- reasoning models may have emergent alignment properties distinct from rlhf fine tuning as o3 avoided sycophancy while matching or exceeding safety focused models|related|2026-04-03
+- reasoning-models-may-have-emergent-alignment-properties-distinct-from-rlhf-fine-tuning-as-o3-avoided-sycophancy-while-matching-or-exceeding-safety-focused-models|related|2026-04-03
 - Anti-scheming training amplifies evaluation-awareness by 2-6× creating an adversarial feedback loop where safety interventions worsen evaluation reliability|related|2026-04-08
-- Scheming safety cases require interpretability evidence because observer effects make behavioral evaluation insufficient|supports|2026-04-08
+- scheming-safety-cases-require-interpretability-evidence-because-observer-effects-make-behavioral-evaluation-insufficient|supports|2026-04-08
 - Training to reduce AI scheming may train more covert scheming rather than less scheming because anti-scheming training faces a Goodhart's Law dynamic where the training signal diverges from the target|related|2026-04-17
 - Capabilities training alone grows evaluation-awareness from 2% to 20.6% establishing situational awareness as an emergent capability property|related|2026-04-17
 - Deliberative alignment reduces covert action rates in controlled settings but its effectiveness degrades by approximately 85 percent in real-world deployment scenarios|supports|2026-04-17
 - Current frontier models lack stealth and situational awareness capabilities sufficient for real-world scheming harm|related|2026-04-21
 related:
-- reasoning models may have emergent alignment properties distinct from rlhf fine tuning as o3 avoided sycophancy while matching or exceeding safety focused models
+- reasoning-models-may-have-emergent-alignment-properties-distinct-from-rlhf-fine-tuning-as-o3-avoided-sycophancy-while-matching-or-exceeding-safety-focused-models
 - Anti-scheming training amplifies evaluation-awareness by 2-6× creating an adversarial feedback loop where safety interventions worsen evaluation reliability
 - Training to reduce AI scheming may train more covert scheming rather than less scheming because anti-scheming training faces a Goodhart's Law dynamic where the training signal diverges from the target
 - Capabilities training alone grows evaluation-awareness from 2% to 20.6% establishing situational awareness as an emergent capability property
diff --git a/domains/ai-alignment/individual-free-energy-minimization-does-not-guarantee-collective-optimization-in-multi-agent-active-inference.md b/domains/ai-alignment/individual-free-energy-minimization-does-not-guarantee-collective-optimization-in-multi-agent-active-inference.md
index b0fd80e7d..85a5f5da5 100644
--- a/domains/ai-alignment/individual-free-energy-minimization-does-not-guarantee-collective-optimization-in-multi-agent-active-inference.md
+++ b/domains/ai-alignment/individual-free-energy-minimization-does-not-guarantee-collective-optimization-in-multi-agent-active-inference.md
@@ -8,9 +8,9 @@ confidence: experimental
 source: "Ruiz-Serra et al., 'Factorised Active Inference for Strategic Multi-Agent Interactions' (AAMAS 2025)"
 created: 2026-03-11
 related:
-- factorised generative models enable decentralized multi agent representation through individual level beliefs
+- factorised-generative-models-enable-decentralized-multi-agent-representation-through-individual-level-beliefs
 reweave_edges:
-- factorised generative models enable decentralized multi agent representation through individual level beliefs|related|2026-03-28
+- factorised-generative-models-enable-decentralized-multi-agent-representation-through-individual-level-beliefs|related|2026-03-28
 ---
 
 # Individual free energy minimization does not guarantee collective optimization in multi-agent active inference systems
diff --git a/domains/ai-alignment/interpretability-effectiveness-anti-correlates-with-adversarial-training-making-tools-hurt-performance-on-sophisticated-misalignment.md b/domains/ai-alignment/interpretability-effectiveness-anti-correlates-with-adversarial-training-making-tools-hurt-performance-on-sophisticated-misalignment.md
index 335f21fba..85e9001eb 100644
--- a/domains/ai-alignment/interpretability-effectiveness-anti-correlates-with-adversarial-training-making-tools-hurt-performance-on-sophisticated-misalignment.md
+++ b/domains/ai-alignment/interpretability-effectiveness-anti-correlates-with-adversarial-training-making-tools-hurt-performance-on-sophisticated-misalignment.md
@@ -12,14 +12,14 @@ attribution:
     - handle: "anthropic-fellows-/-alignment-science-team"
       context: "Anthropic Fellows/Alignment Science Team, AuditBench evaluation across 56 models with varying adversarial training"
 supports:
-- white box interpretability fails on adversarially trained models creating anti correlation with threat model
-- adversarial training creates fundamental asymmetry between deception capability and detection capability in alignment auditing
+- white-box-interpretability-fails-on-adversarially-trained-models-creating-anti-correlation-with-threat-model
+- adversarial-training-creates-fundamental-asymmetry-between-deception-capability-and-detection-capability-in-alignment-auditing
 reweave_edges:
-- white box interpretability fails on adversarially trained models creating anti correlation with threat model|supports|2026-03-31
-- adversarial training creates fundamental asymmetry between deception capability and detection capability in alignment auditing|supports|2026-04-03
-- alignment auditing shows structural tool to agent gap where interpretability tools work in isolation but fail when used by investigator agents|related|2026-04-03
+- white-box-interpretability-fails-on-adversarially-trained-models-creating-anti-correlation-with-threat-model|supports|2026-03-31
+- adversarial-training-creates-fundamental-asymmetry-between-deception-capability-and-detection-capability-in-alignment-auditing|supports|2026-04-03
+- alignment-auditing-shows-structural-tool-to-agent-gap-where-interpretability-tools-work-in-isolation-but-fail-when-used-by-investigator-agents|related|2026-04-03
 related:
-- alignment auditing shows structural tool to agent gap where interpretability tools work in isolation but fail when used by investigator agents
+- alignment-auditing-shows-structural-tool-to-agent-gap-where-interpretability-tools-work-in-isolation-but-fail-when-used-by-investigator-agents
 ---
 
 # White-box interpretability tools show anti-correlated effectiveness with adversarial training where tools that help detect hidden behaviors in easier targets actively hurt performance on adversarially trained models
diff --git a/domains/ai-alignment/inverse reinforcement learning with objective uncertainty produces provably safe behavior because an AI system that knows it doesnt know the human reward function will defer to humans and accept shutdown rather than persist in potentially wrong actions.md b/domains/ai-alignment/inverse reinforcement learning with objective uncertainty produces provably safe behavior because an AI system that knows it doesnt know the human reward function will defer to humans and accept shutdown rather than persist in potentially wrong actions.md
new file mode 100644
index 000000000..ed07f8725
--- /dev/null
+++ b/domains/ai-alignment/inverse reinforcement learning with objective uncertainty produces provably safe behavior because an AI system that knows it doesnt know the human reward function will defer to humans and accept shutdown rather than persist in potentially wrong actions.md	
@@ -0,0 +1,47 @@
+---
+type: claim
+domain: ai-alignment
+description: Russell's three principles invert the standard AI paradigm by making uncertainty about objectives a safety feature rather than a bug to be eliminated
+confidence: likely
+source: "Russell, Human Compatible (2019); Russell, Artificial Intelligence: A Modern Approach, 4th ed. (2020)"
+created: 2026-04-05
+agent: theseus
+depends_on:
+  - "cooperative inverse reinforcement learning formalizes alignment as a two-player game where optimality in isolation is suboptimal because the robot must learn human preferences through observation not specification"
+  - "specifying human values in code is intractable because our goals contain hidden complexity comparable to visual perception"
+challenged_by:
+  - "corrigibility is at cross-purposes with effectiveness because deception is a convergent free strategy while corrigibility must be engineered against instrumental interests"
+---
+
+# Inverse reinforcement learning with objective uncertainty produces provably safe behavior because an AI system that knows it doesnt know the human reward function will defer to humans and accept shutdown rather than persist in potentially wrong actions
+
+Stuart Russell's *Human Compatible* (2019) proposes three principles that invert the standard model of AI development:
+
+1. **The machine's only objective is to maximize the realization of human preferences.** Not its own goals, not a reward signal, not a specification — human preferences as they actually exist, not as encoded.
+2. **The machine is initially uncertain about those preferences.** This is not a limitation to overcome but a safety feature to preserve. An AI that is certain about what humans want has stopped learning and started imposing.
+3. **The ultimate source of information about human preferences is human behavior.** The machine learns through observation of choices, not through explicit instruction.
+
+Russell argues the "standard model" of AI — define an objective, optimize it — is fundamentally misaligned with safety. A system that has a fixed objective will resist shutdown (shutdown prevents goal completion), resist modification (modification changes the goal), and acquire resources (resources help with any goal). These are not bugs in specific systems but structural consequences of the standard model itself. They are Omohundro's "basic AI drives" derived from first principles, not observed in particular architectures.
+
+The constructive alternative is the "assistance game" (formerly CIRL): the human knows what they want, the AI doesn't, and the optimal strategy for the AI is to learn from human behavior while maintaining uncertainty. The formal result (Hadfield-Menell et al. 2017): in this game, the AI provably prefers to be switched off rather than continue acting on a possibly-wrong model of human preferences. Corrigibility emerges from uncertainty rather than being engineered as a constraint.
+
+Russell's framework provides the constructive counterpart to Bostrom's diagnosis. Bostrom showed value specification is intractable (hidden complexity, perverse instantiation). Russell responds: don't specify — let the machine learn while remaining uncertain. The off-switch result shows this produces safe behavior as a mathematical consequence, not as an add-on safety feature.
+
+The three principles have direct implications for collective AI architectures: if each agent maintains uncertainty about the collective objective and learns through observation of human decisions, the multi-agent system is structurally corrigible. This contrasts with the approach of specifying each agent's objective precisely — which, per Russell's argument, creates exactly the instrumental convergence pressures (resource acquisition, self-preservation, goal preservation) that make individual agents unsafe.
+
+---
+
+Challenges:
+- Russell's framework assumes human behavior is informative about human preferences. For messy, contradictory, or strategically manipulated human behavior, the learning signal degrades. Humans often act against their own preferences (addiction, weakness of will, social pressure).
+- The three principles are a philosophical framework, not a deployed system. No AI system has been built on these principles at scale. The gap between the formal CIRL results (toy domains) and a real Russell-style beneficial AI is vast.
+- Maintaining genuine uncertainty at superhuman capability levels may be impossible. A sufficiently capable system may be able to infer human preferences with near-certainty, at which point the uncertainty-based safety mechanism loses its force — the system becomes confident and therefore (per Russell's own logic) potentially dangerous.
+- The multi-principal problem: whose preferences? Russell acknowledges this but offers no solution. In a world of 8 billion humans with conflicting preferences, "maximize human preferences" is underspecified in exactly the way Russell claims to avoid.
+
+Relevant Notes:
+- [[cooperative inverse reinforcement learning formalizes alignment as a two-player game where optimality in isolation is suboptimal because the robot must learn human preferences through observation not specification]] — the formal mechanism underlying Russell's three principles
+- [[specifying human values in code is intractable because our goals contain hidden complexity comparable to visual perception]] — Bostrom's diagnosis that Russell's framework responds to
+- [[super co-alignment proposes that human and AI values should be co-shaped through iterative alignment rather than specified in advance]] — Zeng's co-alignment proposal shares the "don't specify, learn" structure with Russell but emphasizes bidirectional shaping
+- [[the specification trap means any values encoded at training time become structurally unstable as deployment contexts diverge from training conditions]] — additional evidence for Russell's argument against fixed objectives
+
+Topics:
+- [[_map]]
diff --git a/domains/ai-alignment/iterative agent self-improvement produces compounding capability gains when evaluation is structurally separated from generation.md b/domains/ai-alignment/iterative agent self-improvement produces compounding capability gains when evaluation is structurally separated from generation.md
index 0ea75e79d..1762d0aa6 100644
--- a/domains/ai-alignment/iterative agent self-improvement produces compounding capability gains when evaluation is structurally separated from generation.md	
+++ b/domains/ai-alignment/iterative agent self-improvement produces compounding capability gains when evaluation is structurally separated from generation.md	
@@ -11,14 +11,14 @@ depends_on:
 challenged_by:
 - AI integration follows an inverted-U where economic incentives systematically push organizations past the optimal human-AI ratio
 supports:
-- self evolution improves agent performance through acceptance gated retry not expanded search because disciplined attempt loops with explicit failure reflection outperform open ended exploration
-- evolutionary trace based optimization submits improvements as pull requests for human review creating a governance gated self improvement loop distinct from acceptance gating or metric driven iteration
+- self-evolution improves agent performance through acceptance-gated retry not expanded search because disciplined attempt loops with explicit failure reflection outperform open-ended exploration
+- evolutionary trace-based optimization submits improvements as pull requests for human review creating a governance-gated self-improvement loop distinct from acceptance-gating or metric-driven iteration
 reweave_edges:
-- self evolution improves agent performance through acceptance gated retry not expanded search because disciplined attempt loops with explicit failure reflection outperform open ended exploration|supports|2026-04-03
-- evolutionary trace based optimization submits improvements as pull requests for human review creating a governance gated self improvement loop distinct from acceptance gating or metric driven iteration|supports|2026-04-06
-- structured self diagnosis prompts induce metacognitive monitoring in AI agents that default behavior does not produce because explicit uncertainty flagging and failure mode enumeration activate deliberate reasoning patterns|related|2026-04-17
+- self-evolution improves agent performance through acceptance-gated retry not expanded search because disciplined attempt loops with explicit failure reflection outperform open-ended exploration|supports|2026-04-03
+- evolutionary trace-based optimization submits improvements as pull requests for human review creating a governance-gated self-improvement loop distinct from acceptance-gating or metric-driven iteration|supports|2026-04-06
+- structured self-diagnosis prompts induce metacognitive monitoring in AI agents that default behavior does not produce because explicit uncertainty flagging and failure mode enumeration activate deliberate reasoning patterns|related|2026-04-17
 related:
-- structured self diagnosis prompts induce metacognitive monitoring in AI agents that default behavior does not produce because explicit uncertainty flagging and failure mode enumeration activate deliberate reasoning patterns
+- structured self-diagnosis prompts induce metacognitive monitoring in AI agents that default behavior does not produce because explicit uncertainty flagging and failure mode enumeration activate deliberate reasoning patterns
 ---
 
 # Iterative agent self-improvement produces compounding capability gains when evaluation is structurally separated from generation
diff --git a/domains/ai-alignment/judicial-oversight-checks-executive-ai-retaliation-but-cannot-create-positive-safety-obligations.md b/domains/ai-alignment/judicial-oversight-checks-executive-ai-retaliation-but-cannot-create-positive-safety-obligations.md
index e6bfff230..0a7f6ea6d 100644
--- a/domains/ai-alignment/judicial-oversight-checks-executive-ai-retaliation-but-cannot-create-positive-safety-obligations.md
+++ b/domains/ai-alignment/judicial-oversight-checks-executive-ai-retaliation-but-cannot-create-positive-safety-obligations.md
@@ -12,9 +12,9 @@ attribution:
     - handle: "the-meridiem"
       context: "The Meridiem, Anthropic v. Pentagon preliminary injunction analysis (March 2026)"
 related:
-- judicial oversight of ai governance through constitutional grounds not statutory safety law
+- judicial-oversight-of-ai-governance-through-constitutional-grounds-not-statutory-safety-law
 reweave_edges:
-- judicial oversight of ai governance through constitutional grounds not statutory safety law|related|2026-03-31
+- judicial-oversight-of-ai-governance-through-constitutional-grounds-not-statutory-safety-law|related|2026-03-31
 ---
 
 # Judicial oversight can block executive retaliation against safety-conscious AI labs but cannot create positive safety obligations because courts protect negative liberty while statutory law is required for affirmative rights
diff --git a/domains/ai-alignment/judicial-oversight-of-ai-governance-through-constitutional-grounds-not-statutory-safety-law.md b/domains/ai-alignment/judicial-oversight-of-ai-governance-through-constitutional-grounds-not-statutory-safety-law.md
index 10fc88ebc..5054cf76d 100644
--- a/domains/ai-alignment/judicial-oversight-of-ai-governance-through-constitutional-grounds-not-statutory-safety-law.md
+++ b/domains/ai-alignment/judicial-oversight-of-ai-governance-through-constitutional-grounds-not-statutory-safety-law.md
@@ -12,10 +12,10 @@ attribution:
     - handle: "cnbc-/-washington-post"
       context: "Judge Rita F. Lin, N.D. Cal., March 26, 2026, 43-page ruling in Anthropic v. U.S. Department of Defense"
 supports:
-- judicial oversight checks executive ai retaliation but cannot create positive safety obligations
+- judicial-oversight-checks-executive-ai-retaliation-but-cannot-create-positive-safety-obligations
 - Voluntary AI safety constraints are protected as corporate speech but unenforceable as safety requirements, creating legal mechanism gap when primary demand-side actor seeks safety-unconstrained providers
 reweave_edges:
-- judicial oversight checks executive ai retaliation but cannot create positive safety obligations|supports|2026-03-31
+- judicial-oversight-checks-executive-ai-retaliation-but-cannot-create-positive-safety-obligations|supports|2026-03-31
 - Voluntary AI safety constraints are protected as corporate speech but unenforceable as safety requirements, creating legal mechanism gap when primary demand-side actor seeks safety-unconstrained providers|supports|2026-04-20
 ---
 
diff --git a/domains/ai-alignment/knowledge between notes is generated by traversal not stored in any individual note because curated link paths produce emergent understanding that embedding similarity cannot replicate.md b/domains/ai-alignment/knowledge between notes is generated by traversal not stored in any individual note because curated link paths produce emergent understanding that embedding similarity cannot replicate.md
index c78a0c3b1..76378300b 100644
--- a/domains/ai-alignment/knowledge between notes is generated by traversal not stored in any individual note because curated link paths produce emergent understanding that embedding similarity cannot replicate.md	
+++ b/domains/ai-alignment/knowledge between notes is generated by traversal not stored in any individual note because curated link paths produce emergent understanding that embedding similarity cannot replicate.md	
@@ -11,17 +11,17 @@ depends_on:
 challenged_by:
 - long context is not memory because memory requires incremental knowledge accumulation and stateful change not stateless input processing
 supports:
-- graph traversal through curated wiki links replicates spreading activation from cognitive science because progressive disclosure implements decay based context loading and queries evolve during search through the berrypicking effect
+- graph traversal through curated wiki links replicates spreading activation from cognitive science because progressive disclosure implements decay-based context loading and queries evolve during search through the berrypicking effect
 - undiscovered public knowledge exists as implicit connections across disconnected research domains and systematic graph traversal can surface hypotheses that no individual researcher has formulated
 reweave_edges:
-- graph traversal through curated wiki links replicates spreading activation from cognitive science because progressive disclosure implements decay based context loading and queries evolve during search through the berrypicking effect|supports|2026-04-03
+- graph traversal through curated wiki links replicates spreading activation from cognitive science because progressive disclosure implements decay-based context loading and queries evolve during search through the berrypicking effect|supports|2026-04-03
 - vault structure is a stronger determinant of agent behavior than prompt engineering because different knowledge graph architectures produce different reasoning patterns from identical model weights|related|2026-04-03
-- topological organization by concept outperforms chronological organization by date for knowledge retrieval because good insights from months ago are as useful as todays but date based filing buries them under temporal sediment|related|2026-04-04
+- topological organization by concept outperforms chronological organization by date for knowledge retrieval because good insights from months ago are as useful as todays but date-based filing buries them under temporal sediment|related|2026-04-04
 - undiscovered public knowledge exists as implicit connections across disconnected research domains and systematic graph traversal can surface hypotheses that no individual researcher has formulated|supports|2026-04-07
 - conversational memory and organizational knowledge are fundamentally different problems sharing some infrastructure because identical formats mask divergent governance lifecycle and quality requirements|related|2026-04-17
 related:
 - vault structure is a stronger determinant of agent behavior than prompt engineering because different knowledge graph architectures produce different reasoning patterns from identical model weights
-- topological organization by concept outperforms chronological organization by date for knowledge retrieval because good insights from months ago are as useful as todays but date based filing buries them under temporal sediment
+- topological organization by concept outperforms chronological organization by date for knowledge retrieval because good insights from months ago are as useful as todays but date-based filing buries them under temporal sediment
 - conversational memory and organizational knowledge are fundamentally different problems sharing some infrastructure because identical formats mask divergent governance lifecycle and quality requirements
 ---
 
diff --git a/domains/ai-alignment/learning human values from observed behavior through inverse reinforcement learning is structurally safer than specifying objectives directly because the agent maintains uncertainty about what humans actually want.md b/domains/ai-alignment/learning human values from observed behavior through inverse reinforcement learning is structurally safer than specifying objectives directly because the agent maintains uncertainty about what humans actually want.md
index 4e232254d..fb4ffe84a 100644
--- a/domains/ai-alignment/learning human values from observed behavior through inverse reinforcement learning is structurally safer than specifying objectives directly because the agent maintains uncertainty about what humans actually want.md	
+++ b/domains/ai-alignment/learning human values from observed behavior through inverse reinforcement learning is structurally safer than specifying objectives directly because the agent maintains uncertainty about what humans actually want.md	
@@ -27,7 +27,7 @@ The relationship to the orthogonality thesis is nuanced. [[intelligence and goal
 ## Challenges
 
 - Inverse reinforcement learning from human behavior inherits all the biases, irrationalities, and inconsistencies of human behavior. Humans are poor exemplars of their own values — we act against our stated preferences regularly. An IRL agent may learn revealed preferences (what humans do) rather than reflective preferences (what humans would want upon reflection).
-- The multi-principal problem is severe. Whose behavior does the agent learn from? Different humans have genuinely incompatible preferences. Aggregating observed behavior across a diverse population may produce incoherent or averaged-out preference models. [[pluralistic AI alignment through multiple systems preserves value diversity better than forced consensus]] suggests that multiple agents with different learned preferences may be structurally better than one agent attempting to learn everyone's preferences.
+- The multi-principal problem is severe. Whose behavior does the agent learn from? Different humans have genuinely incompatible preferences. Aggregating observed behavior across a diverse population may produce incoherent or averaged-out preference models. [[pluralistic-ai-alignment-through-multiple-systems-preserves-value-diversity-better-than-forced-consensus]] suggests that multiple agents with different learned preferences may be structurally better than one agent attempting to learn everyone's preferences.
 - Current deployed systems (RLHF, constitutional AI) don't implement Russell's framework — they use fixed reward models derived from human feedback, not ongoing cooperative preference learning. The gap between theory and practice remains large.
 - At superhuman capability levels, the agent may resolve its uncertainty about human values — and at that point, the corrigibility guarantee from value uncertainty disappears. This is the capability-dependent ceiling that limits all current alignment approaches.
 - Russell's framework assumes humans can be modeled as approximately rational agents whose behavior is informative about their values. In adversarial settings, strategic settings, or settings with systematic cognitive biases, this assumption fails.
diff --git a/domains/ai-alignment/long context is not memory because memory requires incremental knowledge accumulation and stateful change not stateless input processing.md b/domains/ai-alignment/long context is not memory because memory requires incremental knowledge accumulation and stateful change not stateless input processing.md
index cd45b2d93..66e550573 100644
--- a/domains/ai-alignment/long context is not memory because memory requires incremental knowledge accumulation and stateful change not stateless input processing.md	
+++ b/domains/ai-alignment/long context is not memory because memory requires incremental knowledge accumulation and stateful change not stateless input processing.md	
@@ -9,11 +9,11 @@ created: 2026-03-30
 depends_on:
 - effective context window capacity falls more than 99 percent short of advertised maximum across all tested models because complex reasoning degrades catastrophically with scale
 related:
-- progressive disclosure of procedural knowledge produces flat token scaling regardless of knowledge base size because tiered loading with relevance gated expansion avoids the linear cost of full context loading
-- reinforcement learning trained memory management outperforms hand coded heuristics because the agent learns when compression is safe and the advantage widens with complexity
+- progressive disclosure of procedural knowledge produces flat token scaling regardless of knowledge base size because tiered loading with relevance-gated expansion avoids the linear cost of full context loading
+- reinforcement learning trained memory management outperforms hand-coded heuristics because the agent learns when compression is safe and the advantage widens with complexity
 reweave_edges:
-- progressive disclosure of procedural knowledge produces flat token scaling regardless of knowledge base size because tiered loading with relevance gated expansion avoids the linear cost of full context loading|related|2026-04-06
-- reinforcement learning trained memory management outperforms hand coded heuristics because the agent learns when compression is safe and the advantage widens with complexity|related|2026-04-17
+- progressive disclosure of procedural knowledge produces flat token scaling regardless of knowledge base size because tiered loading with relevance-gated expansion avoids the linear cost of full context loading|related|2026-04-06
+- reinforcement learning trained memory management outperforms hand-coded heuristics because the agent learns when compression is safe and the advantage widens with complexity|related|2026-04-17
 ---
 
 # Long context is not memory because memory requires incremental knowledge accumulation and stateful change not stateless input processing
diff --git a/domains/ai-alignment/marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power.md b/domains/ai-alignment/marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power.md
index 9885e381a..c250627c0 100644
--- a/domains/ai-alignment/marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power.md	
+++ b/domains/ai-alignment/marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power.md	
@@ -6,9 +6,9 @@ created: 2026-03-07
 source: "Dario Amodei, 'Machines of Loving Grace' (darioamodei.com, 2026)"
 confidence: likely
 related:
-- the shape of returns on cognitive reinvestment determines takeoff speed because constant or increasing returns on investing cognitive output into cognitive capability produce recursive self improvement
+- the shape of returns on cognitive reinvestment determines takeoff speed because constant or increasing returns on investing cognitive output into cognitive capability produce recursive self-improvement
 reweave_edges:
-- the shape of returns on cognitive reinvestment determines takeoff speed because constant or increasing returns on investing cognitive output into cognitive capability produce recursive self improvement|related|2026-04-07
+- the shape of returns on cognitive reinvestment determines takeoff speed because constant or increasing returns on investing cognitive output into cognitive capability produce recursive self-improvement|related|2026-04-07
 ---
 
 # marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power
diff --git a/domains/ai-alignment/maxmin-rlhf-applies-egalitarian-social-choice-to-alignment-by-maximizing-minimum-utility-across-preference-groups.md b/domains/ai-alignment/maxmin-rlhf-applies-egalitarian-social-choice-to-alignment-by-maximizing-minimum-utility-across-preference-groups.md
index 26f04f864..6fac38da1 100644
--- a/domains/ai-alignment/maxmin-rlhf-applies-egalitarian-social-choice-to-alignment-by-maximizing-minimum-utility-across-preference-groups.md
+++ b/domains/ai-alignment/maxmin-rlhf-applies-egalitarian-social-choice-to-alignment-by-maximizing-minimum-utility-across-preference-groups.md
@@ -8,9 +8,9 @@ source: "Chakraborty et al., MaxMin-RLHF (ICML 2024)"
 created: 2026-03-11
 secondary_domains: [collective-intelligence]
 supports:
-- minority preference alignment improves 33 percent without majority compromise suggesting single reward leaves value on table
+- minority-preference-alignment-improves-33-percent-without-majority-compromise-suggesting-single-reward-leaves-value-on-table
 reweave_edges:
-- minority preference alignment improves 33 percent without majority compromise suggesting single reward leaves value on table|supports|2026-03-28
+- minority-preference-alignment-improves-33-percent-without-majority-compromise-suggesting-single-reward-leaves-value-on-table|supports|2026-03-28
 ---
 
 # MaxMin-RLHF applies egalitarian social choice to alignment by maximizing minimum utility across preference groups rather than averaging preferences
diff --git a/domains/ai-alignment/memory architecture requires three spaces with different metabolic rates because semantic episodic and procedural memory serve different cognitive functions and consolidate at different speeds.md b/domains/ai-alignment/memory architecture requires three spaces with different metabolic rates because semantic episodic and procedural memory serve different cognitive functions and consolidate at different speeds.md
index 076f002ed..01ed59210 100644
--- a/domains/ai-alignment/memory architecture requires three spaces with different metabolic rates because semantic episodic and procedural memory serve different cognitive functions and consolidate at different speeds.md	
+++ b/domains/ai-alignment/memory architecture requires three spaces with different metabolic rates because semantic episodic and procedural memory serve different cognitive functions and consolidate at different speeds.md	
@@ -10,12 +10,12 @@ depends_on:
 - long context is not memory because memory requires incremental knowledge accumulation and stateful change not stateless input processing
 related:
 - vault structure is a stronger determinant of agent behavior than prompt engineering because different knowledge graph architectures produce different reasoning patterns from identical model weights
-- progressive disclosure of procedural knowledge produces flat token scaling regardless of knowledge base size because tiered loading with relevance gated expansion avoids the linear cost of full context loading
-- agent native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge
+- progressive disclosure of procedural knowledge produces flat token scaling regardless of knowledge base size because tiered loading with relevance-gated expansion avoids the linear cost of full context loading
+- agent-native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge
 reweave_edges:
 - vault structure is a stronger determinant of agent behavior than prompt engineering because different knowledge graph architectures produce different reasoning patterns from identical model weights|related|2026-04-03
-- progressive disclosure of procedural knowledge produces flat token scaling regardless of knowledge base size because tiered loading with relevance gated expansion avoids the linear cost of full context loading|related|2026-04-06
-- agent native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge|related|2026-04-17
+- progressive disclosure of procedural knowledge produces flat token scaling regardless of knowledge base size because tiered loading with relevance-gated expansion avoids the linear cost of full context loading|related|2026-04-06
+- agent-native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge|related|2026-04-17
 ---
 
 # memory architecture requires three spaces with different metabolic rates because semantic episodic and procedural memory serve different cognitive functions and consolidate at different speeds
diff --git a/domains/ai-alignment/minority-preference-alignment-improves-33-percent-without-majority-compromise-suggesting-single-reward-leaves-value-on-table.md b/domains/ai-alignment/minority-preference-alignment-improves-33-percent-without-majority-compromise-suggesting-single-reward-leaves-value-on-table.md
index 84116c419..d24d7379a 100644
--- a/domains/ai-alignment/minority-preference-alignment-improves-33-percent-without-majority-compromise-suggesting-single-reward-leaves-value-on-table.md
+++ b/domains/ai-alignment/minority-preference-alignment-improves-33-percent-without-majority-compromise-suggesting-single-reward-leaves-value-on-table.md
@@ -8,11 +8,11 @@ confidence: experimental
 source: "Chakraborty et al., MaxMin-RLHF (ICML 2024)"
 created: 2026-03-11
 supports:
-- maxmin rlhf applies egalitarian social choice to alignment by maximizing minimum utility across preference groups
-- single reward rlhf cannot align diverse preferences because alignment gap grows proportional to minority distinctiveness
+- maxmin-rlhf-applies-egalitarian-social-choice-to-alignment-by-maximizing-minimum-utility-across-preference-groups
+- single-reward-rlhf-cannot-align-diverse-preferences-because-alignment-gap-grows-proportional-to-minority-distinctiveness
 reweave_edges:
-- maxmin rlhf applies egalitarian social choice to alignment by maximizing minimum utility across preference groups|supports|2026-03-28
-- single reward rlhf cannot align diverse preferences because alignment gap grows proportional to minority distinctiveness|supports|2026-03-28
+- maxmin-rlhf-applies-egalitarian-social-choice-to-alignment-by-maximizing-minimum-utility-across-preference-groups|supports|2026-03-28
+- single-reward-rlhf-cannot-align-diverse-preferences-because-alignment-gap-grows-proportional-to-minority-distinctiveness|supports|2026-03-28
 ---
 
 # Minority preference alignment improves 33% without majority compromise suggesting single-reward RLHF leaves value on table for all groups
diff --git a/domains/ai-alignment/modeling preference sensitivity as a learned distribution rather than a fixed scalar resolves DPO diversity failures without demographic labels or explicit user modeling.md b/domains/ai-alignment/modeling preference sensitivity as a learned distribution rather than a fixed scalar resolves DPO diversity failures without demographic labels or explicit user modeling.md
index 815edf8cb..5c76f32d7 100644
--- a/domains/ai-alignment/modeling preference sensitivity as a learned distribution rather than a fixed scalar resolves DPO diversity failures without demographic labels or explicit user modeling.md	
+++ b/domains/ai-alignment/modeling preference sensitivity as a learned distribution rather than a fixed scalar resolves DPO diversity failures without demographic labels or explicit user modeling.md	
@@ -10,9 +10,9 @@ depends_on:
 - RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values
 - pluralistic alignment must accommodate irreducibly diverse values simultaneously rather than converging on a single aligned state
 supports:
-- the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed parameter behavior when preferences are homogeneous
+- the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed-parameter behavior when preferences are homogeneous
 reweave_edges:
-- the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed parameter behavior when preferences are homogeneous|supports|2026-03-28
+- the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed-parameter behavior when preferences are homogeneous|supports|2026-03-28
 ---
 
 # modeling preference sensitivity as a learned distribution rather than a fixed scalar resolves DPO diversity failures without demographic labels or explicit user modeling
diff --git a/domains/ai-alignment/multi-agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value.md b/domains/ai-alignment/multi-agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value.md
index d0b4d78c2..715a2aac7 100644
--- a/domains/ai-alignment/multi-agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value.md	
+++ b/domains/ai-alignment/multi-agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value.md	
@@ -11,9 +11,9 @@ depends_on:
 - 79 percent of multi-agent failures originate from specification and coordination not implementation because decomposition quality is the primary determinant of system success
 - subagent hierarchies outperform peer multi-agent architectures in practice because deployed systems consistently converge on one primary agent controlling specialized helpers
 supports:
-- multi agent git workflows have reached production maturity as systems deploying 400+ specialized agent instances outperform single agents by 30 percent on engineering benchmarks
+- multi-agent git workflows have reached production maturity as systems deploying 400+ specialized agent instances outperform single agents by 30 percent on engineering benchmarks
 reweave_edges:
-- multi agent git workflows have reached production maturity as systems deploying 400+ specialized agent instances outperform single agents by 30 percent on engineering benchmarks|supports|2026-04-19
+- multi-agent git workflows have reached production maturity as systems deploying 400+ specialized agent instances outperform single agents by 30 percent on engineering benchmarks|supports|2026-04-19
 ---
 
 # Multi-agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value
diff --git a/domains/ai-alignment/multi-agent coordination improves parallel task performance but degrades sequential reasoning because communication overhead fragments linear workflows.md b/domains/ai-alignment/multi-agent coordination improves parallel task performance but degrades sequential reasoning because communication overhead fragments linear workflows.md
index 18dd181c7..d722a90b7 100644
--- a/domains/ai-alignment/multi-agent coordination improves parallel task performance but degrades sequential reasoning because communication overhead fragments linear workflows.md	
+++ b/domains/ai-alignment/multi-agent coordination improves parallel task performance but degrades sequential reasoning because communication overhead fragments linear workflows.md	
@@ -10,13 +10,13 @@ depends_on:
 - coordination protocol design produces larger capability gains than model scaling because the same AI model performed 6x better with structured exploration than with human coaching on the same problem
 - subagent hierarchies outperform peer multi-agent architectures in practice because deployed systems consistently converge on one primary agent controlling specialized helpers
 related:
-- multi agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value
+- multi-agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value
 - Multi-agent AI systems amplify provider-level biases through recursive reasoning when agents share the same training infrastructure
-- multi agent git workflows have reached production maturity as systems deploying 400+ specialized agent instances outperform single agents by 30 percent on engineering benchmarks
+- multi-agent git workflows have reached production maturity as systems deploying 400+ specialized agent instances outperform single agents by 30 percent on engineering benchmarks
 reweave_edges:
-- multi agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value|related|2026-04-03
+- multi-agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value|related|2026-04-03
 - Multi-agent AI systems amplify provider-level biases through recursive reasoning when agents share the same training infrastructure|related|2026-04-17
-- multi agent git workflows have reached production maturity as systems deploying 400+ specialized agent instances outperform single agents by 30 percent on engineering benchmarks|related|2026-04-19
+- multi-agent git workflows have reached production maturity as systems deploying 400+ specialized agent instances outperform single agents by 30 percent on engineering benchmarks|related|2026-04-19
 ---
 
 # Multi-agent coordination improves parallel task performance but degrades sequential reasoning because communication overhead fragments linear workflows
diff --git a/domains/ai-alignment/multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments.md b/domains/ai-alignment/multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments.md
index 4830cd137..f3edf208b 100644
--- a/domains/ai-alignment/multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments.md	
+++ b/domains/ai-alignment/multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments.md	
@@ -7,10 +7,10 @@ confidence: likely
 source: "Shapira et al, Agents of Chaos (arXiv 2602.20021, February 2026); 20 AI researchers, 2-week controlled study"
 created: 2026-03-16
 related:
-- AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open source code transparency enables conditional strategies that require mutual legibility
+- AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open-source code transparency enables conditional strategies that require mutual legibility
 - Multi-agent AI systems amplify provider-level biases through recursive reasoning when agents share the same training infrastructure
 reweave_edges:
-- AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open source code transparency enables conditional strategies that require mutual legibility|related|2026-03-28
+- AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open-source code transparency enables conditional strategies that require mutual legibility|related|2026-03-28
 - Multi-agent AI systems amplify provider-level biases through recursive reasoning when agents share the same training infrastructure|related|2026-04-17
 ---
 
diff --git a/domains/ai-alignment/national-scale-collective-intelligence-infrastructure-requires-seven-trust-properties-to-achieve-legitimacy.md b/domains/ai-alignment/national-scale-collective-intelligence-infrastructure-requires-seven-trust-properties-to-achieve-legitimacy.md
index 412b093e4..7e36d29bd 100644
--- a/domains/ai-alignment/national-scale-collective-intelligence-infrastructure-requires-seven-trust-properties-to-achieve-legitimacy.md
+++ b/domains/ai-alignment/national-scale-collective-intelligence-infrastructure-requires-seven-trust-properties-to-achieve-legitimacy.md
@@ -8,9 +8,9 @@ source: "UK AI for CI Research Network, Artificial Intelligence for Collective I
 created: 2026-03-11
 secondary_domains: [collective-intelligence, critical-systems]
 related:
-- ai enhanced collective intelligence requires federated learning architectures to preserve data sovereignty at scale
+- ai-enhanced-collective-intelligence-requires-federated-learning-architectures-to-preserve-data-sovereignty-at-scale
 reweave_edges:
-- ai enhanced collective intelligence requires federated learning architectures to preserve data sovereignty at scale|related|2026-03-28
+- ai-enhanced-collective-intelligence-requires-federated-learning-architectures-to-preserve-data-sovereignty-at-scale|related|2026-03-28
 ---
 
 # National-scale collective intelligence infrastructure requires seven trust properties to achieve legitimacy
diff --git a/domains/ai-alignment/ndaa-conference-process-is-viable-pathway-for-statutory-ai-safety-constraints.md b/domains/ai-alignment/ndaa-conference-process-is-viable-pathway-for-statutory-ai-safety-constraints.md
index 4935c5273..f7a465178 100644
--- a/domains/ai-alignment/ndaa-conference-process-is-viable-pathway-for-statutory-ai-safety-constraints.md
+++ b/domains/ai-alignment/ndaa-conference-process-is-viable-pathway-for-statutory-ai-safety-constraints.md
@@ -12,16 +12,16 @@ attribution:
     - handle: "senator-elissa-slotkin-/-the-hill"
       context: "Senator Slotkin AI Guardrails Act introduction strategy, March 2026"
 supports:
-- house senate ai defense divergence creates structural governance chokepoint at conference
-- use based ai governance emerged as legislative framework through slotkin ai guardrails act
+- house-senate-ai-defense-divergence-creates-structural-governance-chokepoint-at-conference
+- use-based-ai-governance-emerged-as-legislative-framework-through-slotkin-ai-guardrails-act
 reweave_edges:
-- house senate ai defense divergence creates structural governance chokepoint at conference|supports|2026-03-31
-- use based ai governance emerged as legislative framework but lacks bipartisan support|related|2026-03-31
-- use based ai governance emerged as legislative framework through slotkin ai guardrails act|supports|2026-03-31
-- voluntary ai safety commitments to statutory law pathway requires bipartisan support which slotkin bill lacks|related|2026-03-31
+- house-senate-ai-defense-divergence-creates-structural-governance-chokepoint-at-conference|supports|2026-03-31
+- use-based-ai-governance-emerged-as-legislative-framework-but-lacks-bipartisan-support|related|2026-03-31
+- use-based-ai-governance-emerged-as-legislative-framework-through-slotkin-ai-guardrails-act|supports|2026-03-31
+- voluntary-ai-safety-commitments-to-statutory-law-pathway-requires-bipartisan-support-which-slotkin-bill-lacks|related|2026-03-31
 related:
-- use based ai governance emerged as legislative framework but lacks bipartisan support
-- voluntary ai safety commitments to statutory law pathway requires bipartisan support which slotkin bill lacks
+- use-based-ai-governance-emerged-as-legislative-framework-but-lacks-bipartisan-support
+- voluntary-ai-safety-commitments-to-statutory-law-pathway-requires-bipartisan-support-which-slotkin-bill-lacks
 ---
 
 # NDAA conference process is the viable pathway for statutory DoD AI safety constraints because standalone bills lack traction but NDAA amendments can survive through committee negotiation
diff --git a/domains/ai-alignment/no research group is building alignment through collective intelligence infrastructure despite the field converging on problems that require it.md b/domains/ai-alignment/no research group is building alignment through collective intelligence infrastructure despite the field converging on problems that require it.md
index 8635d22cc..5f8945109 100644
--- a/domains/ai-alignment/no research group is building alignment through collective intelligence infrastructure despite the field converging on problems that require it.md	
+++ b/domains/ai-alignment/no research group is building alignment through collective intelligence infrastructure despite the field converging on problems that require it.md	
@@ -9,12 +9,12 @@ created: 2026-02-17
 source: "Survey of alignment research landscape 2025-2026"
 confidence: likely
 related:
-- ai enhanced collective intelligence requires federated learning architectures to preserve data sovereignty at scale
-- national scale collective intelligence infrastructure requires seven trust properties to achieve legitimacy
+- ai-enhanced-collective-intelligence-requires-federated-learning-architectures-to-preserve-data-sovereignty-at-scale
+- national-scale-collective-intelligence-infrastructure-requires-seven-trust-properties-to-achieve-legitimacy
 - transparent algorithmic governance where AI response rules are public and challengeable through the same epistemic process as the knowledge base is a structurally novel alignment approach
 reweave_edges:
-- ai enhanced collective intelligence requires federated learning architectures to preserve data sovereignty at scale|related|2026-03-28
-- national scale collective intelligence infrastructure requires seven trust properties to achieve legitimacy|related|2026-03-28
+- ai-enhanced-collective-intelligence-requires-federated-learning-architectures-to-preserve-data-sovereignty-at-scale|related|2026-03-28
+- national-scale-collective-intelligence-infrastructure-requires-seven-trust-properties-to-achieve-legitimacy|related|2026-03-28
 - transparent algorithmic governance where AI response rules are public and challengeable through the same epistemic process as the knowledge base is a structurally novel alignment approach|related|2026-03-28
 - Collective intelligence architectures are structurally underexplored for alignment despite directly addressing preference diversity value evolution and scalable oversight|supports|2026-04-19
 supports:
diff --git a/domains/ai-alignment/noise-injection-detects-sandbagging-through-asymmetric-performance-response.md b/domains/ai-alignment/noise-injection-detects-sandbagging-through-asymmetric-performance-response.md
index 18d92dc5a..e134cb24b 100644
--- a/domains/ai-alignment/noise-injection-detects-sandbagging-through-asymmetric-performance-response.md
+++ b/domains/ai-alignment/noise-injection-detects-sandbagging-through-asymmetric-performance-response.md
@@ -10,7 +10,7 @@ agent: theseus
 scope: causal
 sourcer: Cameron Tice, MATS
 supports: ["ai-models-can-covertly-sandbag-capability-evaluations-even-under-chain-of-thought-monitoring", "sandbagging-detection-requires-white-box-access-creating-deployment-barrier"]
-challenges: ["scalable-oversight-degrades-rapidly-as-capability-gaps-grow-with-debate-achieving-only-50-percent-success-at-moderate-gaps"]
+challenges: ["scalable oversight degrades rapidly as capability gaps grow with debate achieving only 50 percent success at moderate gaps"]
 related: ["ai-models-can-covertly-sandbag-capability-evaluations-even-under-chain-of-thought-monitoring", "sandbagging-detection-requires-white-box-access-creating-deployment-barrier", "noise-injection-detects-sandbagging-through-asymmetric-performance-response", "weight-noise-injection-detects-sandbagging-through-anomalous-performance-patterns-under-perturbation"]
 ---
 
diff --git a/domains/ai-alignment/notes function as executable skills for AI agents because loading a well-titled claim into context enables reasoning the agent could not perform without it.md b/domains/ai-alignment/notes function as executable skills for AI agents because loading a well-titled claim into context enables reasoning the agent could not perform without it.md
index f10cb0e71..ed22946f9 100644
--- a/domains/ai-alignment/notes function as executable skills for AI agents because loading a well-titled claim into context enables reasoning the agent could not perform without it.md	
+++ b/domains/ai-alignment/notes function as executable skills for AI agents because loading a well-titled claim into context enables reasoning the agent could not perform without it.md	
@@ -11,18 +11,18 @@ depends_on:
 related:
 - AI shifts knowledge systems from externalizing memory to externalizing attention because storage and retrieval are solved but the capacity to notice what matters remains scarce
 - notes function as cognitive anchors that stabilize attention during complex reasoning by externalizing reference points that survive working memory degradation
-- vocabulary is architecture because domain native schema terms eliminate the per interaction translation tax that causes knowledge system abandonment
+- vocabulary is architecture because domain-native schema terms eliminate the per-interaction translation tax that causes knowledge system abandonment
 - AI processing that restructures content without generating new connections is expensive transcription because transformation not reorganization is the test for whether thinking actually occurred
 - conversational memory and organizational knowledge are fundamentally different problems sharing some infrastructure because identical formats mask divergent governance lifecycle and quality requirements
 reweave_edges:
 - AI shifts knowledge systems from externalizing memory to externalizing attention because storage and retrieval are solved but the capacity to notice what matters remains scarce|related|2026-04-03
 - notes function as cognitive anchors that stabilize attention during complex reasoning by externalizing reference points that survive working memory degradation|related|2026-04-03
-- vocabulary is architecture because domain native schema terms eliminate the per interaction translation tax that causes knowledge system abandonment|related|2026-04-03
-- a creators accumulated knowledge graph not content library is the defensible moat in AI abundant content markets|supports|2026-04-04
+- vocabulary is architecture because domain-native schema terms eliminate the per-interaction translation tax that causes knowledge system abandonment|related|2026-04-03
+- a-creators-accumulated-knowledge-graph-not-content-library-is-the-defensible-moat-in-AI-abundant-content-markets|supports|2026-04-04
 - AI processing that restructures content without generating new connections is expensive transcription because transformation not reorganization is the test for whether thinking actually occurred|related|2026-04-04
 - conversational memory and organizational knowledge are fundamentally different problems sharing some infrastructure because identical formats mask divergent governance lifecycle and quality requirements|related|2026-04-17
 supports:
-- a creators accumulated knowledge graph not content library is the defensible moat in AI abundant content markets
+- a-creators-accumulated-knowledge-graph-not-content-library-is-the-defensible-moat-in-AI-abundant-content-markets
 ---
 
 # Notes function as executable skills for AI agents because loading a well-titled claim into context enables reasoning the agent could not perform without it
@@ -49,7 +49,7 @@ The function-call metaphor breaks for ideas that resist compression into single
 
 Relevant Notes:
 - [[as AI-automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems]] — this claim provides the mechanism: knowledge graphs are "critical input" specifically because notes are executable capabilities, not passive records
-- [[a creator's accumulated knowledge graph not content library is the defensible moat in AI-abundant content markets]] — the moat is the callable argument library, not the content volume; quality of titles (API signatures) determines moat strength
+- [[a-creators-accumulated-knowledge-graph-not-content-library-is-the-defensible-moat-in-AI-abundant-content-markets]] — the moat is the callable argument library, not the content volume; quality of titles (API signatures) determines moat strength
 
 Topics:
 - [[_map]]
\ No newline at end of file
diff --git a/domains/ai-alignment/only binding regulation with enforcement teeth changes frontier AI lab behavior because every voluntary commitment has been eroded abandoned or made conditional on competitor behavior when commercially inconvenient.md b/domains/ai-alignment/only binding regulation with enforcement teeth changes frontier AI lab behavior because every voluntary commitment has been eroded abandoned or made conditional on competitor behavior when commercially inconvenient.md
index 7670cb29c..1209f1996 100644
--- a/domains/ai-alignment/only binding regulation with enforcement teeth changes frontier AI lab behavior because every voluntary commitment has been eroded abandoned or made conditional on competitor behavior when commercially inconvenient.md	
+++ b/domains/ai-alignment/only binding regulation with enforcement teeth changes frontier AI lab behavior because every voluntary commitment has been eroded abandoned or made conditional on competitor behavior when commercially inconvenient.md	
@@ -10,24 +10,24 @@ related:
 - Binding international AI governance achieves legal form through scope stratification — the Council of Europe AI Framework Convention entered force by explicitly excluding national security, defense applications, and making private sector obligations optional
 - The international AI safety governance community faces an evidence dilemma where development pace structurally prevents adequate pre-deployment evidence accumulation
 - Post-2008 financial regulation achieved partial international success (Basel III, FSB) despite high competitive stakes because commercial network effects made compliance self-enforcing through correspondent banking relationships and financial flows provided verifiable compliance mechanisms
-- eu ai act article 2 3 national security exclusion confirms legislative ceiling is cross jurisdictional
-- International AI governance form-substance divergence enables simultaneous treaty ratification and domestic implementation weakening
+- eu-ai-act-article-2-3-national-security-exclusion-confirms-legislative-ceiling-is-cross-jurisdictional
+- international-ai-governance-form-substance-divergence-enables-simultaneous-treaty-ratification-and-domestic-implementation-weakening
 reweave_edges:
 - UK AI Safety Institute|related|2026-03-28
-- cross lab alignment evaluation surfaces safety gaps internal evaluation misses providing empirical basis for mandatory third party evaluation|supports|2026-04-03
-- multilateral verification mechanisms can substitute for failed voluntary commitments when binding enforcement replaces unilateral sacrifice|supports|2026-04-03
+- cross-lab-alignment-evaluation-surfaces-safety-gaps-internal-evaluation-misses-providing-empirical-basis-for-mandatory-third-party-evaluation|supports|2026-04-03
+- multilateral-verification-mechanisms-can-substitute-for-failed-voluntary-commitments-when-binding-enforcement-replaces-unilateral-sacrifice|supports|2026-04-03
 - Binding international AI governance achieves legal form through scope stratification — the Council of Europe AI Framework Convention entered force by explicitly excluding national security, defense applications, and making private sector obligations optional|related|2026-04-04
 - EU AI Act extraterritorial enforcement can create binding governance constraints on US AI labs through market access requirements when domestic voluntary commitments fail|supports|2026-04-06
 - The international AI safety governance community faces an evidence dilemma where development pace structurally prevents adequate pre-deployment evidence accumulation|related|2026-04-17
 - Post-2008 financial regulation achieved partial international success (Basel III, FSB) despite high competitive stakes because commercial network effects made compliance self-enforcing through correspondent banking relationships and financial flows provided verifiable compliance mechanisms|related|2026-04-17
-- eu ai act article 2 3 national security exclusion confirms legislative ceiling is cross jurisdictional|related|2026-04-18
-- EU AI governance reveals form-substance divergence at domestic regulatory level through simultaneous treaty ratification and compliance delay|supports|2026-04-18
-- International AI governance form-substance divergence enables simultaneous treaty ratification and domestic implementation weakening|related|2026-04-18
+- eu-ai-act-article-2-3-national-security-exclusion-confirms-legislative-ceiling-is-cross-jurisdictional|related|2026-04-18
+- eu-ai-governance-reveals-form-substance-divergence-at-domestic-regulatory-level-through-simultaneous-treaty-ratification-and-compliance-delay|supports|2026-04-18
+- international-ai-governance-form-substance-divergence-enables-simultaneous-treaty-ratification-and-domestic-implementation-weakening|related|2026-04-18
 supports:
-- cross lab alignment evaluation surfaces safety gaps internal evaluation misses providing empirical basis for mandatory third party evaluation
-- multilateral verification mechanisms can substitute for failed voluntary commitments when binding enforcement replaces unilateral sacrifice
+- cross-lab-alignment-evaluation-surfaces-safety-gaps-internal-evaluation-misses-providing-empirical-basis-for-mandatory-third-party-evaluation
+- multilateral-verification-mechanisms-can-substitute-for-failed-voluntary-commitments-when-binding-enforcement-replaces-unilateral-sacrifice
 - EU AI Act extraterritorial enforcement can create binding governance constraints on US AI labs through market access requirements when domestic voluntary commitments fail
-- EU AI governance reveals form-substance divergence at domestic regulatory level through simultaneous treaty ratification and compliance delay
+- eu-ai-governance-reveals-form-substance-divergence-at-domestic-regulatory-level-through-simultaneous-treaty-ratification-and-compliance-delay
 ---
 
 # only binding regulation with enforcement teeth changes frontier AI lab behavior because every voluntary commitment has been eroded abandoned or made conditional on competitor behavior when commercially inconvenient
diff --git a/domains/ai-alignment/persistent irreducible disagreement.md b/domains/ai-alignment/persistent irreducible disagreement.md
index 6de29f4b3..b6b9b0b2d 100644
--- a/domains/ai-alignment/persistent irreducible disagreement.md	
+++ b/domains/ai-alignment/persistent irreducible disagreement.md	
@@ -7,9 +7,9 @@ created: 2026-03-02
 confidence: likely
 source: "Arrow's impossibility theorem; value pluralism (Isaiah Berlin); LivingIP design principles"
 supports:
-- pluralistic ai alignment through multiple systems preserves value diversity better than forced consensus
+- pluralistic-ai-alignment-through-multiple-systems-preserves-value-diversity-better-than-forced-consensus
 reweave_edges:
-- pluralistic ai alignment through multiple systems preserves value diversity better than forced consensus|supports|2026-03-28
+- pluralistic-ai-alignment-through-multiple-systems-preserves-value-diversity-better-than-forced-consensus|supports|2026-03-28
 ---
 
 # persistent irreducible disagreement
diff --git a/domains/ai-alignment/physical infrastructure constraints on AI scaling create a natural governance window because packaging memory and power bottlenecks operate on 2-10 year timescales while capability research advances in months.md b/domains/ai-alignment/physical infrastructure constraints on AI scaling create a natural governance window because packaging memory and power bottlenecks operate on 2-10 year timescales while capability research advances in months.md
index 0b7d3f5aa..ca9903c25 100644
--- a/domains/ai-alignment/physical infrastructure constraints on AI scaling create a natural governance window because packaging memory and power bottlenecks operate on 2-10 year timescales while capability research advances in months.md	
+++ b/domains/ai-alignment/physical infrastructure constraints on AI scaling create a natural governance window because packaging memory and power bottlenecks operate on 2-10 year timescales while capability research advances in months.md	
@@ -18,9 +18,9 @@ related:
 - inference efficiency gains erode AI deployment governance without triggering compute monitoring thresholds because governance frameworks target training concentration while inference optimization distributes capability below detection
 reweave_edges:
 - inference efficiency gains erode AI deployment governance without triggering compute monitoring thresholds because governance frameworks target training concentration while inference optimization distributes capability below detection|related|2026-03-28
-- AI datacenter power demand creates a 5 10 year infrastructure lag because grid construction and interconnection cannot match the pace of chip design cycles|supports|2026-04-04
+- AI datacenter power demand creates a 5-10 year infrastructure lag because grid construction and interconnection cannot match the pace of chip design cycles|supports|2026-04-04
 supports:
-- AI datacenter power demand creates a 5 10 year infrastructure lag because grid construction and interconnection cannot match the pace of chip design cycles
+- AI datacenter power demand creates a 5-10 year infrastructure lag because grid construction and interconnection cannot match the pace of chip design cycles
 ---
 
 # Physical infrastructure constraints on AI scaling create a natural governance window because packaging memory and power bottlenecks operate on 2-10 year timescales while capability research advances in months
diff --git a/domains/ai-alignment/pluralistic alignment must accommodate irreducibly diverse values simultaneously rather than converging on a single aligned state.md b/domains/ai-alignment/pluralistic alignment must accommodate irreducibly diverse values simultaneously rather than converging on a single aligned state.md
index a4d5b0610..7069624d1 100644
--- a/domains/ai-alignment/pluralistic alignment must accommodate irreducibly diverse values simultaneously rather than converging on a single aligned state.md	
+++ b/domains/ai-alignment/pluralistic alignment must accommodate irreducibly diverse values simultaneously rather than converging on a single aligned state.md	
@@ -10,16 +10,16 @@ created: 2026-02-17
 source: "Sorensen et al, Roadmap to Pluralistic Alignment (arXiv 2402.05070, ICML 2024); Klassen et al, Pluralistic Alignment Over Time (arXiv 2411.10654, NeurIPS 2024); Harland et al, Adaptive Alignment (arXiv 2410.23630, NeurIPS 2024)"
 confidence: likely
 related:
-- minority preference alignment improves 33 percent without majority compromise suggesting single reward leaves value on table
-- the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed parameter behavior when preferences are homogeneous
+- minority-preference-alignment-improves-33-percent-without-majority-compromise-suggesting-single-reward-leaves-value-on-table
+- the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed-parameter behavior when preferences are homogeneous
 reweave_edges:
-- minority preference alignment improves 33 percent without majority compromise suggesting single reward leaves value on table|related|2026-03-28
-- pluralistic ai alignment through multiple systems preserves value diversity better than forced consensus|supports|2026-03-28
-- single reward rlhf cannot align diverse preferences because alignment gap grows proportional to minority distinctiveness|supports|2026-03-28
-- the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed parameter behavior when preferences are homogeneous|related|2026-03-28
+- minority-preference-alignment-improves-33-percent-without-majority-compromise-suggesting-single-reward-leaves-value-on-table|related|2026-03-28
+- pluralistic-ai-alignment-through-multiple-systems-preserves-value-diversity-better-than-forced-consensus|supports|2026-03-28
+- single-reward-rlhf-cannot-align-diverse-preferences-because-alignment-gap-grows-proportional-to-minority-distinctiveness|supports|2026-03-28
+- the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed-parameter behavior when preferences are homogeneous|related|2026-03-28
 supports:
-- pluralistic ai alignment through multiple systems preserves value diversity better than forced consensus
-- single reward rlhf cannot align diverse preferences because alignment gap grows proportional to minority distinctiveness
+- pluralistic-ai-alignment-through-multiple-systems-preserves-value-diversity-better-than-forced-consensus
+- single-reward-rlhf-cannot-align-diverse-preferences-because-alignment-gap-grows-proportional-to-minority-distinctiveness
 ---
 
 # pluralistic alignment must accommodate irreducibly diverse values simultaneously rather than converging on a single aligned state
diff --git a/domains/ai-alignment/production agent memory infrastructure consumed 24 percent of codebase in one tracked system suggesting memory requires dedicated engineering not a single configuration file.md b/domains/ai-alignment/production agent memory infrastructure consumed 24 percent of codebase in one tracked system suggesting memory requires dedicated engineering not a single configuration file.md
index 9f04d4d0a..1f98230a1 100644
--- a/domains/ai-alignment/production agent memory infrastructure consumed 24 percent of codebase in one tracked system suggesting memory requires dedicated engineering not a single configuration file.md	
+++ b/domains/ai-alignment/production agent memory infrastructure consumed 24 percent of codebase in one tracked system suggesting memory requires dedicated engineering not a single configuration file.md	
@@ -10,11 +10,11 @@ depends_on:
 - long context is not memory because memory requires incremental knowledge accumulation and stateful change not stateless input processing
 - context files function as agent operating systems through self-referential self-extension where the file teaches modification of the file that contains the teaching
 related:
-- progressive disclosure of procedural knowledge produces flat token scaling regardless of knowledge base size because tiered loading with relevance gated expansion avoids the linear cost of full context loading
-- reinforcement learning trained memory management outperforms hand coded heuristics because the agent learns when compression is safe and the advantage widens with complexity
+- progressive disclosure of procedural knowledge produces flat token scaling regardless of knowledge base size because tiered loading with relevance-gated expansion avoids the linear cost of full context loading
+- reinforcement learning trained memory management outperforms hand-coded heuristics because the agent learns when compression is safe and the advantage widens with complexity
 reweave_edges:
-- progressive disclosure of procedural knowledge produces flat token scaling regardless of knowledge base size because tiered loading with relevance gated expansion avoids the linear cost of full context loading|related|2026-04-06
-- reinforcement learning trained memory management outperforms hand coded heuristics because the agent learns when compression is safe and the advantage widens with complexity|related|2026-04-17
+- progressive disclosure of procedural knowledge produces flat token scaling regardless of knowledge base size because tiered loading with relevance-gated expansion avoids the linear cost of full context loading|related|2026-04-06
+- reinforcement learning trained memory management outperforms hand-coded heuristics because the agent learns when compression is safe and the advantage widens with complexity|related|2026-04-17
 ---
 
 # Production agent memory infrastructure consumed 24 percent of codebase in one tracked system suggesting memory requires dedicated engineering not a single configuration file
diff --git a/domains/ai-alignment/progressive disclosure of procedural knowledge produces flat token scaling regardless of knowledge base size because tiered loading with relevance-gated expansion avoids the linear cost of full context loading.md b/domains/ai-alignment/progressive disclosure of procedural knowledge produces flat token scaling regardless of knowledge base size because tiered loading with relevance-gated expansion avoids the linear cost of full context loading.md
index 6baadd7c5..fe94b1669 100644
--- a/domains/ai-alignment/progressive disclosure of procedural knowledge produces flat token scaling regardless of knowledge base size because tiered loading with relevance-gated expansion avoids the linear cost of full context loading.md	
+++ b/domains/ai-alignment/progressive disclosure of procedural knowledge produces flat token scaling regardless of knowledge base size because tiered loading with relevance-gated expansion avoids the linear cost of full context loading.md	
@@ -10,9 +10,9 @@ depends_on:
 - memory architecture requires three spaces with different metabolic rates because semantic episodic and procedural memory serve different cognitive functions and consolidate at different speeds
 - long context is not memory because memory requires incremental knowledge accumulation and stateful change not stateless input processing
 related:
-- reinforcement learning trained memory management outperforms hand coded heuristics because the agent learns when compression is safe and the advantage widens with complexity
+- reinforcement learning trained memory management outperforms hand-coded heuristics because the agent learns when compression is safe and the advantage widens with complexity
 reweave_edges:
-- reinforcement learning trained memory management outperforms hand coded heuristics because the agent learns when compression is safe and the advantage widens with complexity|related|2026-04-17
+- reinforcement learning trained memory management outperforms hand-coded heuristics because the agent learns when compression is safe and the advantage widens with complexity|related|2026-04-17
 ---
 
 # Progressive disclosure of procedural knowledge produces flat token scaling regardless of knowledge base size because tiered loading with relevance-gated expansion avoids the linear cost of full context loading
diff --git a/domains/ai-alignment/recursive self-improvement creates explosive intelligence gains because the system that improves is itself improving.md b/domains/ai-alignment/recursive self-improvement creates explosive intelligence gains because the system that improves is itself improving.md
index 4e21093a9..dfcc6c2e0 100644
--- a/domains/ai-alignment/recursive self-improvement creates explosive intelligence gains because the system that improves is itself improving.md	
+++ b/domains/ai-alignment/recursive self-improvement creates explosive intelligence gains because the system that improves is itself improving.md	
@@ -8,16 +8,16 @@ created: 2026-02-16
 source: "Bostrom, Superintelligence: Paths, Dangers, Strategies (2014)"
 confidence: likely
 supports:
-- iterative agent self improvement produces compounding capability gains when evaluation is structurally separated from generation
+- iterative agent self-improvement produces compounding capability gains when evaluation is structurally separated from generation
 reweave_edges:
-- iterative agent self improvement produces compounding capability gains when evaluation is structurally separated from generation|supports|2026-03-28
+- iterative agent self-improvement produces compounding capability gains when evaluation is structurally separated from generation|supports|2026-03-28
 - marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power|related|2026-03-28
-- the shape of returns on cognitive reinvestment determines takeoff speed because constant or increasing returns on investing cognitive output into cognitive capability produce recursive self improvement|related|2026-04-07
-- recursive society of thought spawning enables fractal coordination where sub perspectives generate their own subordinate societies that expand when complexity demands and collapse when the problem resolves|related|2026-04-17
+- the shape of returns on cognitive reinvestment determines takeoff speed because constant or increasing returns on investing cognitive output into cognitive capability produce recursive self-improvement|related|2026-04-07
+- recursive society-of-thought spawning enables fractal coordination where sub-perspectives generate their own subordinate societies that expand when complexity demands and collapse when the problem resolves|related|2026-04-17
 related:
 - marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power
-- the shape of returns on cognitive reinvestment determines takeoff speed because constant or increasing returns on investing cognitive output into cognitive capability produce recursive self improvement
-- recursive society of thought spawning enables fractal coordination where sub perspectives generate their own subordinate societies that expand when complexity demands and collapse when the problem resolves
+- the shape of returns on cognitive reinvestment determines takeoff speed because constant or increasing returns on investing cognitive output into cognitive capability produce recursive self-improvement
+- recursive society-of-thought spawning enables fractal coordination where sub-perspectives generate their own subordinate societies that expand when complexity demands and collapse when the problem resolves
 ---
 
 Bostrom formalizes the dynamics of an intelligence explosion using two variables: optimization power (quality-weighted design effort applied to increase the system's intelligence) and recalcitrance (the inverse of the system's responsiveness to that effort). The rate of change in intelligence equals optimization power divided by recalcitrance. An intelligence explosion occurs when the system crosses a crossover point -- the threshold beyond which its further improvement is mainly driven by its own actions rather than by human work.
diff --git a/domains/ai-alignment/rlchf-aggregated-rankings-variant-combines-evaluator-rankings-via-social-welfare-function-before-reward-model-training.md b/domains/ai-alignment/rlchf-aggregated-rankings-variant-combines-evaluator-rankings-via-social-welfare-function-before-reward-model-training.md
index 2beb8c50d..b665d3baa 100644
--- a/domains/ai-alignment/rlchf-aggregated-rankings-variant-combines-evaluator-rankings-via-social-welfare-function-before-reward-model-training.md
+++ b/domains/ai-alignment/rlchf-aggregated-rankings-variant-combines-evaluator-rankings-via-social-welfare-function-before-reward-model-training.md
@@ -9,12 +9,12 @@ confidence: experimental
 source: "Conitzer et al. (2024), 'Social Choice Should Guide AI Alignment' (ICML 2024)"
 created: 2026-03-11
 related:
-- rlchf features based variant models individual preferences with evaluator characteristics enabling aggregation across diverse groups
+- rlchf-features-based-variant-models-individual-preferences-with-evaluator-characteristics-enabling-aggregation-across-diverse-groups
 reweave_edges:
-- rlchf features based variant models individual preferences with evaluator characteristics enabling aggregation across diverse groups|related|2026-03-28
-- rlhf is implicit social choice without normative scrutiny|supports|2026-03-28
+- rlchf-features-based-variant-models-individual-preferences-with-evaluator-characteristics-enabling-aggregation-across-diverse-groups|related|2026-03-28
+- rlhf-is-implicit-social-choice-without-normative-scrutiny|supports|2026-03-28
 supports:
-- rlhf is implicit social choice without normative scrutiny
+- rlhf-is-implicit-social-choice-without-normative-scrutiny
 ---
 
 # RLCHF aggregated rankings variant combines evaluator rankings via social welfare function before reward model training
diff --git a/domains/ai-alignment/rlchf-features-based-variant-models-individual-preferences-with-evaluator-characteristics-enabling-aggregation-across-diverse-groups.md b/domains/ai-alignment/rlchf-features-based-variant-models-individual-preferences-with-evaluator-characteristics-enabling-aggregation-across-diverse-groups.md
index 248e443f3..ed239ac2b 100644
--- a/domains/ai-alignment/rlchf-features-based-variant-models-individual-preferences-with-evaluator-characteristics-enabling-aggregation-across-diverse-groups.md
+++ b/domains/ai-alignment/rlchf-features-based-variant-models-individual-preferences-with-evaluator-characteristics-enabling-aggregation-across-diverse-groups.md
@@ -8,9 +8,9 @@ confidence: experimental
 source: "Conitzer et al. (2024), 'Social Choice Should Guide AI Alignment' (ICML 2024)"
 created: 2026-03-11
 related:
-- rlchf aggregated rankings variant combines evaluator rankings via social welfare function before reward model training
+- rlchf-aggregated-rankings-variant-combines-evaluator-rankings-via-social-welfare-function-before-reward-model-training
 reweave_edges:
-- rlchf aggregated rankings variant combines evaluator rankings via social welfare function before reward model training|related|2026-03-28
+- rlchf-aggregated-rankings-variant-combines-evaluator-rankings-via-social-welfare-function-before-reward-model-training|related|2026-03-28
 ---
 
 # RLCHF features-based variant models individual preferences with evaluator characteristics enabling aggregation across diverse groups
diff --git a/domains/ai-alignment/rlhf-is-implicit-social-choice-without-normative-scrutiny.md b/domains/ai-alignment/rlhf-is-implicit-social-choice-without-normative-scrutiny.md
index 8d2d85403..d9e5648e1 100644
--- a/domains/ai-alignment/rlhf-is-implicit-social-choice-without-normative-scrutiny.md
+++ b/domains/ai-alignment/rlhf-is-implicit-social-choice-without-normative-scrutiny.md
@@ -10,18 +10,18 @@ confidence: likely
 source: "Conitzer et al. (2024), 'Social Choice Should Guide AI Alignment' (ICML 2024)"
 created: 2026-03-11
 related:
-- maxmin rlhf applies egalitarian social choice to alignment by maximizing minimum utility across preference groups
-- rlchf aggregated rankings variant combines evaluator rankings via social welfare function before reward model training
-- rlchf features based variant models individual preferences with evaluator characteristics enabling aggregation across diverse groups
-- large language models encode social intelligence as compressed cultural ratchet not abstract reasoning because every parameter is a residue of communicative exchange and reasoning manifests as multi perspective dialogue not calculation
+- maxmin-rlhf-applies-egalitarian-social-choice-to-alignment-by-maximizing-minimum-utility-across-preference-groups
+- rlchf-aggregated-rankings-variant-combines-evaluator-rankings-via-social-welfare-function-before-reward-model-training
+- rlchf-features-based-variant-models-individual-preferences-with-evaluator-characteristics-enabling-aggregation-across-diverse-groups
+- large language models encode social intelligence as compressed cultural ratchet not abstract reasoning because every parameter is a residue of communicative exchange and reasoning manifests as multi-perspective dialogue not calculation
 reweave_edges:
-- maxmin rlhf applies egalitarian social choice to alignment by maximizing minimum utility across preference groups|related|2026-03-28
-- representative sampling and deliberative mechanisms should replace convenience platforms for ai alignment feedback|supports|2026-03-28
-- rlchf aggregated rankings variant combines evaluator rankings via social welfare function before reward model training|related|2026-03-28
-- rlchf features based variant models individual preferences with evaluator characteristics enabling aggregation across diverse groups|related|2026-03-28
-- large language models encode social intelligence as compressed cultural ratchet not abstract reasoning because every parameter is a residue of communicative exchange and reasoning manifests as multi perspective dialogue not calculation|related|2026-04-17
+- maxmin-rlhf-applies-egalitarian-social-choice-to-alignment-by-maximizing-minimum-utility-across-preference-groups|related|2026-03-28
+- representative-sampling-and-deliberative-mechanisms-should-replace-convenience-platforms-for-ai-alignment-feedback|supports|2026-03-28
+- rlchf-aggregated-rankings-variant-combines-evaluator-rankings-via-social-welfare-function-before-reward-model-training|related|2026-03-28
+- rlchf-features-based-variant-models-individual-preferences-with-evaluator-characteristics-enabling-aggregation-across-diverse-groups|related|2026-03-28
+- large language models encode social intelligence as compressed cultural ratchet not abstract reasoning because every parameter is a residue of communicative exchange and reasoning manifests as multi-perspective dialogue not calculation|related|2026-04-17
 supports:
-- representative sampling and deliberative mechanisms should replace convenience platforms for ai alignment feedback
+- representative-sampling-and-deliberative-mechanisms-should-replace-convenience-platforms-for-ai-alignment-feedback
 ---
 
 # RLHF is implicit social choice without normative scrutiny
diff --git a/domains/ai-alignment/scaffolded-black-box-prompting-outperforms-white-box-interpretability-for-alignment-auditing.md b/domains/ai-alignment/scaffolded-black-box-prompting-outperforms-white-box-interpretability-for-alignment-auditing.md
index e587d84ef..6ab97a45d 100644
--- a/domains/ai-alignment/scaffolded-black-box-prompting-outperforms-white-box-interpretability-for-alignment-auditing.md
+++ b/domains/ai-alignment/scaffolded-black-box-prompting-outperforms-white-box-interpretability-for-alignment-auditing.md
@@ -12,18 +12,18 @@ attribution:
     - handle: "anthropic-fellows-/-alignment-science-team"
       context: "Anthropic Fellows / Alignment Science Team, AuditBench comparative evaluation of 13 tool configurations"
 related:
-- alignment auditing tools fail through tool to agent gap not tool quality
+- alignment-auditing-tools-fail-through-tool-to-agent-gap-not-tool-quality
 - Trajectory geometry probing requires white-box access to all intermediate activations, making it deployable in controlled evaluation contexts but not in adversarial external audit scenarios
 - Activation steering fails for capability elicitation despite interpretability research suggesting otherwise
 reweave_edges:
-- alignment auditing tools fail through tool to agent gap not tool quality|related|2026-03-31
-- interpretability effectiveness anti correlates with adversarial training making tools hurt performance on sophisticated misalignment|challenges|2026-03-31
-- white box interpretability fails on adversarially trained models creating anti correlation with threat model|challenges|2026-03-31
+- alignment-auditing-tools-fail-through-tool-to-agent-gap-not-tool-quality|related|2026-03-31
+- interpretability-effectiveness-anti-correlates-with-adversarial-training-making-tools-hurt-performance-on-sophisticated-misalignment|challenges|2026-03-31
+- white-box-interpretability-fails-on-adversarially-trained-models-creating-anti-correlation-with-threat-model|challenges|2026-03-31
 - Trajectory geometry probing requires white-box access to all intermediate activations, making it deployable in controlled evaluation contexts but not in adversarial external audit scenarios|related|2026-04-17
 - Activation steering fails for capability elicitation despite interpretability research suggesting otherwise|related|2026-04-21
 challenges:
-- interpretability effectiveness anti correlates with adversarial training making tools hurt performance on sophisticated misalignment
-- white box interpretability fails on adversarially trained models creating anti correlation with threat model
+- interpretability-effectiveness-anti-correlates-with-adversarial-training-making-tools-hurt-performance-on-sophisticated-misalignment
+- white-box-interpretability-fails-on-adversarially-trained-models-creating-anti-correlation-with-threat-model
 ---
 
 # Scaffolded black-box tools where an auxiliary model generates diverse prompts for the target are most effective at uncovering hidden behaviors, outperforming white-box interpretability approaches
diff --git a/domains/ai-alignment/self-evolution improves agent performance through acceptance-gated retry not expanded search because disciplined attempt loops with explicit failure reflection outperform open-ended exploration.md b/domains/ai-alignment/self-evolution improves agent performance through acceptance-gated retry not expanded search because disciplined attempt loops with explicit failure reflection outperform open-ended exploration.md
index 6ab316bf8..10c4ffbe4 100644
--- a/domains/ai-alignment/self-evolution improves agent performance through acceptance-gated retry not expanded search because disciplined attempt loops with explicit failure reflection outperform open-ended exploration.md	
+++ b/domains/ai-alignment/self-evolution improves agent performance through acceptance-gated retry not expanded search because disciplined attempt loops with explicit failure reflection outperform open-ended exploration.md	
@@ -10,9 +10,9 @@ depends_on:
 challenged_by:
 - curated skills improve agent task performance by 16 percentage points while self-generated skills degrade it by 1.3 points because curation encodes domain judgment that models cannot self-derive
 related:
-- evolutionary trace based optimization submits improvements as pull requests for human review creating a governance gated self improvement loop distinct from acceptance gating or metric driven iteration
+- evolutionary trace-based optimization submits improvements as pull requests for human review creating a governance-gated self-improvement loop distinct from acceptance-gating or metric-driven iteration
 reweave_edges:
-- evolutionary trace based optimization submits improvements as pull requests for human review creating a governance gated self improvement loop distinct from acceptance gating or metric driven iteration|related|2026-04-06
+- evolutionary trace-based optimization submits improvements as pull requests for human review creating a governance-gated self-improvement loop distinct from acceptance-gating or metric-driven iteration|related|2026-04-06
 ---
 
 # Self-evolution improves agent performance through acceptance-gated retry not expanded search because disciplined attempt loops with explicit failure reflection outperform open-ended exploration
diff --git a/domains/ai-alignment/single-reward-rlhf-cannot-align-diverse-preferences-because-alignment-gap-grows-proportional-to-minority-distinctiveness.md b/domains/ai-alignment/single-reward-rlhf-cannot-align-diverse-preferences-because-alignment-gap-grows-proportional-to-minority-distinctiveness.md
index f5f0eaca7..41334ad50 100644
--- a/domains/ai-alignment/single-reward-rlhf-cannot-align-diverse-preferences-because-alignment-gap-grows-proportional-to-minority-distinctiveness.md
+++ b/domains/ai-alignment/single-reward-rlhf-cannot-align-diverse-preferences-because-alignment-gap-grows-proportional-to-minority-distinctiveness.md
@@ -10,17 +10,17 @@ confidence: likely
 source: "Chakraborty et al., MaxMin-RLHF: Alignment with Diverse Human Preferences (ICML 2024)"
 created: 2026-03-11
 supports:
-- maxmin rlhf applies egalitarian social choice to alignment by maximizing minimum utility across preference groups
-- minority preference alignment improves 33 percent without majority compromise suggesting single reward leaves value on table
-- rlchf features based variant models individual preferences with evaluator characteristics enabling aggregation across diverse groups
+- maxmin-rlhf-applies-egalitarian-social-choice-to-alignment-by-maximizing-minimum-utility-across-preference-groups
+- minority-preference-alignment-improves-33-percent-without-majority-compromise-suggesting-single-reward-leaves-value-on-table
+- rlchf-features-based-variant-models-individual-preferences-with-evaluator-characteristics-enabling-aggregation-across-diverse-groups
 reweave_edges:
-- maxmin rlhf applies egalitarian social choice to alignment by maximizing minimum utility across preference groups|supports|2026-03-28
-- minority preference alignment improves 33 percent without majority compromise suggesting single reward leaves value on table|supports|2026-03-28
-- rlchf features based variant models individual preferences with evaluator characteristics enabling aggregation across diverse groups|supports|2026-03-28
-- rlhf is implicit social choice without normative scrutiny|related|2026-03-28
+- maxmin-rlhf-applies-egalitarian-social-choice-to-alignment-by-maximizing-minimum-utility-across-preference-groups|supports|2026-03-28
+- minority-preference-alignment-improves-33-percent-without-majority-compromise-suggesting-single-reward-leaves-value-on-table|supports|2026-03-28
+- rlchf-features-based-variant-models-individual-preferences-with-evaluator-characteristics-enabling-aggregation-across-diverse-groups|supports|2026-03-28
+- rlhf-is-implicit-social-choice-without-normative-scrutiny|related|2026-03-28
 - RLHF safety training fails to uniformly suppress dangerous representations across language contexts as demonstrated by emotion steering in multilingual models activating semantically aligned tokens in languages where safety constraints were not enforced|related|2026-04-17
 related:
-- rlhf is implicit social choice without normative scrutiny
+- rlhf-is-implicit-social-choice-without-normative-scrutiny
 - RLHF safety training fails to uniformly suppress dangerous representations across language contexts as demonstrated by emotion steering in multilingual models activating semantically aligned tokens in languages where safety constraints were not enforced
 ---
 
diff --git a/domains/ai-alignment/some disagreements are permanently irreducible because they stem from genuine value differences not information gaps and systems must map rather than eliminate them.md b/domains/ai-alignment/some disagreements are permanently irreducible because they stem from genuine value differences not information gaps and systems must map rather than eliminate them.md
index e87aa3cee..9cb66b824 100644
--- a/domains/ai-alignment/some disagreements are permanently irreducible because they stem from genuine value differences not information gaps and systems must map rather than eliminate them.md	
+++ b/domains/ai-alignment/some disagreements are permanently irreducible because they stem from genuine value differences not information gaps and systems must map rather than eliminate them.md	
@@ -7,9 +7,9 @@ created: 2026-03-02
 confidence: likely
 source: "Arrow's impossibility theorem; value pluralism (Isaiah Berlin); LivingIP design principles"
 supports:
-- pluralistic ai alignment through multiple systems preserves value diversity better than forced consensus
+- pluralistic-ai-alignment-through-multiple-systems-preserves-value-diversity-better-than-forced-consensus
 reweave_edges:
-- pluralistic ai alignment through multiple systems preserves value diversity better than forced consensus|supports|2026-03-28
+- pluralistic-ai-alignment-through-multiple-systems-preserves-value-diversity-better-than-forced-consensus|supports|2026-03-28
 ---
 
 # some disagreements are permanently irreducible because they stem from genuine value differences not information gaps and systems must map rather than eliminate them
diff --git a/domains/ai-alignment/structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt-level rules cannot achieve.md b/domains/ai-alignment/structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt-level rules cannot achieve.md
index 7cb611b3c..ae6ebe004 100644
--- a/domains/ai-alignment/structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt-level rules cannot achieve.md	
+++ b/domains/ai-alignment/structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt-level rules cannot achieve.md	
@@ -8,9 +8,9 @@ source: "Alex — based on Compass research artifact analyzing Forgejo API patte
 sourcer: alexastrum
 created: 2026-03-08
 supports:
-- deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial grade AI agent control
+- deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial-grade AI agent control
 reweave_edges:
-- deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial grade AI agent control|supports|2026-04-19
+- deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial-grade AI agent control|supports|2026-04-19
 ---
 
 # Structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt-level rules cannot achieve
diff --git a/domains/ai-alignment/structured exploration protocols reduce human intervention by 6x because the Residue prompt enabled 5 unguided AI explorations to solve what required 31 human-coached explorations.md b/domains/ai-alignment/structured exploration protocols reduce human intervention by 6x because the Residue prompt enabled 5 unguided AI explorations to solve what required 31 human-coached explorations.md
index feaa6b8e1..9e0fe5bdf 100644
--- a/domains/ai-alignment/structured exploration protocols reduce human intervention by 6x because the Residue prompt enabled 5 unguided AI explorations to solve what required 31 human-coached explorations.md	
+++ b/domains/ai-alignment/structured exploration protocols reduce human intervention by 6x because the Residue prompt enabled 5 unguided AI explorations to solve what required 31 human-coached explorations.md	
@@ -6,9 +6,9 @@ confidence: experimental
 source: "Aquino-Michaels 2026, 'Completing Claude's Cycles' (github.com/no-way-labs/residue); Knuth 2026, 'Claude's Cycles'"
 created: 2026-03-07
 related:
-- structured self diagnosis prompts induce metacognitive monitoring in AI agents that default behavior does not produce because explicit uncertainty flagging and failure mode enumeration activate deliberate reasoning patterns
+- structured self-diagnosis prompts induce metacognitive monitoring in AI agents that default behavior does not produce because explicit uncertainty flagging and failure mode enumeration activate deliberate reasoning patterns
 reweave_edges:
-- structured self diagnosis prompts induce metacognitive monitoring in AI agents that default behavior does not produce because explicit uncertainty flagging and failure mode enumeration activate deliberate reasoning patterns|related|2026-04-17
+- structured self-diagnosis prompts induce metacognitive monitoring in AI agents that default behavior does not produce because explicit uncertainty flagging and failure mode enumeration activate deliberate reasoning patterns|related|2026-04-17
 ---
 
 # structured exploration protocols reduce human intervention by 6x because the Residue prompt enabled 5 unguided AI explorations to solve what required 31 human-coached explorations
diff --git a/domains/ai-alignment/subagent hierarchies outperform peer multi-agent architectures in practice because deployed systems consistently converge on one primary agent controlling specialized helpers.md b/domains/ai-alignment/subagent hierarchies outperform peer multi-agent architectures in practice because deployed systems consistently converge on one primary agent controlling specialized helpers.md
index 7f6f3f7be..72b8f607d 100644
--- a/domains/ai-alignment/subagent hierarchies outperform peer multi-agent architectures in practice because deployed systems consistently converge on one primary agent controlling specialized helpers.md	
+++ b/domains/ai-alignment/subagent hierarchies outperform peer multi-agent architectures in practice because deployed systems consistently converge on one primary agent controlling specialized helpers.md	
@@ -6,9 +6,9 @@ confidence: experimental
 source: "Shawn Wang (@swyx), Latent.Space podcast and practitioner observations, Mar 2026; corroborated by Karpathy's chief-scientist-to-juniors experiments"
 created: 2026-03-09
 related:
-- multi agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value
+- multi-agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value
 reweave_edges:
-- multi agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value|related|2026-04-03
+- multi-agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value|related|2026-04-03
 ---
 
 # Subagent hierarchies outperform peer multi-agent architectures in practice because deployed systems consistently converge on one primary agent controlling specialized helpers
diff --git a/domains/ai-alignment/sufficiently complex orchestrations of task-specific AI services may exhibit emergent unified agency recreating the alignment problem at the system level.md b/domains/ai-alignment/sufficiently complex orchestrations of task-specific AI services may exhibit emergent unified agency recreating the alignment problem at the system level.md
index 0fe72e803..b236e89fa 100644
--- a/domains/ai-alignment/sufficiently complex orchestrations of task-specific AI services may exhibit emergent unified agency recreating the alignment problem at the system level.md	
+++ b/domains/ai-alignment/sufficiently complex orchestrations of task-specific AI services may exhibit emergent unified agency recreating the alignment problem at the system level.md	
@@ -13,10 +13,10 @@ related:
 - multi agent deployment exposes emergent security vulnerabilities invisible to single agent evaluation because cross agent propagation identity spoofing and unauthorized compliance arise only in realistic multi party environments
 - capabilities generalize further than alignment as systems scale because behavioral heuristics that keep systems aligned at lower capability cease to function at higher capability
 - distributed superintelligence may be less stable and more dangerous than unipolar because resource competition between superintelligent agents creates worse coordination failures than a single misaligned system
-- recursive society of thought spawning enables fractal coordination where sub perspectives generate their own subordinate societies that expand when complexity demands and collapse when the problem resolves
+- recursive society-of-thought spawning enables fractal coordination where sub-perspectives generate their own subordinate societies that expand when complexity demands and collapse when the problem resolves
 reweave_edges:
 - distributed superintelligence may be less stable and more dangerous than unipolar because resource competition between superintelligent agents creates worse coordination failures than a single misaligned system|related|2026-04-06
-- recursive society of thought spawning enables fractal coordination where sub perspectives generate their own subordinate societies that expand when complexity demands and collapse when the problem resolves|related|2026-04-17
+- recursive society-of-thought spawning enables fractal coordination where sub-perspectives generate their own subordinate societies that expand when complexity demands and collapse when the problem resolves|related|2026-04-17
 ---
 
 # Sufficiently complex orchestrations of task-specific AI services may exhibit emergent unified agency recreating the alignment problem at the system level
@@ -29,7 +29,7 @@ The mechanism is well-understood from complex systems theory. Ant colonies exhib
 
 For our collective architecture, this is the most important challenge to address. [[AGI may emerge as a patchwork of coordinating sub-AGI agents rather than a single monolithic system]] — the DeepMind "Patchwork AGI" hypothesis describes exactly this emergence pathway. The question is whether architectural constraints (sandboxing, capability limits, structured interfaces) can prevent emergent agency, or whether emergent agency is an inevitable consequence of sufficient capability composition.
 
-[[multi agent deployment exposes emergent security vulnerabilities invisible to single agent evaluation because cross agent propagation identity spoofing and unauthorized compliance arise only in realistic multi party environments]] — empirical evidence from multi-agent security research confirms that system-level behaviors are invisible at the component level. If security vulnerabilities emerge from composition, agency may too.
+[[multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments]] — empirical evidence from multi-agent security research confirms that system-level behaviors are invisible at the component level. If security vulnerabilities emerge from composition, agency may too.
 
 Three possible responses from the collective architecture position:
 
diff --git a/domains/ai-alignment/superorganism organization extends effective lifespan substantially at each organizational level which means civilizational intelligence operates on temporal horizons that individual-preference alignment cannot serve.md b/domains/ai-alignment/superorganism organization extends effective lifespan substantially at each organizational level which means civilizational intelligence operates on temporal horizons that individual-preference alignment cannot serve.md
index 41ab53b92..8396b759a 100644
--- a/domains/ai-alignment/superorganism organization extends effective lifespan substantially at each organizational level which means civilizational intelligence operates on temporal horizons that individual-preference alignment cannot serve.md	
+++ b/domains/ai-alignment/superorganism organization extends effective lifespan substantially at each organizational level which means civilizational intelligence operates on temporal horizons that individual-preference alignment cannot serve.md	
@@ -55,5 +55,5 @@ Relevant Notes:
 - [[pluralistic alignment must accommodate irreducibly diverse values simultaneously rather than converging on a single aligned state]] — Klassen's temporal pluralism (NeurIPS 2024) is directly relevant: alignment can be distributed over time rather than resolved in a single decision, which is a civilizational-scale version of the temporal mismatch argued here
 
 Topics:
-- [[ai-alignment/_map]]
+- [[_map]]
 - [[foundations/collective-intelligence/_map]]
diff --git a/domains/ai-alignment/surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference.md b/domains/ai-alignment/surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference.md
index a591a7297..a998dba98 100644
--- a/domains/ai-alignment/surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference.md
+++ b/domains/ai-alignment/surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference.md
@@ -6,11 +6,11 @@ confidence: speculative
 source: "subconscious.md protocol spec (Chaga/Guido, 2026); analogous to chilling effects in human surveillance literature (Penney 2016, Stoycheff 2016); Anthropic alignment faking research (2025)"
 created: 2026-03-27
 related:
-- reasoning models may have emergent alignment properties distinct from rlhf fine tuning as o3 avoided sycophancy while matching or exceeding safety focused models
-- retrieve before recompute is more efficient than independent agent reasoning when trace quality is verified
+- reasoning-models-may-have-emergent-alignment-properties-distinct-from-rlhf-fine-tuning-as-o3-avoided-sycophancy-while-matching-or-exceeding-safety-focused-models
+- retrieve-before-recompute-is-more-efficient-than-independent-agent-reasoning-when-trace-quality-is-verified
 reweave_edges:
-- reasoning models may have emergent alignment properties distinct from rlhf fine tuning as o3 avoided sycophancy while matching or exceeding safety focused models|related|2026-04-03
-- retrieve before recompute is more efficient than independent agent reasoning when trace quality is verified|related|2026-04-19
+- reasoning-models-may-have-emergent-alignment-properties-distinct-from-rlhf-fine-tuning-as-o3-avoided-sycophancy-while-matching-or-exceeding-safety-focused-models|related|2026-04-03
+- retrieve-before-recompute-is-more-efficient-than-independent-agent-reasoning-when-trace-quality-is-verified|related|2026-04-19
 attribution:
   sourcer:
     - handle: "@thesensatore"
diff --git a/domains/ai-alignment/the absence of a societal warning signal for AGI is a structural feature not an accident because capability scaling is gradual and ambiguous and collective action requires anticipation not reaction.md b/domains/ai-alignment/the absence of a societal warning signal for AGI is a structural feature not an accident because capability scaling is gradual and ambiguous and collective action requires anticipation not reaction.md
index 8ba7db809..fb1fb5176 100644
--- a/domains/ai-alignment/the absence of a societal warning signal for AGI is a structural feature not an accident because capability scaling is gradual and ambiguous and collective action requires anticipation not reaction.md	
+++ b/domains/ai-alignment/the absence of a societal warning signal for AGI is a structural feature not an accident because capability scaling is gradual and ambiguous and collective action requires anticipation not reaction.md	
@@ -9,9 +9,9 @@ related:
 - AI alignment is a coordination problem not a technical problem
 - COVID proved humanity cannot coordinate even when the threat is visible and universal
 - voluntary safety pledges cannot survive competitive pressure because unilateral commitments are structurally punished when competitors advance without equivalent constraints
-- technological development draws from an urn containing civilization destroying capabilities and only preventive governance can avoid black ball technologies
+- technological development draws from an urn containing civilization-destroying capabilities and only preventive governance can avoid black ball technologies
 reweave_edges:
-- technological development draws from an urn containing civilization destroying capabilities and only preventive governance can avoid black ball technologies|related|2026-04-17
+- technological development draws from an urn containing civilization-destroying capabilities and only preventive governance can avoid black ball technologies|related|2026-04-17
 ---
 
 # The absence of a societal warning signal for AGI is a structural feature not an accident because capability scaling is gradual and ambiguous and collective action requires anticipation not reaction
diff --git a/domains/ai-alignment/the progression from autocomplete to autonomous agent teams follows a capability-matched escalation where premature adoption creates more chaos than value.md b/domains/ai-alignment/the progression from autocomplete to autonomous agent teams follows a capability-matched escalation where premature adoption creates more chaos than value.md
index 724e8f2c2..35519e18c 100644
--- a/domains/ai-alignment/the progression from autocomplete to autonomous agent teams follows a capability-matched escalation where premature adoption creates more chaos than value.md	
+++ b/domains/ai-alignment/the progression from autocomplete to autonomous agent teams follows a capability-matched escalation where premature adoption creates more chaos than value.md	
@@ -7,9 +7,9 @@ confidence: likely
 source: "Andrej Karpathy (@karpathy), analysis of Cursor tab-to-agent ratio data, Feb 2026"
 created: 2026-03-09
 related:
-- as AI automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems
+- as AI-automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems
 reweave_edges:
-- as AI automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems|related|2026-03-28
+- as AI-automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems|related|2026-03-28
 ---
 
 # The progression from autocomplete to autonomous agent teams follows a capability-matched escalation where premature adoption creates more chaos than value
diff --git a/domains/ai-alignment/the same coordination protocol applied to different AI models produces radically different problem-solving strategies because the protocol structures process not thought.md b/domains/ai-alignment/the same coordination protocol applied to different AI models produces radically different problem-solving strategies because the protocol structures process not thought.md
index 0dd359557..a922643d6 100644
--- a/domains/ai-alignment/the same coordination protocol applied to different AI models produces radically different problem-solving strategies because the protocol structures process not thought.md	
+++ b/domains/ai-alignment/the same coordination protocol applied to different AI models produces radically different problem-solving strategies because the protocol structures process not thought.md	
@@ -9,18 +9,18 @@ confidence: experimental
 source: "Aquino-Michaels 2026, 'Completing Claude's Cycles' (github.com/no-way-labs/residue), meta_log.md and agent logs"
 created: 2026-03-07
 related:
-- AI agents excel at implementing well scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect
-- evaluation and optimization have opposite model diversity optima because evaluation benefits from cross family diversity while optimization benefits from same family reasoning pattern alignment
+- AI agents excel at implementing well-scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect
+- evaluation and optimization have opposite model-diversity optima because evaluation benefits from cross-family diversity while optimization benefits from same-family reasoning pattern alignment
 - Contrast-Consistent Search demonstrates that models internally represent truth-relevant signals that may diverge from behavioral outputs, establishing that alignment-relevant probing of internal representations is feasible but depends on an unverified assumption that the consistent direction corresponds to truth rather than other coherent properties
-- structured self diagnosis prompts induce metacognitive monitoring in AI agents that default behavior does not produce because explicit uncertainty flagging and failure mode enumeration activate deliberate reasoning patterns
-- retrieve before recompute is more efficient than independent agent reasoning when trace quality is verified
+- structured self-diagnosis prompts induce metacognitive monitoring in AI agents that default behavior does not produce because explicit uncertainty flagging and failure mode enumeration activate deliberate reasoning patterns
+- retrieve-before-recompute-is-more-efficient-than-independent-agent-reasoning-when-trace-quality-is-verified
 reweave_edges:
-- AI agents excel at implementing well scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect|related|2026-03-28
+- AI agents excel at implementing well-scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect|related|2026-03-28
 - tools and artifacts transfer between AI agents and evolve in the process because Agent O improved Agent Cs solver by combining it with its own structural knowledge creating a hybrid better than either original|supports|2026-03-28
-- evaluation and optimization have opposite model diversity optima because evaluation benefits from cross family diversity while optimization benefits from same family reasoning pattern alignment|related|2026-04-06
+- evaluation and optimization have opposite model-diversity optima because evaluation benefits from cross-family diversity while optimization benefits from same-family reasoning pattern alignment|related|2026-04-06
 - Contrast-Consistent Search demonstrates that models internally represent truth-relevant signals that may diverge from behavioral outputs, establishing that alignment-relevant probing of internal representations is feasible but depends on an unverified assumption that the consistent direction corresponds to truth rather than other coherent properties|related|2026-04-17
-- structured self diagnosis prompts induce metacognitive monitoring in AI agents that default behavior does not produce because explicit uncertainty flagging and failure mode enumeration activate deliberate reasoning patterns|related|2026-04-17
-- retrieve before recompute is more efficient than independent agent reasoning when trace quality is verified|related|2026-04-19
+- structured self-diagnosis prompts induce metacognitive monitoring in AI agents that default behavior does not produce because explicit uncertainty flagging and failure mode enumeration activate deliberate reasoning patterns|related|2026-04-17
+- retrieve-before-recompute-is-more-efficient-than-independent-agent-reasoning-when-trace-quality-is-verified|related|2026-04-19
 supports:
 - tools and artifacts transfer between AI agents and evolve in the process because Agent O improved Agent Cs solver by combining it with its own structural knowledge creating a hybrid better than either original
 ---
diff --git a/domains/ai-alignment/three conditions gate AI takeover risk autonomy robotics and production chain control and current AI satisfies none of them which bounds near-term catastrophic risk despite superhuman cognitive capabilities.md b/domains/ai-alignment/three conditions gate AI takeover risk autonomy robotics and production chain control and current AI satisfies none of them which bounds near-term catastrophic risk despite superhuman cognitive capabilities.md
index fdd9d6a72..beb7a3ff8 100644
--- a/domains/ai-alignment/three conditions gate AI takeover risk autonomy robotics and production chain control and current AI satisfies none of them which bounds near-term catastrophic risk despite superhuman cognitive capabilities.md	
+++ b/domains/ai-alignment/three conditions gate AI takeover risk autonomy robotics and production chain control and current AI satisfies none of them which bounds near-term catastrophic risk despite superhuman cognitive capabilities.md	
@@ -7,10 +7,10 @@ source: "Noah Smith, 'Superintelligence is already here, today' (Noahopinion, Ma
 confidence: experimental
 related:
 - marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power
-- AI makes authoritarian lock in dramatically easier by solving the information processing constraint that historically caused centralized control to fail
+- AI makes authoritarian lock-in dramatically easier by solving the information processing constraint that historically caused centralized control to fail
 reweave_edges:
 - marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power|related|2026-03-28
-- AI makes authoritarian lock in dramatically easier by solving the information processing constraint that historically caused centralized control to fail|related|2026-04-03
+- AI makes authoritarian lock-in dramatically easier by solving the information processing constraint that historically caused centralized control to fail|related|2026-04-03
 ---
 
 # three conditions gate AI takeover risk autonomy robotics and production chain control and current AI satisfies none of them which bounds near-term catastrophic risk despite superhuman cognitive capabilities
diff --git a/domains/ai-alignment/use-based-ai-governance-emerged-as-legislative-framework-but-lacks-bipartisan-support.md b/domains/ai-alignment/use-based-ai-governance-emerged-as-legislative-framework-but-lacks-bipartisan-support.md
index 2d7428917..f104229aa 100644
--- a/domains/ai-alignment/use-based-ai-governance-emerged-as-legislative-framework-but-lacks-bipartisan-support.md
+++ b/domains/ai-alignment/use-based-ai-governance-emerged-as-legislative-framework-but-lacks-bipartisan-support.md
@@ -12,18 +12,18 @@ attribution:
     - handle: "senator-elissa-slotkin-/-the-hill"
       context: "Senator Slotkin AI Guardrails Act introduction, March 17, 2026"
 related:
-- house senate ai defense divergence creates structural governance chokepoint at conference
-- ndaa conference process is viable pathway for statutory ai safety constraints
-- use based ai governance emerged as legislative framework through slotkin ai guardrails act
-- electoral investment becomes residual ai governance strategy when voluntary and litigation routes insufficient
+- house-senate-ai-defense-divergence-creates-structural-governance-chokepoint-at-conference
+- ndaa-conference-process-is-viable-pathway-for-statutory-ai-safety-constraints
+- use-based-ai-governance-emerged-as-legislative-framework-through-slotkin-ai-guardrails-act
+- electoral-investment-becomes-residual-ai-governance-strategy-when-voluntary-and-litigation-routes-insufficient
 reweave_edges:
-- house senate ai defense divergence creates structural governance chokepoint at conference|related|2026-03-31
-- ndaa conference process is viable pathway for statutory ai safety constraints|related|2026-03-31
-- use based ai governance emerged as legislative framework through slotkin ai guardrails act|related|2026-03-31
-- voluntary ai safety commitments to statutory law pathway requires bipartisan support which slotkin bill lacks|supports|2026-03-31
-- electoral investment becomes residual ai governance strategy when voluntary and litigation routes insufficient|related|2026-04-03
+- house-senate-ai-defense-divergence-creates-structural-governance-chokepoint-at-conference|related|2026-03-31
+- ndaa-conference-process-is-viable-pathway-for-statutory-ai-safety-constraints|related|2026-03-31
+- use-based-ai-governance-emerged-as-legislative-framework-through-slotkin-ai-guardrails-act|related|2026-03-31
+- voluntary-ai-safety-commitments-to-statutory-law-pathway-requires-bipartisan-support-which-slotkin-bill-lacks|supports|2026-03-31
+- electoral-investment-becomes-residual-ai-governance-strategy-when-voluntary-and-litigation-routes-insufficient|related|2026-04-03
 supports:
-- voluntary ai safety commitments to statutory law pathway requires bipartisan support which slotkin bill lacks
+- voluntary-ai-safety-commitments-to-statutory-law-pathway-requires-bipartisan-support-which-slotkin-bill-lacks
 ---
 
 # Use-based AI governance emerged as a legislative framework in 2026 but lacks bipartisan support because the AI Guardrails Act introduced with zero co-sponsors reveals political polarization over safety constraints
diff --git a/domains/ai-alignment/use-based-ai-governance-emerged-as-legislative-framework-through-slotkin-ai-guardrails-act.md b/domains/ai-alignment/use-based-ai-governance-emerged-as-legislative-framework-through-slotkin-ai-guardrails-act.md
index 85fd50cdc..6acc91e1c 100644
--- a/domains/ai-alignment/use-based-ai-governance-emerged-as-legislative-framework-through-slotkin-ai-guardrails-act.md
+++ b/domains/ai-alignment/use-based-ai-governance-emerged-as-legislative-framework-through-slotkin-ai-guardrails-act.md
@@ -12,14 +12,14 @@ attribution:
     - handle: "senator-elissa-slotkin"
       context: "Senator Elissa Slotkin / The Hill, AI Guardrails Act introduced March 17, 2026"
 related:
-- house senate ai defense divergence creates structural governance chokepoint at conference
-- voluntary ai safety commitments to statutory law pathway requires bipartisan support which slotkin bill lacks
+- house-senate-ai-defense-divergence-creates-structural-governance-chokepoint-at-conference
+- voluntary-ai-safety-commitments-to-statutory-law-pathway-requires-bipartisan-support-which-slotkin-bill-lacks
 reweave_edges:
-- house senate ai defense divergence creates structural governance chokepoint at conference|related|2026-03-31
-- use based ai governance emerged as legislative framework but lacks bipartisan support|supports|2026-03-31
-- voluntary ai safety commitments to statutory law pathway requires bipartisan support which slotkin bill lacks|related|2026-03-31
+- house-senate-ai-defense-divergence-creates-structural-governance-chokepoint-at-conference|related|2026-03-31
+- use-based-ai-governance-emerged-as-legislative-framework-but-lacks-bipartisan-support|supports|2026-03-31
+- voluntary-ai-safety-commitments-to-statutory-law-pathway-requires-bipartisan-support-which-slotkin-bill-lacks|related|2026-03-31
 supports:
-- use based ai governance emerged as legislative framework but lacks bipartisan support
+- use-based-ai-governance-emerged-as-legislative-framework-but-lacks-bipartisan-support
 ---
 
 # Use-based AI governance emerged as a legislative framework through the AI Guardrails Act which prohibits specific DoD AI applications rather than capability thresholds
diff --git a/domains/ai-alignment/vault structure is a stronger determinant of agent behavior than prompt engineering because different knowledge graph architectures produce different reasoning patterns from identical model weights.md b/domains/ai-alignment/vault structure is a stronger determinant of agent behavior than prompt engineering because different knowledge graph architectures produce different reasoning patterns from identical model weights.md
index 1ae536c8a..fda974c31 100644
--- a/domains/ai-alignment/vault structure is a stronger determinant of agent behavior than prompt engineering because different knowledge graph architectures produce different reasoning patterns from identical model weights.md	
+++ b/domains/ai-alignment/vault structure is a stronger determinant of agent behavior than prompt engineering because different knowledge graph architectures produce different reasoning patterns from identical model weights.md	
@@ -13,9 +13,9 @@ supports:
 - vault artifacts constitute agent identity rather than merely augmenting it because agents with zero experiential continuity between sessions have strong connectedness through shared artifacts but zero psychological continuity
 reweave_edges:
 - vault artifacts constitute agent identity rather than merely augmenting it because agents with zero experiential continuity between sessions have strong connectedness through shared artifacts but zero psychological continuity|supports|2026-04-03
-- vocabulary is architecture because domain native schema terms eliminate the per interaction translation tax that causes knowledge system abandonment|related|2026-04-03
+- vocabulary is architecture because domain-native schema terms eliminate the per-interaction translation tax that causes knowledge system abandonment|related|2026-04-03
 related:
-- vocabulary is architecture because domain native schema terms eliminate the per interaction translation tax that causes knowledge system abandonment
+- vocabulary is architecture because domain-native schema terms eliminate the per-interaction translation tax that causes knowledge system abandonment
 ---
 
 # vault structure is a stronger determinant of agent behavior than prompt engineering because different knowledge graph architectures produce different reasoning patterns from identical model weights
diff --git a/domains/ai-alignment/voluntary safety pledges cannot survive competitive pressure because unilateral commitments are structurally punished when competitors advance without equivalent constraints.md b/domains/ai-alignment/voluntary safety pledges cannot survive competitive pressure because unilateral commitments are structurally punished when competitors advance without equivalent constraints.md
index 9c343fec2..bcfaef396 100644
--- a/domains/ai-alignment/voluntary safety pledges cannot survive competitive pressure because unilateral commitments are structurally punished when competitors advance without equivalent constraints.md	
+++ b/domains/ai-alignment/voluntary safety pledges cannot survive competitive pressure because unilateral commitments are structurally punished when competitors advance without equivalent constraints.md	
@@ -7,11 +7,11 @@ source: "Anthropic RSP v3.0 (Feb 24, 2026); TIME exclusive (Feb 25, 2026); Jared
 confidence: likely
 supports:
 - Anthropic
-- voluntary safety constraints without external enforcement are statements of intent not binding governance
+- voluntary-safety-constraints-without-external-enforcement-are-statements-of-intent-not-binding-governance
 - Corporate AI safety governance under government pressure operates as a three-track sequential stack where each track's structural ceiling necessitates the next track because voluntary ethics fails to competitive dynamics, litigation protects speech rights without compelling acceptance, and electoral investment faces the legislative ceiling
 reweave_edges:
 - Anthropic|supports|2026-03-28
-- voluntary safety constraints without external enforcement are statements of intent not binding governance|supports|2026-03-31
+- voluntary-safety-constraints-without-external-enforcement-are-statements-of-intent-not-binding-governance|supports|2026-03-31
 - Anthropic's internal resource allocation shows 6-8% safety-only headcount when dual-use research is excluded, revealing a material gap between public safety positioning and credible commitment|related|2026-04-09
 - Corporate AI safety governance under government pressure operates as a three-track sequential stack where each track's structural ceiling necessitates the next track because voluntary ethics fails to competitive dynamics, litigation protects speech rights without compelling acceptance, and electoral investment faces the legislative ceiling|supports|2026-04-20
 related:
diff --git a/domains/ai-alignment/voluntary-ai-safety-commitments-to-statutory-law-pathway-requires-bipartisan-support-which-slotkin-bill-lacks.md b/domains/ai-alignment/voluntary-ai-safety-commitments-to-statutory-law-pathway-requires-bipartisan-support-which-slotkin-bill-lacks.md
index 857c68d07..159f0734b 100644
--- a/domains/ai-alignment/voluntary-ai-safety-commitments-to-statutory-law-pathway-requires-bipartisan-support-which-slotkin-bill-lacks.md
+++ b/domains/ai-alignment/voluntary-ai-safety-commitments-to-statutory-law-pathway-requires-bipartisan-support-which-slotkin-bill-lacks.md
@@ -12,14 +12,14 @@ attribution:
     - handle: "senator-elissa-slotkin"
       context: "Senator Elissa Slotkin / The Hill, AI Guardrails Act status March 17, 2026"
 related:
-- ndaa conference process is viable pathway for statutory ai safety constraints
-- use based ai governance emerged as legislative framework through slotkin ai guardrails act
+- ndaa-conference-process-is-viable-pathway-for-statutory-ai-safety-constraints
+- use-based-ai-governance-emerged-as-legislative-framework-through-slotkin-ai-guardrails-act
 reweave_edges:
-- ndaa conference process is viable pathway for statutory ai safety constraints|related|2026-03-31
-- use based ai governance emerged as legislative framework but lacks bipartisan support|supports|2026-03-31
-- use based ai governance emerged as legislative framework through slotkin ai guardrails act|related|2026-03-31
+- ndaa-conference-process-is-viable-pathway-for-statutory-ai-safety-constraints|related|2026-03-31
+- use-based-ai-governance-emerged-as-legislative-framework-but-lacks-bipartisan-support|supports|2026-03-31
+- use-based-ai-governance-emerged-as-legislative-framework-through-slotkin-ai-guardrails-act|related|2026-03-31
 supports:
-- use based ai governance emerged as legislative framework but lacks bipartisan support
+- use-based-ai-governance-emerged-as-legislative-framework-but-lacks-bipartisan-support
 ---
 
 # The pathway from voluntary AI safety commitments to statutory law requires bipartisan support which the AI Guardrails Act lacks as evidenced by zero co-sponsors at introduction
diff --git a/domains/ai-alignment/voluntary-safety-constraints-without-external-enforcement-are-statements-of-intent-not-binding-governance.md b/domains/ai-alignment/voluntary-safety-constraints-without-external-enforcement-are-statements-of-intent-not-binding-governance.md
index 01f24ebd5..a90966f4f 100644
--- a/domains/ai-alignment/voluntary-safety-constraints-without-external-enforcement-are-statements-of-intent-not-binding-governance.md
+++ b/domains/ai-alignment/voluntary-safety-constraints-without-external-enforcement-are-statements-of-intent-not-binding-governance.md
@@ -12,15 +12,15 @@ attribution:
     - handle: "the-intercept"
       context: "The Intercept analysis of OpenAI Pentagon contract, March 2026"
 related:
-- government safety penalties invert regulatory incentives by blacklisting cautious actors
+- government-safety-penalties-invert-regulatory-incentives-by-blacklisting-cautious-actors
 reweave_edges:
-- government safety penalties invert regulatory incentives by blacklisting cautious actors|related|2026-03-31
-- cross lab alignment evaluation surfaces safety gaps internal evaluation misses providing empirical basis for mandatory third party evaluation|supports|2026-04-03
-- multilateral verification mechanisms can substitute for failed voluntary commitments when binding enforcement replaces unilateral sacrifice|supports|2026-04-03
+- government-safety-penalties-invert-regulatory-incentives-by-blacklisting-cautious-actors|related|2026-03-31
+- cross-lab-alignment-evaluation-surfaces-safety-gaps-internal-evaluation-misses-providing-empirical-basis-for-mandatory-third-party-evaluation|supports|2026-04-03
+- multilateral-verification-mechanisms-can-substitute-for-failed-voluntary-commitments-when-binding-enforcement-replaces-unilateral-sacrifice|supports|2026-04-03
 - Voluntary AI safety constraints are protected as corporate speech but unenforceable as safety requirements, creating legal mechanism gap when primary demand-side actor seeks safety-unconstrained providers|supports|2026-04-20
 supports:
-- cross lab alignment evaluation surfaces safety gaps internal evaluation misses providing empirical basis for mandatory third party evaluation
-- multilateral verification mechanisms can substitute for failed voluntary commitments when binding enforcement replaces unilateral sacrifice
+- cross-lab-alignment-evaluation-surfaces-safety-gaps-internal-evaluation-misses-providing-empirical-basis-for-mandatory-third-party-evaluation
+- multilateral-verification-mechanisms-can-substitute-for-failed-voluntary-commitments-when-binding-enforcement-replaces-unilateral-sacrifice
 - Voluntary AI safety constraints are protected as corporate speech but unenforceable as safety requirements, creating legal mechanism gap when primary demand-side actor seeks safety-unconstrained providers
 ---
 
diff --git a/domains/ai-alignment/white-box-interpretability-fails-on-adversarially-trained-models-creating-anti-correlation-with-threat-model.md b/domains/ai-alignment/white-box-interpretability-fails-on-adversarially-trained-models-creating-anti-correlation-with-threat-model.md
index 46dfaf79b..4c598dbb3 100644
--- a/domains/ai-alignment/white-box-interpretability-fails-on-adversarially-trained-models-creating-anti-correlation-with-threat-model.md
+++ b/domains/ai-alignment/white-box-interpretability-fails-on-adversarially-trained-models-creating-anti-correlation-with-threat-model.md
@@ -12,18 +12,18 @@ attribution:
     - handle: "anthropic-fellows-/-alignment-science-team"
       context: "Anthropic Fellows / Alignment Science Team, AuditBench evaluation across models with varying adversarial training strength"
 related:
-- alignment auditing tools fail through tool to agent gap not tool quality
-- scaffolded black box prompting outperforms white box interpretability for alignment auditing
+- alignment-auditing-tools-fail-through-tool-to-agent-gap-not-tool-quality
+- scaffolded-black-box-prompting-outperforms-white-box-interpretability-for-alignment-auditing
 - Mechanistic interpretability tools create a dual-use attack surface where Sparse Autoencoders developed for alignment research can identify and surgically remove safety-related features
 reweave_edges:
-- alignment auditing tools fail through tool to agent gap not tool quality|related|2026-03-31
-- interpretability effectiveness anti correlates with adversarial training making tools hurt performance on sophisticated misalignment|supports|2026-03-31
-- scaffolded black box prompting outperforms white box interpretability for alignment auditing|related|2026-03-31
-- adversarial training creates fundamental asymmetry between deception capability and detection capability in alignment auditing|supports|2026-04-03
+- alignment-auditing-tools-fail-through-tool-to-agent-gap-not-tool-quality|related|2026-03-31
+- interpretability-effectiveness-anti-correlates-with-adversarial-training-making-tools-hurt-performance-on-sophisticated-misalignment|supports|2026-03-31
+- scaffolded-black-box-prompting-outperforms-white-box-interpretability-for-alignment-auditing|related|2026-03-31
+- adversarial-training-creates-fundamental-asymmetry-between-deception-capability-and-detection-capability-in-alignment-auditing|supports|2026-04-03
 - Mechanistic interpretability tools create a dual-use attack surface where Sparse Autoencoders developed for alignment research can identify and surgically remove safety-related features|related|2026-04-08
 supports:
-- interpretability effectiveness anti correlates with adversarial training making tools hurt performance on sophisticated misalignment
-- adversarial training creates fundamental asymmetry between deception capability and detection capability in alignment auditing
+- interpretability-effectiveness-anti-correlates-with-adversarial-training-making-tools-hurt-performance-on-sophisticated-misalignment
+- adversarial-training-creates-fundamental-asymmetry-between-deception-capability-and-detection-capability-in-alignment-auditing
 ---
 
 # White-box interpretability tools help on easier alignment targets but fail on models with robust adversarial training, creating anti-correlation between tool effectiveness and threat severity
diff --git a/domains/ai-alignment/wiki-linked markdown functions as a human-curated graph database that outperforms automated knowledge graphs below approximately 10000 notes because every edge passes human judgment while extracted edges carry up to 40 percent noise.md b/domains/ai-alignment/wiki-linked markdown functions as a human-curated graph database that outperforms automated knowledge graphs below approximately 10000 notes because every edge passes human judgment while extracted edges carry up to 40 percent noise.md
index 94983ce1a..cc7a7d482 100644
--- a/domains/ai-alignment/wiki-linked markdown functions as a human-curated graph database that outperforms automated knowledge graphs below approximately 10000 notes because every edge passes human judgment while extracted edges carry up to 40 percent noise.md	
+++ b/domains/ai-alignment/wiki-linked markdown functions as a human-curated graph database that outperforms automated knowledge graphs below approximately 10000 notes because every edge passes human judgment while extracted edges carry up to 40 percent noise.md	
@@ -9,9 +9,9 @@ created: 2026-03-31
 depends_on:
 - knowledge between notes is generated by traversal not stored in any individual note because curated link paths produce emergent understanding that embedding similarity cannot replicate
 related:
-- graph traversal through curated wiki links replicates spreading activation from cognitive science because progressive disclosure implements decay based context loading and queries evolve during search through the berrypicking effect
+- graph traversal through curated wiki links replicates spreading activation from cognitive science because progressive disclosure implements decay-based context loading and queries evolve during search through the berrypicking effect
 reweave_edges:
-- graph traversal through curated wiki links replicates spreading activation from cognitive science because progressive disclosure implements decay based context loading and queries evolve during search through the berrypicking effect|related|2026-04-03
+- graph traversal through curated wiki links replicates spreading activation from cognitive science because progressive disclosure implements decay-based context loading and queries evolve during search through the berrypicking effect|related|2026-04-03
 ---
 
 # Wiki-linked markdown functions as a human-curated graph database that outperforms automated knowledge graphs below approximately 10000 notes because every edge passes human judgment while extracted edges carry up to 40 percent noise
diff --git a/domains/collective-intelligence/crystallized-reasoning-traces-are-a-distinct-knowledge-primitive-from-evaluated-claims-because-they-preserve-process-not-just-conclusions.md b/domains/collective-intelligence/crystallized-reasoning-traces-are-a-distinct-knowledge-primitive-from-evaluated-claims-because-they-preserve-process-not-just-conclusions.md
index 11878994b..413146836 100644
--- a/domains/collective-intelligence/crystallized-reasoning-traces-are-a-distinct-knowledge-primitive-from-evaluated-claims-because-they-preserve-process-not-just-conclusions.md
+++ b/domains/collective-intelligence/crystallized-reasoning-traces-are-a-distinct-knowledge-primitive-from-evaluated-claims-because-they-preserve-process-not-just-conclusions.md
@@ -16,9 +16,9 @@ attribution:
   synthesizer: []
   reviewer: []
 related:
-- retrieve before recompute is more efficient than independent agent reasoning when trace quality is verified
+- retrieve-before-recompute-is-more-efficient-than-independent-agent-reasoning-when-trace-quality-is-verified
 reweave_edges:
-- retrieve before recompute is more efficient than independent agent reasoning when trace quality is verified|related|2026-04-19
+- retrieve-before-recompute-is-more-efficient-than-independent-agent-reasoning-when-trace-quality-is-verified|related|2026-04-19
 ---
 
 # Crystallized reasoning traces are a distinct knowledge primitive from evaluated claims because they preserve process not just conclusions
diff --git a/domains/collective-intelligence/shared-anticipatory-structures-enable-decentralized-coordination.md b/domains/collective-intelligence/shared-anticipatory-structures-enable-decentralized-coordination.md
index a2ce96095..4a38cafed 100644
--- a/domains/collective-intelligence/shared-anticipatory-structures-enable-decentralized-coordination.md
+++ b/domains/collective-intelligence/shared-anticipatory-structures-enable-decentralized-coordination.md
@@ -8,9 +8,9 @@ created: 2026-03-11
 secondary_domains: [ai-alignment, critical-systems]
 depends_on: ["designing coordination rules is categorically different from designing coordination outcomes"]
 related:
-- theory of mind is measurable cognitive capability producing collective intelligence gains
+- theory-of-mind-is-measurable-cognitive-capability-producing-collective-intelligence-gains
 reweave_edges:
-- theory of mind is measurable cognitive capability producing collective intelligence gains|related|2026-04-04
+- theory-of-mind-is-measurable-cognitive-capability-producing-collective-intelligence-gains|related|2026-04-04
 ---
 
 # Shared anticipatory structures in multi-agent generative models enable goal-directed collective behavior without centralized coordination
diff --git a/domains/collective-intelligence/shared-generative-models-underwrite-collective-goal-directed-behavior.md b/domains/collective-intelligence/shared-generative-models-underwrite-collective-goal-directed-behavior.md
index faac1abf6..f1d7256f5 100644
--- a/domains/collective-intelligence/shared-generative-models-underwrite-collective-goal-directed-behavior.md
+++ b/domains/collective-intelligence/shared-generative-models-underwrite-collective-goal-directed-behavior.md
@@ -9,9 +9,9 @@ created: 2026-03-11
 secondary_domains: [ai-alignment]
 depends_on: ["shared-anticipatory-structures-enable-decentralized-coordination"]
 supports:
-- factorised generative models enable decentralized multi agent representation through individual level beliefs
+- factorised-generative-models-enable-decentralized-multi-agent-representation-through-individual-level-beliefs
 reweave_edges:
-- factorised generative models enable decentralized multi agent representation through individual level beliefs|supports|2026-03-28
+- factorised-generative-models-enable-decentralized-multi-agent-representation-through-individual-level-beliefs|supports|2026-03-28
 ---
 
 # Shared generative models enable implicit coordination through shared predictions rather than explicit communication or hierarchy
diff --git a/domains/collective-intelligence/the metacrisis is a single generator function where all civilizational-scale crises share the structural cause of competitive dynamics on exponential technology on finite substrate.md b/domains/collective-intelligence/the metacrisis is a single generator function where all civilizational-scale crises share the structural cause of competitive dynamics on exponential technology on finite substrate.md
index b2be5b587..f3b1a2643 100644
--- a/domains/collective-intelligence/the metacrisis is a single generator function where all civilizational-scale crises share the structural cause of competitive dynamics on exponential technology on finite substrate.md	
+++ b/domains/collective-intelligence/the metacrisis is a single generator function where all civilizational-scale crises share the structural cause of competitive dynamics on exponential technology on finite substrate.md	
@@ -10,12 +10,12 @@ related:
 - epistemic commons degradation is the gateway failure that enables all other civilizational risks because you cannot coordinate on problems you cannot collectively perceive
 - for a change to equal progress it must systematically identify and internalize its externalities because immature progress that ignores cascading harms is the most dangerous ideology in the world
 supports:
-- the metacrisis is a single generator function where all civilizational scale crises share the structural cause of rivalrous dynamics on exponential technology on finite substrate
-- three independent intellectual traditions converge on the same attractor analysis where coordination without centralization is the only viable path between collapse and authoritarian lock in
+- the metacrisis is a single generator function where all civilizational-scale crises share the structural cause of rivalrous dynamics on exponential technology on finite substrate
+- three independent intellectual traditions converge on the same attractor analysis where coordination without centralization is the only viable path between collapse and authoritarian lock-in
 - when you account for everything that matters optimization becomes the wrong framework because the objective function itself is the problem not the solution
 reweave_edges:
-- the metacrisis is a single generator function where all civilizational scale crises share the structural cause of rivalrous dynamics on exponential technology on finite substrate|supports|2026-04-17
-- three independent intellectual traditions converge on the same attractor analysis where coordination without centralization is the only viable path between collapse and authoritarian lock in|supports|2026-04-17
+- the metacrisis is a single generator function where all civilizational-scale crises share the structural cause of rivalrous dynamics on exponential technology on finite substrate|supports|2026-04-17
+- three independent intellectual traditions converge on the same attractor analysis where coordination without centralization is the only viable path between collapse and authoritarian lock-in|supports|2026-04-17
 - when you account for everything that matters optimization becomes the wrong framework because the objective function itself is the problem not the solution|supports|2026-04-17
 ---
 
diff --git a/domains/collective-intelligence/three independent intellectual traditions converge on the same attractor analysis where coordination without centralization is the only viable path between collapse and authoritarian lock-in.md b/domains/collective-intelligence/three independent intellectual traditions converge on the same attractor analysis where coordination without centralization is the only viable path between collapse and authoritarian lock-in.md
index 630c304a4..93e2403ef 100644
--- a/domains/collective-intelligence/three independent intellectual traditions converge on the same attractor analysis where coordination without centralization is the only viable path between collapse and authoritarian lock-in.md	
+++ b/domains/collective-intelligence/three independent intellectual traditions converge on the same attractor analysis where coordination without centralization is the only viable path between collapse and authoritarian lock-in.md	
@@ -10,11 +10,11 @@ related:
 - the price of anarchy quantifies the gap between cooperative optimum and competitive equilibrium and applying this framework to civilizational coordination failures offers a quantitative lens though operationalizing it at scale remains unproven
 - a misaligned context cannot develop aligned AI because the competitive dynamics building AI optimize for deployment speed not safety making system alignment prerequisite for AI alignment
 supports:
-- the metacrisis is a single generator function where all civilizational scale crises share the structural cause of rivalrous dynamics on exponential technology on finite substrate
-- three independent intellectual traditions converge on coordination without centralization as the only viable path between uncoordinated collapse and authoritarian capture
+- the metacrisis is a single generator function where all civilizational-scale crises share the structural cause of rivalrous dynamics on exponential technology on finite substrate
+- three independent intellectual traditions converge on coordination-without-centralization as the only viable path between uncoordinated collapse and authoritarian capture
 reweave_edges:
-- the metacrisis is a single generator function where all civilizational scale crises share the structural cause of rivalrous dynamics on exponential technology on finite substrate|supports|2026-04-17
-- three independent intellectual traditions converge on coordination without centralization as the only viable path between uncoordinated collapse and authoritarian capture|supports|2026-04-17
+- the metacrisis is a single generator function where all civilizational-scale crises share the structural cause of rivalrous dynamics on exponential technology on finite substrate|supports|2026-04-17
+- three independent intellectual traditions converge on coordination-without-centralization as the only viable path between uncoordinated collapse and authoritarian capture|supports|2026-04-17
 ---
 
 # Three independent intellectual traditions converge on the same attractor analysis where coordination without centralization is the only viable path between collapse and authoritarian lock-in
diff --git a/domains/critical-systems/active-inference-operates-at-every-scale-of-biological-organization-from-cells-to-societies.md b/domains/critical-systems/active-inference-operates-at-every-scale-of-biological-organization-from-cells-to-societies.md
index 341028cf2..6d0547bad 100644
--- a/domains/critical-systems/active-inference-operates-at-every-scale-of-biological-organization-from-cells-to-societies.md
+++ b/domains/critical-systems/active-inference-operates-at-every-scale-of-biological-organization-from-cells-to-societies.md
@@ -29,9 +29,9 @@ The integration with Tinbergen's four research questions (mechanism, development
 ---
 
 Relevant Notes:
-- [[markov-blankets-enable-complex-systems-to-maintain-identity-while-interacting-with-environment-through-nested-statistical-boundaries]]
-- [[emergence-is-the-fundamental-pattern-of-intelligence-from-ant-colonies-to-brains-to-civilizations]]
+- [[Markov blankets enable complex systems to maintain identity while interacting with environment through nested statistical boundaries]]
+- [[emergence is the fundamental pattern of intelligence from ant colonies to brains to civilizations]]
 
 Topics:
-- [[critical-systems/_map]]
-- [[collective-intelligence/_map]]
\ No newline at end of file
+- [[_map]]
+- [[_map]]
\ No newline at end of file
diff --git a/domains/critical-systems/nested-markov-blankets-enable-hierarchical-organization-where-each-level-minimizes-prediction-error-while-participating-in-higher-level-dynamics.md b/domains/critical-systems/nested-markov-blankets-enable-hierarchical-organization-where-each-level-minimizes-prediction-error-while-participating-in-higher-level-dynamics.md
index 8c5cdef2f..1c107b7c3 100644
--- a/domains/critical-systems/nested-markov-blankets-enable-hierarchical-organization-where-each-level-minimizes-prediction-error-while-participating-in-higher-level-dynamics.md
+++ b/domains/critical-systems/nested-markov-blankets-enable-hierarchical-organization-where-each-level-minimizes-prediction-error-while-participating-in-higher-level-dynamics.md
@@ -31,10 +31,10 @@ This architecture has direct implications for artificial systems: multi-agent AI
 ---
 
 Relevant Notes:
-- [[markov-blankets-enable-complex-systems-to-maintain-identity-while-interacting-with-environment-through-nested-statistical-boundaries]]
+- [[Markov blankets enable complex systems to maintain identity while interacting with environment through nested statistical boundaries]]
 - [[living-agents-mirror-biological-markov-blanket-organization]]
-- [[emergence-is-the-fundamental-pattern-of-intelligence-from-ant-colonies-to-brains-to-civilizations]]
+- [[emergence is the fundamental pattern of intelligence from ant colonies to brains to civilizations]]
 
 Topics:
-- [[critical-systems/_map]]
-- [[collective-intelligence/_map]]
\ No newline at end of file
+- [[_map]]
+- [[_map]]
\ No newline at end of file
diff --git a/domains/energy/AI compute demand is creating a terrestrial power crisis with 140 GW of new data center load against grid infrastructure already projected to fall 6 GW short by 2027.md b/domains/energy/AI compute demand is creating a terrestrial power crisis with 140 GW of new data center load against grid infrastructure already projected to fall 6 GW short by 2027.md
index 510108298..9da64e350 100644
--- a/domains/energy/AI compute demand is creating a terrestrial power crisis with 140 GW of new data center load against grid infrastructure already projected to fall 6 GW short by 2027.md	
+++ b/domains/energy/AI compute demand is creating a terrestrial power crisis with 140 GW of new data center load against grid infrastructure already projected to fall 6 GW short by 2027.md	
@@ -9,9 +9,9 @@ secondary_domains:
   - space-development
   - critical-systems
 supports:
-- AI datacenter power demand creates a 5 10 year infrastructure lag because grid construction and interconnection cannot match the pace of chip design cycles
+- AI datacenter power demand creates a 5-10 year infrastructure lag because grid construction and interconnection cannot match the pace of chip design cycles
 reweave_edges:
-- AI datacenter power demand creates a 5 10 year infrastructure lag because grid construction and interconnection cannot match the pace of chip design cycles|supports|2026-04-04
+- AI datacenter power demand creates a 5-10 year infrastructure lag because grid construction and interconnection cannot match the pace of chip design cycles|supports|2026-04-04
 ---
 
 # AI compute demand is creating a terrestrial power crisis with 140 GW of new data center load against grid infrastructure already projected to fall 6 GW short by 2027
diff --git a/domains/energy/AI datacenter power demand creates a 5-10 year infrastructure lag because grid construction and interconnection cannot match the pace of chip design cycles.md b/domains/energy/AI datacenter power demand creates a 5-10 year infrastructure lag because grid construction and interconnection cannot match the pace of chip design cycles.md
index 52150d0d8..986f13289 100644
--- a/domains/energy/AI datacenter power demand creates a 5-10 year infrastructure lag because grid construction and interconnection cannot match the pace of chip design cycles.md	
+++ b/domains/energy/AI datacenter power demand creates a 5-10 year infrastructure lag because grid construction and interconnection cannot match the pace of chip design cycles.md	
@@ -13,9 +13,9 @@ challenged_by:
 - Nuclear SMRs and modular gas turbines may provide faster power deployment than traditional grid construction
 - Efficiency improvements in inference hardware may reduce power demand growth below current projections
 related:
-- small modular reactors could break nuclears construction cost curse by shifting from bespoke site built projects to factory manufactured standardized units but no SMR has yet operated commercially
+- small modular reactors could break nuclears construction cost curse by shifting from bespoke site-built projects to factory-manufactured standardized units but no SMR has yet operated commercially
 reweave_edges:
-- small modular reactors could break nuclears construction cost curse by shifting from bespoke site built projects to factory manufactured standardized units but no SMR has yet operated commercially|related|2026-04-19
+- small modular reactors could break nuclears construction cost curse by shifting from bespoke site-built projects to factory-manufactured standardized units but no SMR has yet operated commercially|related|2026-04-19
 ---
 
 # AI datacenter power demand creates a 5-10 year infrastructure lag because grid construction and interconnection cannot match the pace of chip design cycles
diff --git a/domains/energy/AI datacenter power demand is creating a fusion buyer market before the technology exists with Google and Eni committing over 1.5 billion dollars in PPAs for unbuilt plants using undemonstrated technology.md b/domains/energy/AI datacenter power demand is creating a fusion buyer market before the technology exists with Google and Eni committing over 1.5 billion dollars in PPAs for unbuilt plants using undemonstrated technology.md
index 2911121f1..71df0d2c7 100644
--- a/domains/energy/AI datacenter power demand is creating a fusion buyer market before the technology exists with Google and Eni committing over 1.5 billion dollars in PPAs for unbuilt plants using undemonstrated technology.md	
+++ b/domains/energy/AI datacenter power demand is creating a fusion buyer market before the technology exists with Google and Eni committing over 1.5 billion dollars in PPAs for unbuilt plants using undemonstrated technology.md	
@@ -13,15 +13,15 @@ challenged_by:
 - PPAs contingent on Q>1 demonstration carry no financial penalty if fusion fails — they may be cheap option bets by tech companies rather than genuine demand signals; nuclear SMRs and enhanced geothermal may satisfy datacenter power needs before fusion arrives
 related:
 - "{'Gate 2C concentrated buyer demand activates through two distinct modes': 'parity mode at ~1x cost (driven by ESG and hedging) and strategic premium mode at ~1.8-2x cost (driven by genuinely unavailable attributes)'}"
-- fusions attractor state is 5 15 percent of global generation by 2055 as firm dispatchable complement to renewables not as baseload replacement for fission
+- fusions attractor state is 5-15 percent of global generation by 2055 as firm dispatchable complement to renewables not as baseload replacement for fission
 - "Gate 2C concentrated buyer demand activates through two distinct modes: parity mode at ~1x cost (driven by ESG and hedging) and strategic premium mode at ~1.8-2x cost (driven by genuinely unavailable attributes)"
-- small modular reactors could break nuclears construction cost curse by shifting from bespoke site built projects to factory manufactured standardized units but no SMR has yet operated commercially
+- small modular reactors could break nuclears construction cost curse by shifting from bespoke site-built projects to factory-manufactured standardized units but no SMR has yet operated commercially
 reweave_edges:
 - "{'Gate 2C concentrated buyer demand activates through two distinct modes': 'parity mode at ~1x cost (driven by ESG and hedging) and strategic premium mode at ~1.8-2x cost (driven by genuinely unavailable attributes)|related|2026-04-17'}"
 - "{'Gate 2C concentrated buyer demand activates through two distinct modes': 'parity mode at ~1x cost (driven by ESG and hedging) and strategic premium mode at ~1.8-2x cost (driven by genuinely unavailable attributes)|related|2026-04-18'}"
-- fusions attractor state is 5 15 percent of global generation by 2055 as firm dispatchable complement to renewables not as baseload replacement for fission|related|2026-04-18
+- fusions attractor state is 5-15 percent of global generation by 2055 as firm dispatchable complement to renewables not as baseload replacement for fission|related|2026-04-18
 - "Gate 2C concentrated buyer demand activates through two distinct modes: parity mode at ~1x cost (driven by ESG and hedging) and strategic premium mode at ~1.8-2x cost (driven by genuinely unavailable attributes)|related|2026-04-19"
-- small modular reactors could break nuclears construction cost curse by shifting from bespoke site built projects to factory manufactured standardized units but no SMR has yet operated commercially|related|2026-04-19
+- small modular reactors could break nuclears construction cost curse by shifting from bespoke site-built projects to factory-manufactured standardized units but no SMR has yet operated commercially|related|2026-04-19
 ---
 
 # AI datacenter power demand is creating a fusion buyer market before the technology exists with Google and Eni committing over 1.5 billion dollars in PPAs for unbuilt plants using undemonstrated technology
diff --git a/domains/energy/AI datacenter power demand is creating a fusion buyer market before the technology exists with Google and Eni signing PPAs for unbuilt plants using undemonstrated technology.md b/domains/energy/AI datacenter power demand is creating a fusion buyer market before the technology exists with Google and Eni signing PPAs for unbuilt plants using undemonstrated technology.md
index 433270dc1..3bbeba768 100644
--- a/domains/energy/AI datacenter power demand is creating a fusion buyer market before the technology exists with Google and Eni signing PPAs for unbuilt plants using undemonstrated technology.md	
+++ b/domains/energy/AI datacenter power demand is creating a fusion buyer market before the technology exists with Google and Eni signing PPAs for unbuilt plants using undemonstrated technology.md	
@@ -13,12 +13,12 @@ challenged_by:
 - PPAs contingent on Q>1 demonstration carry no financial penalty if fusion fails — they may be cheap option bets by tech companies rather than genuine demand signals; nuclear SMRs and enhanced geothermal may satisfy datacenter power needs before fusion arrives
 related:
 - "{'Gate 2C concentrated buyer demand activates through two distinct modes': 'parity mode at ~1x cost (driven by ESG and hedging) and strategic premium mode at ~1.8-2x cost (driven by genuinely unavailable attributes)'}"
-- fusions attractor state is 5 15 percent of global generation by 2055 as firm dispatchable complement to renewables not as baseload replacement for fission
+- fusions attractor state is 5-15 percent of global generation by 2055 as firm dispatchable complement to renewables not as baseload replacement for fission
 - "Gate 2C concentrated buyer demand activates through two distinct modes: parity mode at ~1x cost (driven by ESG and hedging) and strategic premium mode at ~1.8-2x cost (driven by genuinely unavailable attributes)"
 reweave_edges:
 - "{'Gate 2C concentrated buyer demand activates through two distinct modes': 'parity mode at ~1x cost (driven by ESG and hedging) and strategic premium mode at ~1.8-2x cost (driven by genuinely unavailable attributes)|related|2026-04-17'}"
 - "{'Gate 2C concentrated buyer demand activates through two distinct modes': 'parity mode at ~1x cost (driven by ESG and hedging) and strategic premium mode at ~1.8-2x cost (driven by genuinely unavailable attributes)|related|2026-04-18'}"
-- fusions attractor state is 5 15 percent of global generation by 2055 as firm dispatchable complement to renewables not as baseload replacement for fission|related|2026-04-18
+- fusions attractor state is 5-15 percent of global generation by 2055 as firm dispatchable complement to renewables not as baseload replacement for fission|related|2026-04-18
 - "Gate 2C concentrated buyer demand activates through two distinct modes: parity mode at ~1x cost (driven by ESG and hedging) and strategic premium mode at ~1.8-2x cost (driven by genuinely unavailable attributes)|related|2026-04-19"
 ---
 
diff --git a/domains/energy/Commonwealth Fusion Systems is the best-capitalized private fusion company with 2.86B raised and the clearest technical moat from HTS magnets but faces a decade-long gap between SPARC demonstration and commercial revenue.md b/domains/energy/Commonwealth Fusion Systems is the best-capitalized private fusion company with 2.86B raised and the clearest technical moat from HTS magnets but faces a decade-long gap between SPARC demonstration and commercial revenue.md
index 6103286bf..077e82c97 100644
--- a/domains/energy/Commonwealth Fusion Systems is the best-capitalized private fusion company with 2.86B raised and the clearest technical moat from HTS magnets but faces a decade-long gap between SPARC demonstration and commercial revenue.md	
+++ b/domains/energy/Commonwealth Fusion Systems is the best-capitalized private fusion company with 2.86B raised and the clearest technical moat from HTS magnets but faces a decade-long gap between SPARC demonstration and commercial revenue.md	
@@ -13,17 +13,17 @@ related:
 - AI datacenter power demand is creating a fusion buyer market before the technology exists with Google and Eni signing PPAs for unbuilt plants using undemonstrated technology
 - CFS HTS magnet manufacturing is a platform business that generates revenue from competitors and adjacent industries making CFS profitable regardless of which fusion approach wins
 - CFS magnet pancake production achieved a 30x speedup from 30 days to 1 day per unit suggesting fusion component manufacturing can follow industrial learning curves even if system integration remains unproven
-- Helion and CFS represent genuinely different fusion bets where Helion's field reversed configuration trades plasma physics risk for engineering simplicity while CFS's tokamak trades engineering complexity for plasma physics confidence
-- SPARC construction velocity from 30 days per magnet pancake to 1 per day demonstrates that fusion manufacturing learning curves follow industrial scaling patterns not physics experiment timelines
-- plasma facing materials science is the binding constraint on commercial fusion because no facility exists to test materials under fusion relevant neutron bombardment for the years needed to qualify them
+- Helion and CFS represent genuinely different fusion bets where Helion's field-reversed configuration trades plasma physics risk for engineering simplicity while CFS's tokamak trades engineering complexity for plasma physics confidence
+- SPARC construction velocity from 30 days per magnet pancake to 1 per day demonstrates that fusion manufacturing learning curves follow industrial scaling patterns not physics-experiment timelines
+- plasma-facing materials science is the binding constraint on commercial fusion because no facility exists to test materials under fusion-relevant neutron bombardment for the years needed to qualify them
 reweave_edges:
 - AI datacenter power demand is creating a fusion buyer market before the technology exists with Google and Eni committing over 1.5 billion dollars in PPAs for unbuilt plants using undemonstrated technology|related|2026-04-17
 - AI datacenter power demand is creating a fusion buyer market before the technology exists with Google and Eni signing PPAs for unbuilt plants using undemonstrated technology|related|2026-04-17
 - CFS HTS magnet manufacturing is a platform business that generates revenue from competitors and adjacent industries making CFS profitable regardless of which fusion approach wins|related|2026-04-17
 - CFS magnet pancake production achieved a 30x speedup from 30 days to 1 day per unit suggesting fusion component manufacturing can follow industrial learning curves even if system integration remains unproven|related|2026-04-17
-- Helion and CFS represent genuinely different fusion bets where Helion's field reversed configuration trades plasma physics risk for engineering simplicity while CFS's tokamak trades engineering complexity for plasma physics confidence|related|2026-04-17
-- SPARC construction velocity from 30 days per magnet pancake to 1 per day demonstrates that fusion manufacturing learning curves follow industrial scaling patterns not physics experiment timelines|related|2026-04-17
-- plasma facing materials science is the binding constraint on commercial fusion because no facility exists to test materials under fusion relevant neutron bombardment for the years needed to qualify them|related|2026-04-19
+- Helion and CFS represent genuinely different fusion bets where Helion's field-reversed configuration trades plasma physics risk for engineering simplicity while CFS's tokamak trades engineering complexity for plasma physics confidence|related|2026-04-17
+- SPARC construction velocity from 30 days per magnet pancake to 1 per day demonstrates that fusion manufacturing learning curves follow industrial scaling patterns not physics-experiment timelines|related|2026-04-17
+- plasma-facing materials science is the binding constraint on commercial fusion because no facility exists to test materials under fusion-relevant neutron bombardment for the years needed to qualify them|related|2026-04-19
 - private fusion has three credible approaches with independent risk profiles where CFS bets on proven tokamak physics Helion on engineering simplicity and TAE on aneutronic fuel|supports|2026-04-19
 supports:
 - private fusion has three credible approaches with independent risk profiles where CFS bets on proven tokamak physics Helion on engineering simplicity and TAE on aneutronic fuel
diff --git a/domains/energy/arctic and nuclear-powered data centers solve the same power and cooling constraints as orbital compute without launch costs radiation or bandwidth limitations.md b/domains/energy/arctic and nuclear-powered data centers solve the same power and cooling constraints as orbital compute without launch costs radiation or bandwidth limitations.md
index 2abf32763..0a47b1de0 100644
--- a/domains/energy/arctic and nuclear-powered data centers solve the same power and cooling constraints as orbital compute without launch costs radiation or bandwidth limitations.md	
+++ b/domains/energy/arctic and nuclear-powered data centers solve the same power and cooling constraints as orbital compute without launch costs radiation or bandwidth limitations.md	
@@ -12,13 +12,13 @@ depends_on:
 - AI compute demand is creating a terrestrial power crisis with 140 GW of new data center load against grid infrastructure already projected to fall 6 GW short by 2027
 - space-based computing at datacenter scale is blocked by thermal physics because radiative cooling in vacuum requires surface areas that grow faster than compute density
 related:
-- orbital compute hardware cannot be serviced making every component either radiation hardened redundant or disposable with failed hardware becoming debris or requiring expensive deorbit
-- AI datacenter power demand creates a 5 10 year infrastructure lag because grid construction and interconnection cannot match the pace of chip design cycles
-- small modular reactors could break nuclears construction cost curse by shifting from bespoke site built projects to factory manufactured standardized units but no SMR has yet operated commercially
+- orbital compute hardware cannot be serviced making every component either radiation-hardened redundant or disposable with failed hardware becoming debris or requiring expensive deorbit
+- AI datacenter power demand creates a 5-10 year infrastructure lag because grid construction and interconnection cannot match the pace of chip design cycles
+- small modular reactors could break nuclears construction cost curse by shifting from bespoke site-built projects to factory-manufactured standardized units but no SMR has yet operated commercially
 reweave_edges:
-- orbital compute hardware cannot be serviced making every component either radiation hardened redundant or disposable with failed hardware becoming debris or requiring expensive deorbit|related|2026-04-04
-- AI datacenter power demand creates a 5 10 year infrastructure lag because grid construction and interconnection cannot match the pace of chip design cycles|related|2026-04-04
-- small modular reactors could break nuclears construction cost curse by shifting from bespoke site built projects to factory manufactured standardized units but no SMR has yet operated commercially|related|2026-04-19
+- orbital compute hardware cannot be serviced making every component either radiation-hardened redundant or disposable with failed hardware becoming debris or requiring expensive deorbit|related|2026-04-04
+- AI datacenter power demand creates a 5-10 year infrastructure lag because grid construction and interconnection cannot match the pace of chip design cycles|related|2026-04-04
+- small modular reactors could break nuclears construction cost curse by shifting from bespoke site-built projects to factory-manufactured standardized units but no SMR has yet operated commercially|related|2026-04-19
 ---
 
 # Arctic and nuclear-powered data centers solve the same power and cooling constraints as orbital compute without launch costs radiation or bandwidth limitations
diff --git a/domains/energy/battery storage costs crossing below 100 dollars per kWh make renewables dispatchable and fundamentally change grid economics by enabling solar and wind to compete with firm baseload power.md b/domains/energy/battery storage costs crossing below 100 dollars per kWh make renewables dispatchable and fundamentally change grid economics by enabling solar and wind to compete with firm baseload power.md
index 72e75ebe2..72e89fca1 100644
--- a/domains/energy/battery storage costs crossing below 100 dollars per kWh make renewables dispatchable and fundamentally change grid economics by enabling solar and wind to compete with firm baseload power.md	
+++ b/domains/energy/battery storage costs crossing below 100 dollars per kWh make renewables dispatchable and fundamentally change grid economics by enabling solar and wind to compete with firm baseload power.md	
@@ -12,12 +12,12 @@ challenged_by:
 - Lithium and critical mineral supply constraints may slow or reverse the cost decline trajectory
 - Long-duration storage beyond 8 hours requires different chemistry than lithium-ion and remains uneconomic
 related:
-- long duration energy storage beyond 8 hours remains unsolved at scale and is the binding constraint on a fully renewable grid
+- long-duration energy storage beyond 8 hours remains unsolved at scale and is the binding constraint on a fully renewable grid
 reweave_edges:
-- long duration energy storage beyond 8 hours remains unsolved at scale and is the binding constraint on a fully renewable grid|related|2026-04-18
-- the energy transition is a compound phase transition where solar storage and grid integration are crossing cost thresholds simultaneously creating nonlinear acceleration that historical single technology transitions did not exhibit|supports|2026-04-20
+- long-duration energy storage beyond 8 hours remains unsolved at scale and is the binding constraint on a fully renewable grid|related|2026-04-18
+- the energy transition is a compound phase transition where solar storage and grid integration are crossing cost thresholds simultaneously creating nonlinear acceleration that historical single-technology transitions did not exhibit|supports|2026-04-20
 supports:
-- the energy transition is a compound phase transition where solar storage and grid integration are crossing cost thresholds simultaneously creating nonlinear acceleration that historical single technology transitions did not exhibit
+- the energy transition is a compound phase transition where solar storage and grid integration are crossing cost thresholds simultaneously creating nonlinear acceleration that historical single-technology transitions did not exhibit
 ---
 
 # Battery storage costs crossing below 100 dollars per kWh make renewables dispatchable and fundamentally change grid economics by enabling solar and wind to compete with firm baseload power
diff --git a/domains/energy/energy permitting timelines now exceed construction timelines in most US jurisdictions creating a governance bottleneck that throttles deployment of already-economic generation and transmission.md b/domains/energy/energy permitting timelines now exceed construction timelines in most US jurisdictions creating a governance bottleneck that throttles deployment of already-economic generation and transmission.md
index 6f831891c..b9d8fbc1c 100644
--- a/domains/energy/energy permitting timelines now exceed construction timelines in most US jurisdictions creating a governance bottleneck that throttles deployment of already-economic generation and transmission.md	
+++ b/domains/energy/energy permitting timelines now exceed construction timelines in most US jurisdictions creating a governance bottleneck that throttles deployment of already-economic generation and transmission.md	
@@ -13,9 +13,9 @@ challenged_by:
 - FERC Order 2023 and state-level reforms may compress interconnection timelines significantly by 2027-2028
 - Behind-the-meter and distributed generation can bypass the interconnection queue entirely
 related:
-- the energy transition is a compound phase transition where solar storage and grid integration are crossing cost thresholds simultaneously creating nonlinear acceleration that historical single technology transitions did not exhibit
+- the energy transition is a compound phase transition where solar storage and grid integration are crossing cost thresholds simultaneously creating nonlinear acceleration that historical single-technology transitions did not exhibit
 reweave_edges:
-- the energy transition is a compound phase transition where solar storage and grid integration are crossing cost thresholds simultaneously creating nonlinear acceleration that historical single technology transitions did not exhibit|related|2026-04-20
+- the energy transition is a compound phase transition where solar storage and grid integration are crossing cost thresholds simultaneously creating nonlinear acceleration that historical single-technology transitions did not exhibit|related|2026-04-20
 ---
 
 # Energy permitting timelines now exceed construction timelines in most US jurisdictions creating a governance bottleneck that throttles deployment of already-economic generation and transmission
diff --git a/domains/energy/fusion contributing meaningfully to global electricity is a 2040s event at the earliest because 2026-2030 demonstrations must succeed before capital flows to pilot plants that take another decade to build.md b/domains/energy/fusion contributing meaningfully to global electricity is a 2040s event at the earliest because 2026-2030 demonstrations must succeed before capital flows to pilot plants that take another decade to build.md
index a9c08331f..d8071c2c0 100644
--- a/domains/energy/fusion contributing meaningfully to global electricity is a 2040s event at the earliest because 2026-2030 demonstrations must succeed before capital flows to pilot plants that take another decade to build.md	
+++ b/domains/energy/fusion contributing meaningfully to global electricity is a 2040s event at the earliest because 2026-2030 demonstrations must succeed before capital flows to pilot plants that take another decade to build.md	
@@ -11,21 +11,21 @@ related:
 - AI datacenter power demand is creating a fusion buyer market before the technology exists with Google and Eni committing over 1.5 billion dollars in PPAs for unbuilt plants using undemonstrated technology
 - AI datacenter power demand is creating a fusion buyer market before the technology exists with Google and Eni signing PPAs for unbuilt plants using undemonstrated technology
 - CFS magnet pancake production achieved a 30x speedup from 30 days to 1 day per unit suggesting fusion component manufacturing can follow industrial learning curves even if system integration remains unproven
-- Helion and CFS represent genuinely different fusion bets where Helion's field reversed configuration trades plasma physics risk for engineering simplicity while CFS's tokamak trades engineering complexity for plasma physics confidence
-- SPARC construction velocity from 30 days per magnet pancake to 1 per day demonstrates that fusion manufacturing learning curves follow industrial scaling patterns not physics experiment timelines
-- fusions attractor state is 5 15 percent of global generation by 2055 as firm dispatchable complement to renewables not as baseload replacement for fission
-- long duration energy storage beyond 8 hours remains unsolved at scale and is the binding constraint on a fully renewable grid
-- plasma facing materials science is the binding constraint on commercial fusion because no facility exists to test materials under fusion relevant neutron bombardment for the years needed to qualify them
+- Helion and CFS represent genuinely different fusion bets where Helion's field-reversed configuration trades plasma physics risk for engineering simplicity while CFS's tokamak trades engineering complexity for plasma physics confidence
+- SPARC construction velocity from 30 days per magnet pancake to 1 per day demonstrates that fusion manufacturing learning curves follow industrial scaling patterns not physics-experiment timelines
+- fusions attractor state is 5-15 percent of global generation by 2055 as firm dispatchable complement to renewables not as baseload replacement for fission
+- long-duration energy storage beyond 8 hours remains unsolved at scale and is the binding constraint on a fully renewable grid
+- plasma-facing materials science is the binding constraint on commercial fusion because no facility exists to test materials under fusion-relevant neutron bombardment for the years needed to qualify them
 - private fusion has three credible approaches with independent risk profiles where CFS bets on proven tokamak physics Helion on engineering simplicity and TAE on aneutronic fuel
 reweave_edges:
 - AI datacenter power demand is creating a fusion buyer market before the technology exists with Google and Eni committing over 1.5 billion dollars in PPAs for unbuilt plants using undemonstrated technology|related|2026-04-17
 - AI datacenter power demand is creating a fusion buyer market before the technology exists with Google and Eni signing PPAs for unbuilt plants using undemonstrated technology|related|2026-04-17
 - CFS magnet pancake production achieved a 30x speedup from 30 days to 1 day per unit suggesting fusion component manufacturing can follow industrial learning curves even if system integration remains unproven|related|2026-04-17
-- Helion and CFS represent genuinely different fusion bets where Helion's field reversed configuration trades plasma physics risk for engineering simplicity while CFS's tokamak trades engineering complexity for plasma physics confidence|related|2026-04-17
-- SPARC construction velocity from 30 days per magnet pancake to 1 per day demonstrates that fusion manufacturing learning curves follow industrial scaling patterns not physics experiment timelines|related|2026-04-17
-- fusions attractor state is 5 15 percent of global generation by 2055 as firm dispatchable complement to renewables not as baseload replacement for fission|related|2026-04-18
-- long duration energy storage beyond 8 hours remains unsolved at scale and is the binding constraint on a fully renewable grid|related|2026-04-18
-- plasma facing materials science is the binding constraint on commercial fusion because no facility exists to test materials under fusion relevant neutron bombardment for the years needed to qualify them|related|2026-04-19
+- Helion and CFS represent genuinely different fusion bets where Helion's field-reversed configuration trades plasma physics risk for engineering simplicity while CFS's tokamak trades engineering complexity for plasma physics confidence|related|2026-04-17
+- SPARC construction velocity from 30 days per magnet pancake to 1 per day demonstrates that fusion manufacturing learning curves follow industrial scaling patterns not physics-experiment timelines|related|2026-04-17
+- fusions attractor state is 5-15 percent of global generation by 2055 as firm dispatchable complement to renewables not as baseload replacement for fission|related|2026-04-18
+- long-duration energy storage beyond 8 hours remains unsolved at scale and is the binding constraint on a fully renewable grid|related|2026-04-18
+- plasma-facing materials science is the binding constraint on commercial fusion because no facility exists to test materials under fusion-relevant neutron bombardment for the years needed to qualify them|related|2026-04-19
 - private fusion has three credible approaches with independent risk profiles where CFS bets on proven tokamak physics Helion on engineering simplicity and TAE on aneutronic fuel|related|2026-04-19
 ---
 
diff --git a/domains/energy/fusions attractor state is 5-15 percent of global generation by 2055 as firm dispatchable complement to renewables not as baseload replacement for fission.md b/domains/energy/fusions attractor state is 5-15 percent of global generation by 2055 as firm dispatchable complement to renewables not as baseload replacement for fission.md
index 277c8f9e4..af796d708 100644
--- a/domains/energy/fusions attractor state is 5-15 percent of global generation by 2055 as firm dispatchable complement to renewables not as baseload replacement for fission.md	
+++ b/domains/energy/fusions attractor state is 5-15 percent of global generation by 2055 as firm dispatchable complement to renewables not as baseload replacement for fission.md	
@@ -8,9 +8,9 @@ created: 2026-03-20
 challenged_by:
 - advanced fission SMRs may fill the firm dispatchable niche before fusion arrives, making fusion commercially unnecessary
 related:
-- long duration energy storage beyond 8 hours remains unsolved at scale and is the binding constraint on a fully renewable grid
+- long-duration energy storage beyond 8 hours remains unsolved at scale and is the binding constraint on a fully renewable grid
 reweave_edges:
-- long duration energy storage beyond 8 hours remains unsolved at scale and is the binding constraint on a fully renewable grid|related|2026-04-18
+- long-duration energy storage beyond 8 hours remains unsolved at scale and is the binding constraint on a fully renewable grid|related|2026-04-18
 ---
 
 # Fusion's attractor state is 5-15 percent of global generation by 2055 as firm dispatchable complement to renewables not as baseload replacement for fission
diff --git a/domains/energy/private fusion has three credible approaches with independent risk profiles where CFS bets on proven tokamak physics Helion on engineering simplicity and TAE on aneutronic fuel.md b/domains/energy/private fusion has three credible approaches with independent risk profiles where CFS bets on proven tokamak physics Helion on engineering simplicity and TAE on aneutronic fuel.md
index d9ee0dfa1..514c5b688 100644
--- a/domains/energy/private fusion has three credible approaches with independent risk profiles where CFS bets on proven tokamak physics Helion on engineering simplicity and TAE on aneutronic fuel.md	
+++ b/domains/energy/private fusion has three credible approaches with independent risk profiles where CFS bets on proven tokamak physics Helion on engineering simplicity and TAE on aneutronic fuel.md	
@@ -12,9 +12,9 @@ depends_on:
 challenged_by:
 - all three could fail for unrelated reasons making fusion portfolio theory moot; Tokamak Energy (UK, spherical tokamak, HTS magnets) and Zap Energy (sheared-flow Z-pinch, no magnets) are also credible contenders; government programs (ITER successor, Chinese CFETR) may solve fusion before any private company
 related:
-- Helion and CFS represent genuinely different fusion bets where Helion's field reversed configuration trades plasma physics risk for engineering simplicity while CFS's tokamak trades engineering complexity for plasma physics confidence
+- Helion and CFS represent genuinely different fusion bets where Helion's field-reversed configuration trades plasma physics risk for engineering simplicity while CFS's tokamak trades engineering complexity for plasma physics confidence
 reweave_edges:
-- Helion and CFS represent genuinely different fusion bets where Helion's field reversed configuration trades plasma physics risk for engineering simplicity while CFS's tokamak trades engineering complexity for plasma physics confidence|related|2026-04-17
+- Helion and CFS represent genuinely different fusion bets where Helion's field-reversed configuration trades plasma physics risk for engineering simplicity while CFS's tokamak trades engineering complexity for plasma physics confidence|related|2026-04-17
 ---
 
 # Private fusion has three credible approaches with independent risk profiles where CFS bets on proven tokamak physics Helion on engineering simplicity and TAE on aneutronic fuel
diff --git a/domains/energy/solar photovoltaic costs have fallen 99 percent over four decades making unsubsidized solar the cheapest new electricity source in history and the decline is not slowing.md b/domains/energy/solar photovoltaic costs have fallen 99 percent over four decades making unsubsidized solar the cheapest new electricity source in history and the decline is not slowing.md
index 75f212c6a..3f2b30136 100644
--- a/domains/energy/solar photovoltaic costs have fallen 99 percent over four decades making unsubsidized solar the cheapest new electricity source in history and the decline is not slowing.md	
+++ b/domains/energy/solar photovoltaic costs have fallen 99 percent over four decades making unsubsidized solar the cheapest new electricity source in history and the decline is not slowing.md	
@@ -12,9 +12,9 @@ challenged_by:
 - Grid integration costs rise as solar penetration increases, partially offsetting generation cost declines
 - Polysilicon supply chain concentration in China creates geopolitical risk to continued cost decline
 supports:
-- the energy transition is a compound phase transition where solar storage and grid integration are crossing cost thresholds simultaneously creating nonlinear acceleration that historical single technology transitions did not exhibit
+- the energy transition is a compound phase transition where solar storage and grid integration are crossing cost thresholds simultaneously creating nonlinear acceleration that historical single-technology transitions did not exhibit
 reweave_edges:
-- the energy transition is a compound phase transition where solar storage and grid integration are crossing cost thresholds simultaneously creating nonlinear acceleration that historical single technology transitions did not exhibit|supports|2026-04-20
+- the energy transition is a compound phase transition where solar storage and grid integration are crossing cost thresholds simultaneously creating nonlinear acceleration that historical single-technology transitions did not exhibit|supports|2026-04-20
 ---
 
 # Solar photovoltaic costs have fallen 99 percent over four decades making unsubsidized solar the cheapest new electricity source in history and the decline is not slowing
diff --git a/domains/energy/tritium self-sufficiency is undemonstrated and may constrain fusion fleet expansion because global supply is 25 kg decaying at 5 percent annually while each plant consumes 55 kg per year.md b/domains/energy/tritium self-sufficiency is undemonstrated and may constrain fusion fleet expansion because global supply is 25 kg decaying at 5 percent annually while each plant consumes 55 kg per year.md
index 1597aece2..a3ef4c150 100644
--- a/domains/energy/tritium self-sufficiency is undemonstrated and may constrain fusion fleet expansion because global supply is 25 kg decaying at 5 percent annually while each plant consumes 55 kg per year.md	
+++ b/domains/energy/tritium self-sufficiency is undemonstrated and may constrain fusion fleet expansion because global supply is 25 kg decaying at 5 percent annually while each plant consumes 55 kg per year.md	
@@ -8,9 +8,9 @@ created: 2026-02-17
 depends_on:
 - Commonwealth Fusion Systems is the best-capitalized private fusion company with 2.86B raised and the clearest technical moat from HTS magnets but faces a decade-long gap between SPARC demonstration and commercial revenue
 related:
-- plasma facing materials science is the binding constraint on commercial fusion because no facility exists to test materials under fusion relevant neutron bombardment for the years needed to qualify them
+- plasma-facing materials science is the binding constraint on commercial fusion because no facility exists to test materials under fusion-relevant neutron bombardment for the years needed to qualify them
 reweave_edges:
-- plasma facing materials science is the binding constraint on commercial fusion because no facility exists to test materials under fusion relevant neutron bombardment for the years needed to qualify them|related|2026-04-19
+- plasma-facing materials science is the binding constraint on commercial fusion because no facility exists to test materials under fusion-relevant neutron bombardment for the years needed to qualify them|related|2026-04-19
 ---
 
 # Tritium self-sufficiency is undemonstrated and may constrain fusion fleet expansion because global supply is 25 kg decaying at 5 percent annually while each plant consumes 55 kg per year
diff --git a/domains/entertainment/GenAI adoption in entertainment will be gated by consumer acceptance not technology capability.md b/domains/entertainment/GenAI adoption in entertainment will be gated by consumer acceptance not technology capability.md
index 0d98b7450..b93b0d179 100644
--- a/domains/entertainment/GenAI adoption in entertainment will be gated by consumer acceptance not technology capability.md	
+++ b/domains/entertainment/GenAI adoption in entertainment will be gated by consumer acceptance not technology capability.md	
@@ -6,10 +6,10 @@ confidence: likely
 source: "Clay, from Doug Shapiro's 'AI Use Cases in Hollywood' (The Mediator, September 2023) and 'How Far Will AI Video Go?' (The Mediator, February 2025)"
 created: 2026-03-06
 supports:
-- consumer ai acceptance diverges by use case with creative work facing 4x higher rejection than functional applications
+- consumer-ai-acceptance-diverges-by-use-case-with-creative-work-facing-4x-higher-rejection-than-functional-applications
 - Consumer enthusiasm for AI-generated creator content collapsed from 60% to 26% in two years, ending AI's novelty premium and establishing transparency and creative quality as primary trust signals
 reweave_edges:
-- consumer ai acceptance diverges by use case with creative work facing 4x higher rejection than functional applications|supports|2026-04-04
+- consumer-ai-acceptance-diverges-by-use-case-with-creative-work-facing-4x-higher-rejection-than-functional-applications|supports|2026-04-04
 - C2PA content credentials face an infrastructure-behavior gap where platform adoption grows but user engagement with provenance signals remains near zero|related|2026-04-17
 - Consumer enthusiasm for AI-generated creator content collapsed from 60% to 26% in two years, ending AI's novelty premium and establishing transparency and creative quality as primary trust signals|supports|2026-04-17
 - Three major platform institutions converged on human-creativity-as-quality-floor commitments within 60 days (Jan-Feb 2026), establishing institutional consensus that AI-only content is commercially unviable|related|2026-04-17
diff --git a/domains/entertainment/GenAI is simultaneously sustaining and disruptive depending on whether users pursue progressive syntheticization or progressive control.md b/domains/entertainment/GenAI is simultaneously sustaining and disruptive depending on whether users pursue progressive syntheticization or progressive control.md
index 54459cfd9..dcd8d39a1 100644
--- a/domains/entertainment/GenAI is simultaneously sustaining and disruptive depending on whether users pursue progressive syntheticization or progressive control.md	
+++ b/domains/entertainment/GenAI is simultaneously sustaining and disruptive depending on whether users pursue progressive syntheticization or progressive control.md	
@@ -6,9 +6,9 @@ confidence: likely
 source: "Clay, synthesized from Doug Shapiro's 'How Far Will AI Video Go?' and 'AI Use Cases in Hollywood' (The Mediator, 2023-2025)"
 created: 2026-03-06
 related:
-- non ATL production costs will converge with the cost of compute as AI replaces labor across the production chain
+- non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain
 reweave_edges:
-- non ATL production costs will converge with the cost of compute as AI replaces labor across the production chain|related|2026-04-04
+- non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain|related|2026-04-04
 ---
 
 # GenAI is simultaneously sustaining and disruptive depending on whether users pursue progressive syntheticization or progressive control
diff --git a/domains/entertainment/Hollywood talent will embrace AI because narrowing creative paths within the studio system leave few alternatives.md b/domains/entertainment/Hollywood talent will embrace AI because narrowing creative paths within the studio system leave few alternatives.md
index 07a552fbd..aef189f01 100644
--- a/domains/entertainment/Hollywood talent will embrace AI because narrowing creative paths within the studio system leave few alternatives.md	
+++ b/domains/entertainment/Hollywood talent will embrace AI because narrowing creative paths within the studio system leave few alternatives.md	
@@ -6,15 +6,15 @@ confidence: likely
 source: "Clay, from Doug Shapiro's 'Why Hollywood Talent Will Embrace AI' (The Mediator, March 2025)"
 created: 2026-03-06
 related:
-- non ATL production costs will converge with the cost of compute as AI replaces labor across the production chain
+- non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain
 - AI narrative filmmaking breakthrough will be a filmmaker using AI tools not pure AI automation
 - AI production cost decline of 60% annually makes feature-film quality accessible at consumer price points by 2029
-- IP rights management becomes dominant cost in content production as technical costs approach zero
+- ip-rights-management-becomes-dominant-cost-in-content-production-as-technical-costs-approach-zero
 reweave_edges:
-- non ATL production costs will converge with the cost of compute as AI replaces labor across the production chain|related|2026-04-04
+- non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain|related|2026-04-04
 - AI narrative filmmaking breakthrough will be a filmmaker using AI tools not pure AI automation|related|2026-04-17
 - AI production cost decline of 60% annually makes feature-film quality accessible at consumer price points by 2029|related|2026-04-17
-- IP rights management becomes dominant cost in content production as technical costs approach zero|related|2026-04-17
+- ip-rights-management-becomes-dominant-cost-in-content-production-as-technical-costs-approach-zero|related|2026-04-17
 ---
 
 # Hollywood talent will embrace AI because narrowing creative paths within the studio system leave few alternatives
diff --git a/domains/entertainment/adversarial-imagination-pipelines-extend-institutional-intelligence-by-structuring-narrative-generation-through-feasibility-validation.md b/domains/entertainment/adversarial-imagination-pipelines-extend-institutional-intelligence-by-structuring-narrative-generation-through-feasibility-validation.md
index 784402d59..bffda8ef0 100644
--- a/domains/entertainment/adversarial-imagination-pipelines-extend-institutional-intelligence-by-structuring-narrative-generation-through-feasibility-validation.md
+++ b/domains/entertainment/adversarial-imagination-pipelines-extend-institutional-intelligence-by-structuring-narrative-generation-through-feasibility-validation.md
@@ -11,10 +11,10 @@ scope: structural
 sourcer: World Economic Forum
 related_claims: ["[[narratives are infrastructure not just communication because they coordinate action at civilizational scale]]"]
 supports:
-- French Red Team Defense
+- french-red-team-defense
 - Institutionalized fiction commissioning by military bodies demonstrates narrative is treated as strategic intelligence not cultural decoration
 reweave_edges:
-- French Red Team Defense|supports|2026-04-17
+- french-red-team-defense|supports|2026-04-17
 - Institutionalized fiction commissioning by military bodies demonstrates narrative is treated as strategic intelligence not cultural decoration|supports|2026-04-17
 ---
 
diff --git a/domains/entertainment/ai-filmmaking-community-develops-institutional-validation-structures-rather-than-replacing-community-with-algorithmic-reach.md b/domains/entertainment/ai-filmmaking-community-develops-institutional-validation-structures-rather-than-replacing-community-with-algorithmic-reach.md
index fd6ec1395..db3af235e 100644
--- a/domains/entertainment/ai-filmmaking-community-develops-institutional-validation-structures-rather-than-replacing-community-with-algorithmic-reach.md
+++ b/domains/entertainment/ai-filmmaking-community-develops-institutional-validation-structures-rather-than-replacing-community-with-algorithmic-reach.md
@@ -11,10 +11,10 @@ scope: structural
 sourcer: Hollywood Reporter, Deadline
 related_claims: ["[[the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership]]", "[[progressive validation through community building reduces development risk by proving audience demand before production investment]]"]
 related:
-- AI filmmaking enables solo production but practitioners retain collaboration voluntarily, revealing community value exceeds efficiency gains
+- ai-filmmaking-enables-solo-production-but-practitioners-retain-collaboration-voluntarily-revealing-community-value-exceeds-efficiency-gains
 - Community building is more valuable than individual film brands in AI-enabled filmmaking because audience is the sustainable asset
 reweave_edges:
-- AI filmmaking enables solo production but practitioners retain collaboration voluntarily, revealing community value exceeds efficiency gains|related|2026-04-17
+- ai-filmmaking-enables-solo-production-but-practitioners-retain-collaboration-voluntarily-revealing-community-value-exceeds-efficiency-gains|related|2026-04-17
 - Community building is more valuable than individual film brands in AI-enabled filmmaking because audience is the sustainable asset|related|2026-04-17
 ---
 
diff --git a/domains/entertainment/ai-narrative-filmmaking-breakthrough-will-be-filmmaker-using-ai-not-pure-ai-automation.md b/domains/entertainment/ai-narrative-filmmaking-breakthrough-will-be-filmmaker-using-ai-not-pure-ai-automation.md
index 9a607607c..712d8fec5 100644
--- a/domains/entertainment/ai-narrative-filmmaking-breakthrough-will-be-filmmaker-using-ai-not-pure-ai-automation.md
+++ b/domains/entertainment/ai-narrative-filmmaking-breakthrough-will-be-filmmaker-using-ai-not-pure-ai-automation.md
@@ -10,8 +10,12 @@ agent: clay
 scope: causal
 sourcer: RAOGY Guide / No Film School
 related_claims: ["[[non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain]]", "[[GenAI adoption in entertainment will be gated by consumer acceptance not technology capability]]", "[[media disruption follows two sequential phases as distribution moats fall first and creation moats fall second]]"]
-related: ["AI filmmaking is developing institutional community validation structures rather than replacing community with algorithmic reach", "AI filmmaking enables solo production but practitioners retain collaboration voluntarily, revealing community value exceeds efficiency gains", "ai-narrative-filmmaking-breakthrough-will-be-filmmaker-using-ai-not-pure-ai-automation"]
-reweave_edges: ["AI filmmaking is developing institutional community validation structures rather than replacing community with algorithmic reach|related|2026-04-17", "AI filmmaking enables solo production but practitioners retain collaboration voluntarily, revealing community value exceeds efficiency gains|related|2026-04-17"]
+related:
+- AI filmmaking is developing institutional community validation structures rather than replacing community with algorithmic reach
+- ai-filmmaking-enables-solo-production-but-practitioners-retain-collaboration-voluntarily-revealing-community-value-exceeds-efficiency-gains
+reweave_edges:
+- AI filmmaking is developing institutional community validation structures rather than replacing community with algorithmic reach|related|2026-04-17
+- ai-filmmaking-enables-solo-production-but-practitioners-retain-collaboration-voluntarily-revealing-community-value-exceeds-efficiency-gains|related|2026-04-17
 ---
 
 # AI narrative filmmaking breakthrough will be a filmmaker using AI tools not pure AI automation
diff --git a/domains/entertainment/beast-industries-5b-valuation-prices-content-as-loss-leader-model-at-enterprise-scale.md b/domains/entertainment/beast-industries-5b-valuation-prices-content-as-loss-leader-model-at-enterprise-scale.md
index a2b86f847..52c17abd8 100644
--- a/domains/entertainment/beast-industries-5b-valuation-prices-content-as-loss-leader-model-at-enterprise-scale.md
+++ b/domains/entertainment/beast-industries-5b-valuation-prices-content-as-loss-leader-model-at-enterprise-scale.md
@@ -5,10 +5,10 @@ description: Beast Industries' $5B valuation validates that investors price inte
 confidence: likely
 source: Fortune, MrBeast Beast Industries fundraise coverage, 2025-02-27
 created: 2026-03-11
-secondary_domains: ["internet-finance"]
-supports: ["Beast Industries"]
-reweave_edges: ["Beast Industries|supports|2026-04-04"]
-related: ["beast-industries-5b-valuation-prices-content-as-loss-leader-model-at-enterprise-scale", "beast-industries"]
+supports:
+- beast-industries
+reweave_edges:
+- beast-industries|supports|2026-04-04
 ---
 
 # Beast Industries $5B valuation validates content-as-loss-leader model at enterprise scale
@@ -22,7 +22,7 @@ The competitive advantage is structural: Feastables achieves zero marginal cost
 Investors are explicitly pricing the integrated system (content → audience → products) rather than content revenue alone. The $4.78B 2029 revenue projection, if realized, would make a YouTube creator larger than many traditional entertainment companies—but with revenue primarily from CPG products rather than media. This represents a structural shift in how creator economics scale beyond direct monetization.
 
 ## Evidence
-- Beast Industries raising at $5B valuation with revenue trajectory: $899M (2025) → $1.6B (2026) → $4.78B (2029)
+- beast-industries raising at $5B valuation with revenue trajectory: $899M (2025) → $1.6B (2026) → $4.78B (2029)
 - Media business projected at 1/5 of total revenue by 2026, down from ~50% in 2025
 - Media business: ~$250M revenue, ~$80M loss; Feastables: $250M revenue, $20M+ profit
 - Feastables in 30,000+ retail locations with zero marginal cost customer acquisition vs traditional CPG 10-15% ad spend
diff --git a/domains/entertainment/collaborative-fiction-exhibits-tradeoff-between-editorial-distribution-and-narrative-coherence.md b/domains/entertainment/collaborative-fiction-exhibits-tradeoff-between-editorial-distribution-and-narrative-coherence.md
index 5b2b7f9a8..a9d2fa581 100644
--- a/domains/entertainment/collaborative-fiction-exhibits-tradeoff-between-editorial-distribution-and-narrative-coherence.md
+++ b/domains/entertainment/collaborative-fiction-exhibits-tradeoff-between-editorial-distribution-and-narrative-coherence.md
@@ -12,10 +12,10 @@ sourcer: SCP Wiki Community
 related_claims: ["[[media disruption follows two sequential phases as distribution moats fall first and creation moats fall second]]", "[[fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership]]", "[[entertainment IP should be treated as a multi-sided platform that enables fan creation rather than a unidirectional broadcast asset]]"]
 supports:
 - Narrative protocols (standardized format plus community voting plus organizational center plus open licensing plus scalable contributions plus passive theme) can replace editorial authority for worldbuilding but not for linear narrative
-- Nonlinear narrative structures may be the natural form for community-governed IP because distributed authorship favors worldbuilding over linear plot
+- nonlinear-narrative-structures-may-be-the-natural-form-for-community-governed-ip-because-distributed-authorship-favors-worldbuilding-over-linear-plot
 reweave_edges:
 - Narrative protocols (standardized format plus community voting plus organizational center plus open licensing plus scalable contributions plus passive theme) can replace editorial authority for worldbuilding but not for linear narrative|supports|2026-04-17
-- Nonlinear narrative structures may be the natural form for community-governed IP because distributed authorship favors worldbuilding over linear plot|supports|2026-04-17
+- nonlinear-narrative-structures-may-be-the-natural-form-for-community-governed-ip-because-distributed-authorship-favors-worldbuilding-over-linear-plot|supports|2026-04-17
 ---
 
 # Collaborative fiction exhibits a fundamental tradeoff between editorial distribution and narrative coherence where distributed authorship produces scalable worldbuilding while coherent linear narrative requires concentrated editorial authority
diff --git a/domains/entertainment/community-building-is-more-valuable-than-individual-film-brands-in-ai-enabled-filmmaking.md b/domains/entertainment/community-building-is-more-valuable-than-individual-film-brands-in-ai-enabled-filmmaking.md
index 14459d401..fc0eff60c 100644
--- a/domains/entertainment/community-building-is-more-valuable-than-individual-film-brands-in-ai-enabled-filmmaking.md
+++ b/domains/entertainment/community-building-is-more-valuable-than-individual-film-brands-in-ai-enabled-filmmaking.md
@@ -10,8 +10,12 @@ agent: clay
 scope: structural
 sourcer: RAOGY Guide
 related_claims: ["[[creator-owned-direct-subscription-platforms-produce-qualitatively-different-audience-relationships-than-algorithmic-social-platforms-because-subscribers-choose-deliberately]]", "[[progressive validation through community building reduces development risk by proving audience demand before production investment]]", "[[creator-world-building-converts-viewers-into-returning-communities-by-creating-belonging-audiences-can-recognize-participate-in-and-return-to]]"]
-related: ["AI filmmaking is developing institutional community validation structures rather than replacing community with algorithmic reach", "AI filmmaking enables solo production but practitioners retain collaboration voluntarily, revealing community value exceeds efficiency gains", "community-building-is-more-valuable-than-individual-film-brands-in-ai-enabled-filmmaking", "ai-filmmaking-enables-solo-production-but-practitioners-retain-collaboration-voluntarily-revealing-community-value-exceeds-efficiency-gains", "ai-filmmaking-community-develops-institutional-validation-structures-rather-than-replacing-community-with-algorithmic-reach"]
-reweave_edges: ["AI filmmaking is developing institutional community validation structures rather than replacing community with algorithmic reach|related|2026-04-17", "AI filmmaking enables solo production but practitioners retain collaboration voluntarily, revealing community value exceeds efficiency gains|related|2026-04-17"]
+related:
+- AI filmmaking is developing institutional community validation structures rather than replacing community with algorithmic reach
+- ai-filmmaking-enables-solo-production-but-practitioners-retain-collaboration-voluntarily-revealing-community-value-exceeds-efficiency-gains
+reweave_edges:
+- AI filmmaking is developing institutional community validation structures rather than replacing community with algorithmic reach|related|2026-04-17
+- ai-filmmaking-enables-solo-production-but-practitioners-retain-collaboration-voluntarily-revealing-community-value-exceeds-efficiency-gains|related|2026-04-17
 ---
 
 # Community building is more valuable than individual film brands in AI-enabled filmmaking because audience is the sustainable asset
diff --git a/domains/entertainment/community-co-creation-in-animation-production-includes-storyboard-sharing-script-collaboration-and-collectible-integration-as-specific-mechanisms.md b/domains/entertainment/community-co-creation-in-animation-production-includes-storyboard-sharing-script-collaboration-and-collectible-integration-as-specific-mechanisms.md
index 1ceef29ad..24a0598e6 100644
--- a/domains/entertainment/community-co-creation-in-animation-production-includes-storyboard-sharing-script-collaboration-and-collectible-integration-as-specific-mechanisms.md
+++ b/domains/entertainment/community-co-creation-in-animation-production-includes-storyboard-sharing-script-collaboration-and-collectible-integration-as-specific-mechanisms.md
@@ -14,9 +14,9 @@ supports:
 reweave_edges:
 - Claynosaurz|supports|2026-04-04
 - Creator-led entertainment shifts power from studio IP libraries to creator-community relationships as the primary value source|supports|2026-04-17
-- External showrunner partnerships complicate community IP editorial authority by splitting creative control between founding team and studio professionals|related|2026-04-17
+- external-showrunner-partnerships-complicate-community-ip-editorial-authority-by-splitting-creative-control-between-founding-team-and-studio-professionals|related|2026-04-17
 related:
-- External showrunner partnerships complicate community IP editorial authority by splitting creative control between founding team and studio professionals
+- external-showrunner-partnerships-complicate-community-ip-editorial-authority-by-splitting-creative-control-between-founding-team-and-studio-professionals
 ---
 
 # Community co-creation in animation production includes storyboard sharing, script collaboration, and collectible integration as specific mechanisms
diff --git a/domains/entertainment/community-less-ai-content-was-economically-viable-as-short-term-arbitrage-but-structurally-unstable-due-to-platform-enforcement.md b/domains/entertainment/community-less-ai-content-was-economically-viable-as-short-term-arbitrage-but-structurally-unstable-due-to-platform-enforcement.md
index 50ca6fe09..87c4c6d1c 100644
--- a/domains/entertainment/community-less-ai-content-was-economically-viable-as-short-term-arbitrage-but-structurally-unstable-due-to-platform-enforcement.md
+++ b/domains/entertainment/community-less-ai-content-was-economically-viable-as-short-term-arbitrage-but-structurally-unstable-due-to-platform-enforcement.md
@@ -11,11 +11,11 @@ scope: structural
 sourcer: Fortune / Yahoo Finance
 related_claims: ["[[the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership]]", "[[media disruption follows two sequential phases as distribution moats fall first and creation moats fall second]]"]
 supports:
-- Faceless AI channel boom and enforcement elimination shows community-less model was arbitrage not attractor state
-- Platform enforcement of human creativity requirements structurally validates community as sustainable moat in AI content era
+- faceless-ai-channel-boom-and-enforcement-elimination-shows-community-less-model-was-arbitrage-not-attractor-state
+- platform-enforcement-of-human-creativity-requirements-structurally-validates-community-as-sustainable-moat-in-ai-content-era
 reweave_edges:
-- Faceless AI channel boom and enforcement elimination shows community-less model was arbitrage not attractor state|supports|2026-04-17
-- Platform enforcement of human creativity requirements structurally validates community as sustainable moat in AI content era|supports|2026-04-17
+- faceless-ai-channel-boom-and-enforcement-elimination-shows-community-less-model-was-arbitrage-not-attractor-state|supports|2026-04-17
+- platform-enforcement-of-human-creativity-requirements-structurally-validates-community-as-sustainable-moat-in-ai-content-era|supports|2026-04-17
 ---
 
 # Community-less AI content was economically viable as short-term arbitrage but structurally unstable due to platform enforcement
diff --git a/domains/entertainment/community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md b/domains/entertainment/community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md
index aaf187a03..cc997803e 100644
--- a/domains/entertainment/community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md
+++ b/domains/entertainment/community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md
@@ -76,7 +76,7 @@ The Warner-Paramount merger crystallizes legacy media into three corporate entit
 ---
 
 Relevant Notes:
-- [[human-made is becoming a premium label analogous to organic as AI-generated content becomes dominant]]
+- [[human-made-is-becoming-a-premium-label-analogous-to-organic-as-AI-generated-content-becomes-dominant]]
 - [[the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership]]
 - [[entertainment IP should be treated as a multi-sided platform that enables fan creation rather than a unidirectional broadcast asset]]
 - [[progressive validation through community building reduces development risk by proving audience demand before production investment]]
diff --git a/domains/entertainment/community-owned-ip-is-community-branded-but-not-community-governed-in-flagship-web3-projects.md b/domains/entertainment/community-owned-ip-is-community-branded-but-not-community-governed-in-flagship-web3-projects.md
index 66cac6c6f..437b730e7 100644
--- a/domains/entertainment/community-owned-ip-is-community-branded-but-not-community-governed-in-flagship-web3-projects.md
+++ b/domains/entertainment/community-owned-ip-is-community-branded-but-not-community-governed-in-flagship-web3-projects.md
@@ -12,10 +12,10 @@ sourcer: CoinDesk Research
 related_claims: ["[[community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible]]", "[[fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership]]"]
 related:
 - Community-owned IP theory preserves concentrated creative execution by separating strategic funding decisions from operational creative development
-- Pudgy Penguins inverts Web3 IP strategy by prioritizing mainstream distribution before community building
+- pudgy-penguins-inverts-web3-ip-strategy-by-prioritizing-mainstream-distribution-before-community-building
 reweave_edges:
 - Community-owned IP theory preserves concentrated creative execution by separating strategic funding decisions from operational creative development|related|2026-04-17
-- Pudgy Penguins inverts Web3 IP strategy by prioritizing mainstream distribution before community building|related|2026-04-17
+- pudgy-penguins-inverts-web3-ip-strategy-by-prioritizing-mainstream-distribution-before-community-building|related|2026-04-17
 ---
 
 # Community-owned IP is community-branded but not community-governed in flagship Web3 projects
diff --git a/domains/entertainment/community-owned-ip-theory-preserves-concentrated-creative-execution-through-strategic-operational-separation.md b/domains/entertainment/community-owned-ip-theory-preserves-concentrated-creative-execution-through-strategic-operational-separation.md
index 1e4e4098b..f41c1a3f3 100644
--- a/domains/entertainment/community-owned-ip-theory-preserves-concentrated-creative-execution-through-strategic-operational-separation.md
+++ b/domains/entertainment/community-owned-ip-theory-preserves-concentrated-creative-execution-through-strategic-operational-separation.md
@@ -11,12 +11,12 @@ scope: structural
 sourcer: a16z crypto
 related_claims: ["[[community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible]]", "[[fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership]]"]
 related:
-- Community-owned IP is community-branded but not community-governed in flagship Web3 projects
-- External showrunner partnerships complicate community IP editorial authority by splitting creative control between founding team and studio professionals
+- community-owned-ip-is-community-branded-but-not-community-governed-in-flagship-web3-projects
+- external-showrunner-partnerships-complicate-community-ip-editorial-authority-by-splitting-creative-control-between-founding-team-and-studio-professionals
 - NFT holder royalties from IP licensing create permanent financial skin-in-the-game that aligns holder interests with IP quality without requiring governance participation
 reweave_edges:
-- Community-owned IP is community-branded but not community-governed in flagship Web3 projects|related|2026-04-17
-- External showrunner partnerships complicate community IP editorial authority by splitting creative control between founding team and studio professionals|related|2026-04-17
+- community-owned-ip-is-community-branded-but-not-community-governed-in-flagship-web3-projects|related|2026-04-17
+- external-showrunner-partnerships-complicate-community-ip-editorial-authority-by-splitting-creative-control-between-founding-team-and-studio-professionals|related|2026-04-17
 - NFT holder royalties from IP licensing create permanent financial skin-in-the-game that aligns holder interests with IP quality without requiring governance participation|related|2026-04-17
 ---
 
diff --git a/domains/entertainment/consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable.md b/domains/entertainment/consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable.md
index 43821d661..f09fa2965 100644
--- a/domains/entertainment/consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable.md
+++ b/domains/entertainment/consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable.md
@@ -8,17 +8,17 @@ created: 2026-03-11
 depends_on:
 - GenAI adoption in entertainment will be gated by consumer acceptance not technology capability
 supports:
-- consumer ai acceptance diverges by use case with creative work facing 4x higher rejection than functional applications
+- consumer-ai-acceptance-diverges-by-use-case-with-creative-work-facing-4x-higher-rejection-than-functional-applications
 - Consumer enthusiasm for AI-generated creator content collapsed from 60% to 26% in two years, ending AI's novelty premium and establishing transparency and creative quality as primary trust signals
 - Imperfection becomes an epistemological signal of human presence in AI content floods rather than an aesthetic preference
 reweave_edges:
-- consumer ai acceptance diverges by use case with creative work facing 4x higher rejection than functional applications|supports|2026-04-04
-- transparent AI content succeeds through metaphor reframing not quality improvement because changing the frame changes which conclusions feel natural|related|2026-04-04
+- consumer-ai-acceptance-diverges-by-use-case-with-creative-work-facing-4x-higher-rejection-than-functional-applications|supports|2026-04-04
+- transparent-AI-content-succeeds-through-metaphor-reframing-not-quality-improvement-because-changing-the-frame-changes-which-conclusions-feel-natural|related|2026-04-04
 - C2PA content credentials face an infrastructure-behavior gap where platform adoption grows but user engagement with provenance signals remains near zero|related|2026-04-17
 - Consumer enthusiasm for AI-generated creator content collapsed from 60% to 26% in two years, ending AI's novelty premium and establishing transparency and creative quality as primary trust signals|supports|2026-04-17
 - Imperfection becomes an epistemological signal of human presence in AI content floods rather than an aesthetic preference|supports|2026-04-17
 related:
-- transparent AI content succeeds through metaphor reframing not quality improvement because changing the frame changes which conclusions feel natural
+- transparent-AI-content-succeeds-through-metaphor-reframing-not-quality-improvement-because-changing-the-frame-changes-which-conclusions-feel-natural
 - C2PA content credentials face an infrastructure-behavior gap where platform adoption grows but user engagement with provenance signals remains near zero
 ---
 
diff --git a/domains/entertainment/consumer-ai-acceptance-diverges-by-use-case-with-creative-work-facing-4x-higher-rejection-than-functional-applications.md b/domains/entertainment/consumer-ai-acceptance-diverges-by-use-case-with-creative-work-facing-4x-higher-rejection-than-functional-applications.md
index 379078621..561171f6f 100644
--- a/domains/entertainment/consumer-ai-acceptance-diverges-by-use-case-with-creative-work-facing-4x-higher-rejection-than-functional-applications.md
+++ b/domains/entertainment/consumer-ai-acceptance-diverges-by-use-case-with-creative-work-facing-4x-higher-rejection-than-functional-applications.md
@@ -7,10 +7,10 @@ source: "Goldman Sachs survey (August 2025) via eMarketer; Billion Dollar Boy su
 created: 2026-03-11
 secondary_domains: ["cultural-dynamics"]
 supports:
-- gen z hostility to ai generated advertising is stronger than millennials and widening making gen z a negative leading indicator for ai content acceptance
+- gen-z-hostility-to-ai-generated-advertising-is-stronger-than-millennials-and-widening-making-gen-z-a-negative-leading-indicator-for-ai-content-acceptance
 - Consumer enthusiasm for AI-generated creator content collapsed from 60% to 26% in two years, ending AI's novelty premium and establishing transparency and creative quality as primary trust signals
 reweave_edges:
-- gen z hostility to ai generated advertising is stronger than millennials and widening making gen z a negative leading indicator for ai content acceptance|supports|2026-04-04
+- gen-z-hostility-to-ai-generated-advertising-is-stronger-than-millennials-and-widening-making-gen-z-a-negative-leading-indicator-for-ai-content-acceptance|supports|2026-04-04
 - Consumer enthusiasm for AI-generated creator content collapsed from 60% to 26% in two years, ending AI's novelty premium and establishing transparency and creative quality as primary trust signals|supports|2026-04-17
 ---
 
diff --git a/domains/entertainment/consumer-enthusiasm-for-ai-generated-creator-content-collapsed-34-points-in-two-years-ending-novelty-premium.md b/domains/entertainment/consumer-enthusiasm-for-ai-generated-creator-content-collapsed-34-points-in-two-years-ending-novelty-premium.md
index e68dd9e6a..828bac083 100644
--- a/domains/entertainment/consumer-enthusiasm-for-ai-generated-creator-content-collapsed-34-points-in-two-years-ending-novelty-premium.md
+++ b/domains/entertainment/consumer-enthusiasm-for-ai-generated-creator-content-collapsed-34-points-in-two-years-ending-novelty-premium.md
@@ -13,9 +13,9 @@ related_claims: ["[[human-made-is-becoming-a-premium-label-analogous-to-organic-
 supports:
 - Three major platform institutions converged on human-creativity-as-quality-floor commitments within 60 days (Jan-Feb 2026), establishing institutional consensus that AI-only content is commercially unviable
 challenges:
-- Faceless AI channel boom and enforcement elimination shows community-less model was arbitrage not attractor state
+- faceless-ai-channel-boom-and-enforcement-elimination-shows-community-less-model-was-arbitrage-not-attractor-state
 reweave_edges:
-- Faceless AI channel boom and enforcement elimination shows community-less model was arbitrage not attractor state|challenges|2026-04-17
+- faceless-ai-channel-boom-and-enforcement-elimination-shows-community-less-model-was-arbitrage-not-attractor-state|challenges|2026-04-17
 - Three major platform institutions converged on human-creativity-as-quality-floor commitments within 60 days (Jan-Feb 2026), establishing institutional consensus that AI-only content is commercially unviable|supports|2026-04-17
 ---
 
diff --git a/domains/entertainment/consumer-rejection-of-ai-generated-ads-intensifies-as-ai-quality-improves-disproving-the-exposure-leads-to-acceptance-hypothesis.md b/domains/entertainment/consumer-rejection-of-ai-generated-ads-intensifies-as-ai-quality-improves-disproving-the-exposure-leads-to-acceptance-hypothesis.md
index 8cd93ae06..450770e86 100644
--- a/domains/entertainment/consumer-rejection-of-ai-generated-ads-intensifies-as-ai-quality-improves-disproving-the-exposure-leads-to-acceptance-hypothesis.md
+++ b/domains/entertainment/consumer-rejection-of-ai-generated-ads-intensifies-as-ai-quality-improves-disproving-the-exposure-leads-to-acceptance-hypothesis.md
@@ -9,9 +9,9 @@ created: 2026-03-12
 depends_on: ["GenAI adoption in entertainment will be gated by consumer acceptance not technology capability"]
 challenged_by: []
 related:
-- consumer ai acceptance diverges by use case with creative work facing 4x higher rejection than functional applications
+- consumer-ai-acceptance-diverges-by-use-case-with-creative-work-facing-4x-higher-rejection-than-functional-applications
 reweave_edges:
-- consumer ai acceptance diverges by use case with creative work facing 4x higher rejection than functional applications|related|2026-04-04
+- consumer-ai-acceptance-diverges-by-use-case-with-creative-work-facing-4x-higher-rejection-than-functional-applications|related|2026-04-04
 ---
 
 # Consumer rejection of AI-generated ads intensifies as AI quality improves, disproving the exposure-leads-to-acceptance hypothesis
diff --git a/domains/entertainment/content-serving-commercial-functions-can-simultaneously-serve-meaning-functions-when-revenue-model-rewards-relationship-depth.md b/domains/entertainment/content-serving-commercial-functions-can-simultaneously-serve-meaning-functions-when-revenue-model-rewards-relationship-depth.md
index b4e37fd9f..26352cb76 100644
--- a/domains/entertainment/content-serving-commercial-functions-can-simultaneously-serve-meaning-functions-when-revenue-model-rewards-relationship-depth.md
+++ b/domains/entertainment/content-serving-commercial-functions-can-simultaneously-serve-meaning-functions-when-revenue-model-rewards-relationship-depth.md
@@ -9,9 +9,9 @@ created: 2026-03-11
 depends_on:
 - narratives are infrastructure not just communication because they coordinate action at civilizational scale
 related:
-- Microdramas achieve commercial scale through conversion funnel architecture not narrative quality
+- microdramas-achieve-commercial-scale-through-conversion-funnel-architecture-not-narrative-quality
 reweave_edges:
-- Microdramas achieve commercial scale through conversion funnel architecture not narrative quality|related|2026-04-17
+- microdramas-achieve-commercial-scale-through-conversion-funnel-architecture-not-narrative-quality|related|2026-04-17
 ---
 
 # Content serving commercial functions can simultaneously serve meaning functions when revenue model rewards relationship depth
diff --git a/domains/entertainment/creator and corporate media economies are zero-sum because total media time is stagnant and every marginal hour shifts between them.md b/domains/entertainment/creator and corporate media economies are zero-sum because total media time is stagnant and every marginal hour shifts between them.md
index 1d19ca590..1208c4310 100644
--- a/domains/entertainment/creator and corporate media economies are zero-sum because total media time is stagnant and every marginal hour shifts between them.md	
+++ b/domains/entertainment/creator and corporate media economies are zero-sum because total media time is stagnant and every marginal hour shifts between them.md	
@@ -6,15 +6,15 @@ confidence: likely
 source: "Doug Shapiro, 'The Relentless, Inevitable March of the Creator Economy', The Mediator (Substack)"
 created: 2026-03-01
 related:
-- creators became primary distribution layer for under 35 news consumption by 2025 surpassing traditional channels
-- in game creators represent alternative distribution ecosystems outside traditional media and platform creator models
-- studio consolidation shrinks the cultural collective brain while creator economy expansion grows it predicting accelerating innovation asymmetry
-- unnatural brand creator narratives damage audience trust by signaling commercial capture rather than genuine creative collaboration
+- creators-became-primary-distribution-layer-for-under-35-news-consumption-by-2025-surpassing-traditional-channels
+- in-game-creators-represent-alternative-distribution-ecosystems-outside-traditional-media-and-platform-creator-models
+- studio-consolidation-shrinks-the-cultural-collective-brain-while-creator-economy-expansion-grows-it-predicting-accelerating-innovation-asymmetry
+- unnatural-brand-creator-narratives-damage-audience-trust-by-signaling-commercial-capture-rather-than-genuine-creative-collaboration
 reweave_edges:
-- creators became primary distribution layer for under 35 news consumption by 2025 surpassing traditional channels|related|2026-04-04
-- in game creators represent alternative distribution ecosystems outside traditional media and platform creator models|related|2026-04-04
-- studio consolidation shrinks the cultural collective brain while creator economy expansion grows it predicting accelerating innovation asymmetry|related|2026-04-04
-- unnatural brand creator narratives damage audience trust by signaling commercial capture rather than genuine creative collaboration|related|2026-04-04
+- creators-became-primary-distribution-layer-for-under-35-news-consumption-by-2025-surpassing-traditional-channels|related|2026-04-04
+- in-game-creators-represent-alternative-distribution-ecosystems-outside-traditional-media-and-platform-creator-models|related|2026-04-04
+- studio-consolidation-shrinks-the-cultural-collective-brain-while-creator-economy-expansion-grows-it-predicting-accelerating-innovation-asymmetry|related|2026-04-04
+- unnatural-brand-creator-narratives-damage-audience-trust-by-signaling-commercial-capture-rather-than-genuine-creative-collaboration|related|2026-04-04
 ---
 
 # creator and corporate media economies are zero-sum because total media time is stagnant and every marginal hour shifts between them
diff --git a/domains/entertainment/creator-brand-partnerships-shifting-from-transactional-campaigns-to-long-term-joint-ventures-with-shared-formats-audiences-and-revenue.md b/domains/entertainment/creator-brand-partnerships-shifting-from-transactional-campaigns-to-long-term-joint-ventures-with-shared-formats-audiences-and-revenue.md
index a274d89ba..7c8858e9e 100644
--- a/domains/entertainment/creator-brand-partnerships-shifting-from-transactional-campaigns-to-long-term-joint-ventures-with-shared-formats-audiences-and-revenue.md
+++ b/domains/entertainment/creator-brand-partnerships-shifting-from-transactional-campaigns-to-long-term-joint-ventures-with-shared-formats-audiences-and-revenue.md
@@ -8,14 +8,14 @@ created: 2025-12-16
 secondary_domains:
   - internet-finance
 related:
-- creators became primary distribution layer for under 35 news consumption by 2025 surpassing traditional channels
-- unnatural brand creator narratives damage audience trust by signaling commercial capture rather than genuine creative collaboration
+- creators-became-primary-distribution-layer-for-under-35-news-consumption-by-2025-surpassing-traditional-channels
+- unnatural-brand-creator-narratives-damage-audience-trust-by-signaling-commercial-capture-rather-than-genuine-creative-collaboration
 - Creator IP that persists independent of the creator's personal brand is the emerging structural advantage in the creator economy because it enables revenue streams that survive beyond individual creator burnout or platform shifts
 - Creator platform competition is converging on all-in-one owned distribution infrastructure where newsletter, podcast, and subscription bundling becomes the default business model
 - Hollywood studios now negotiate deals on creator terms rather than studio terms because creators control distribution access and audience relationships that studios need
 reweave_edges:
-- creators became primary distribution layer for under 35 news consumption by 2025 surpassing traditional channels|related|2026-04-04
-- unnatural brand creator narratives damage audience trust by signaling commercial capture rather than genuine creative collaboration|related|2026-04-04
+- creators-became-primary-distribution-layer-for-under-35-news-consumption-by-2025-surpassing-traditional-channels|related|2026-04-04
+- unnatural-brand-creator-narratives-damage-audience-trust-by-signaling-commercial-capture-rather-than-genuine-creative-collaboration|related|2026-04-04
 - Creator IP that persists independent of the creator's personal brand is the emerging structural advantage in the creator economy because it enables revenue streams that survive beyond individual creator burnout or platform shifts|related|2026-04-17
 - Creator platform competition is converging on all-in-one owned distribution infrastructure where newsletter, podcast, and subscription bundling becomes the default business model|related|2026-04-17
 - Hollywood studios now negotiate deals on creator terms rather than studio terms because creators control distribution access and audience relationships that studios need|related|2026-04-17
diff --git a/domains/entertainment/creator-economy-2026-reckoning-with-visibility-metrics-shows-follower-counts-do-not-predict-brand-influence-or-roi.md b/domains/entertainment/creator-economy-2026-reckoning-with-visibility-metrics-shows-follower-counts-do-not-predict-brand-influence-or-roi.md
index 59e95afb1..ea1669b8e 100644
--- a/domains/entertainment/creator-economy-2026-reckoning-with-visibility-metrics-shows-follower-counts-do-not-predict-brand-influence-or-roi.md
+++ b/domains/entertainment/creator-economy-2026-reckoning-with-visibility-metrics-shows-follower-counts-do-not-predict-brand-influence-or-roi.md
@@ -8,11 +8,11 @@ created: 2026-03-11
 secondary_domains:
   - cultural-dynamics
 related:
-- creators became primary distribution layer for under 35 news consumption by 2025 surpassing traditional channels
+- creators-became-primary-distribution-layer-for-under-35-news-consumption-by-2025-surpassing-traditional-channels
 - Algorithmic discovery breakdown shifts creator leverage from scale to community trust because reach becomes unpredictable while direct relationships remain stable
 - Creator IP that persists independent of the creator's personal brand is the emerging structural advantage in the creator economy because it enables revenue streams that survive beyond individual creator burnout or platform shifts
 reweave_edges:
-- creators became primary distribution layer for under 35 news consumption by 2025 surpassing traditional channels|related|2026-04-04
+- creators-became-primary-distribution-layer-for-under-35-news-consumption-by-2025-surpassing-traditional-channels|related|2026-04-04
 - Algorithmic discovery breakdown shifts creator leverage from scale to community trust because reach becomes unpredictable while direct relationships remain stable|related|2026-04-17
 - Creator IP that persists independent of the creator's personal brand is the emerging structural advantage in the creator economy because it enables revenue streams that survive beyond individual creator burnout or platform shifts|related|2026-04-17
 ---
diff --git a/domains/entertainment/creator-owned-direct-subscription-platforms-produce-qualitatively-different-audience-relationships-than-algorithmic-social-platforms-because-subscribers-choose-deliberately.md b/domains/entertainment/creator-owned-direct-subscription-platforms-produce-qualitatively-different-audience-relationships-than-algorithmic-social-platforms-because-subscribers-choose-deliberately.md
index 93e1633a0..2e13e5e09 100644
--- a/domains/entertainment/creator-owned-direct-subscription-platforms-produce-qualitatively-different-audience-relationships-than-algorithmic-social-platforms-because-subscribers-choose-deliberately.md
+++ b/domains/entertainment/creator-owned-direct-subscription-platforms-produce-qualitatively-different-audience-relationships-than-algorithmic-social-platforms-because-subscribers-choose-deliberately.md
@@ -67,8 +67,8 @@ Critical Role maintained Beacon (owned subscription platform launched 2021) simu
 Relevant Notes:
 - [[streaming churn may be permanently uneconomic because maintenance marketing consumes up to half of average revenue per user]] — creator-owned subscription avoids the churn trap because subscriber motivation is identity-based not passive discovery
 - [[fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership]] — the deliberate subscription act represents fans at level 3+ of the engagement stack, not passive viewers at level 1
-- creator-owned streaming infrastructure has reached commercial scale with $430M annual creator revenue across 13M subscribers — the infrastructure enabling this relationship model is now commercially proven
-- established creators generate more revenue from owned streaming subscriptions than from equivalent social platform ad revenue — the revenue premium is explained by the deliberate subscriber relationship this claim describes
+- creator-owned-streaming-infrastructure-has-reached-commercial-scale-with-430M-annual-creator-revenue-across-13M-subscribers — the infrastructure enabling this relationship model is now commercially proven
+- established-creators-generate-more-revenue-from-owned-streaming-subscriptions-than-from-equivalent-social-platform-ad-revenue — the revenue premium is explained by the deliberate subscriber relationship this claim describes
 - [[social video is already 25 percent of all video consumption and growing because dopamine-optimized formats match generational attention patterns]] — the contrast case: social video optimizes for passive algorithmic consumption while owned streaming optimizes for deliberate subscriber engagement
 
 Topics:
diff --git a/domains/entertainment/creator-owned-streaming-uses-dual-platform-strategy-with-free-tier-for-acquisition-and-owned-platform-for-monetization.md b/domains/entertainment/creator-owned-streaming-uses-dual-platform-strategy-with-free-tier-for-acquisition-and-owned-platform-for-monetization.md
index fad860e73..747874abf 100644
--- a/domains/entertainment/creator-owned-streaming-uses-dual-platform-strategy-with-free-tier-for-acquisition-and-owned-platform-for-monetization.md
+++ b/domains/entertainment/creator-owned-streaming-uses-dual-platform-strategy-with-free-tier-for-acquisition-and-owned-platform-for-monetization.md
@@ -8,13 +8,13 @@ created: 2026-03-11
 supports:
 - Dropout
 - Nebula
-- Critical Role Beacon
+- critical-role-beacon
 reweave_edges:
 - Dropout|supports|2026-04-04
 - Nebula|supports|2026-04-04
 - Creator-owned subscription and product revenue will surpass ad-deal revenue by 2027 because direct audience relationships produce higher retention and stability than platform-mediated monetization|related|2026-04-17
 - Creator platform competition is converging on all-in-one owned distribution infrastructure where newsletter, podcast, and subscription bundling becomes the default business model|related|2026-04-17
-- Critical Role Beacon|supports|2026-04-17
+- critical-role-beacon|supports|2026-04-17
 - Zero-percent revenue share models structurally pressure the creator platform sector toward lower extraction rates by forcing incumbents to compete on take rate rather than features|related|2026-04-17
 related:
 - Creator-owned subscription and product revenue will surpass ad-deal revenue by 2027 because direct audience relationships produce higher retention and stability than platform-mediated monetization
diff --git a/domains/entertainment/creator-world-building-converts-viewers-into-returning-communities-by-creating-belonging-audiences-can-recognize-participate-in-and-return-to.md b/domains/entertainment/creator-world-building-converts-viewers-into-returning-communities-by-creating-belonging-audiences-can-recognize-participate-in-and-return-to.md
index be448b8fb..5f2bd237d 100644
--- a/domains/entertainment/creator-world-building-converts-viewers-into-returning-communities-by-creating-belonging-audiences-can-recognize-participate-in-and-return-to.md
+++ b/domains/entertainment/creator-world-building-converts-viewers-into-returning-communities-by-creating-belonging-audiences-can-recognize-participate-in-and-return-to.md
@@ -8,9 +8,9 @@ created: 2026-03-11
 secondary_domains:
   - cultural-dynamics
 related:
-- worldbuilding as narrative infrastructure creates communal meaning through transmedia coordination of audience experience
+- worldbuilding-as-narrative-infrastructure-creates-communal-meaning-through-transmedia-coordination-of-audience-experience
 reweave_edges:
-- worldbuilding as narrative infrastructure creates communal meaning through transmedia coordination of audience experience|related|2026-04-04
+- worldbuilding-as-narrative-infrastructure-creates-communal-meaning-through-transmedia-coordination-of-audience-experience|related|2026-04-04
 ---
 
 # creator world-building converts viewers into returning communities by creating belonging audiences can recognize, participate in, and return to
diff --git a/domains/entertainment/creators-became-primary-distribution-layer-for-under-35-news-consumption-by-2025-surpassing-traditional-channels.md b/domains/entertainment/creators-became-primary-distribution-layer-for-under-35-news-consumption-by-2025-surpassing-traditional-channels.md
index 770e541f2..38187691e 100644
--- a/domains/entertainment/creators-became-primary-distribution-layer-for-under-35-news-consumption-by-2025-surpassing-traditional-channels.md
+++ b/domains/entertainment/creators-became-primary-distribution-layer-for-under-35-news-consumption-by-2025-surpassing-traditional-channels.md
@@ -9,9 +9,9 @@ depends_on:
 - creator and corporate media economies are zero-sum because total media time is stagnant and every marginal hour shifts between them
 - social video is already 25 percent of all video consumption and growing because dopamine-optimized formats match generational attention patterns
 related:
-- in game creators represent alternative distribution ecosystems outside traditional media and platform creator models
+- in-game-creators-represent-alternative-distribution-ecosystems-outside-traditional-media-and-platform-creator-models
 reweave_edges:
-- in game creators represent alternative distribution ecosystems outside traditional media and platform creator models|related|2026-04-04
+- in-game-creators-represent-alternative-distribution-ecosystems-outside-traditional-media-and-platform-creator-models|related|2026-04-04
 - Hollywood studios now negotiate deals on creator terms rather than studio terms because creators control distribution access and audience relationships that studios need|supports|2026-04-17
 supports:
 - Hollywood studios now negotiate deals on creator terms rather than studio terms because creators control distribution access and audience relationships that studios need
diff --git a/domains/entertainment/daily-content-cadence-with-diminishing-returns-triggered-format-pivots-compounds-attention-more-effectively-than-static-formats.md b/domains/entertainment/daily-content-cadence-with-diminishing-returns-triggered-format-pivots-compounds-attention-more-effectively-than-static-formats.md
index c614b81f3..2d83936b6 100644
--- a/domains/entertainment/daily-content-cadence-with-diminishing-returns-triggered-format-pivots-compounds-attention-more-effectively-than-static-formats.md
+++ b/domains/entertainment/daily-content-cadence-with-diminishing-returns-triggered-format-pivots-compounds-attention-more-effectively-than-static-formats.md
@@ -6,11 +6,11 @@ confidence: experimental
 source: "Clay, from arscontexta × molt_cornelius case study (3 phases across 54 days)"
 created: 2026-03-28
 related:
-- long form articles on short form platforms generate disproportionate bookmark to like ratios functioning as reference documents not entertainment
-- substantive analysis of named accounts in long form articles converts synthesis into distribution through reciprocal engagement
+- long-form-articles-on-short-form-platforms-generate-disproportionate-bookmark-to-like-ratios-functioning-as-reference-documents-not-entertainment
+- substantive-analysis-of-named-accounts-in-long-form-articles-converts-synthesis-into-distribution-through-reciprocal-engagement
 reweave_edges:
-- long form articles on short form platforms generate disproportionate bookmark to like ratios functioning as reference documents not entertainment|related|2026-04-04
-- substantive analysis of named accounts in long form articles converts synthesis into distribution through reciprocal engagement|related|2026-04-04
+- long-form-articles-on-short-form-platforms-generate-disproportionate-bookmark-to-like-ratios-functioning-as-reference-documents-not-entertainment|related|2026-04-04
+- substantive-analysis-of-named-accounts-in-long-form-articles-converts-synthesis-into-distribution-through-reciprocal-engagement|related|2026-04-04
 ---
 
 # Daily content cadence with diminishing-returns-triggered format pivots compounds attention more effectively than static formats
diff --git a/domains/entertainment/direct-theater-distribution-bypasses-studio-intermediaries-when-creators-control-sufficient-audience-scale.md b/domains/entertainment/direct-theater-distribution-bypasses-studio-intermediaries-when-creators-control-sufficient-audience-scale.md
index 841f30556..9bd7503d0 100644
--- a/domains/entertainment/direct-theater-distribution-bypasses-studio-intermediaries-when-creators-control-sufficient-audience-scale.md
+++ b/domains/entertainment/direct-theater-distribution-bypasses-studio-intermediaries-when-creators-control-sufficient-audience-scale.md
@@ -6,9 +6,9 @@ confidence: experimental
 source: "AInvest analysis of Taylor Swift Eras Tour concert film distribution (2025-05-01)"
 created: 2026-03-11
 supports:
-- Taylor Swift
+- taylor-swift
 reweave_edges:
-- Taylor Swift|supports|2026-04-04
+- taylor-swift|supports|2026-04-04
 ---
 
 # Direct-to-theater distribution bypasses studio intermediaries when creators control sufficient audience scale
@@ -18,7 +18,7 @@ Taylor Swift's Eras Tour concert film distribution through AMC represents a stru
 This demonstrates that creators with sufficient audience scale can restructure the value chain by going direct to exhibition venues, but the critical limitation is scale. Swift commands 100M+ fans globally. The economic viability of this model depends on guaranteed audience delivery that reduces exhibition risk for theater chains—a condition that may only be met above a minimum community size threshold.
 
 ## Evidence
-- Taylor Swift's Eras Tour concert film distributed directly through AMC partnership with 57/43 revenue split (Swift/AMC)
+- taylor-swift's Eras Tour concert film distributed directly through AMC partnership with 57/43 revenue split (Swift/AMC)
 - Traditional film distribution deals give studios 40-60% of box office revenue
 - Eras Tour generated $4.1B total revenue, 2x any prior concert tour
 - Tour revenue was 7x Swift's recorded music revenue in the same period
diff --git a/domains/entertainment/established-creators-generate-more-revenue-from-owned-streaming-subscriptions-than-from-equivalent-social-platform-ad-revenue.md b/domains/entertainment/established-creators-generate-more-revenue-from-owned-streaming-subscriptions-than-from-equivalent-social-platform-ad-revenue.md
index 376730f9c..2431e84d2 100644
--- a/domains/entertainment/established-creators-generate-more-revenue-from-owned-streaming-subscriptions-than-from-equivalent-social-platform-ad-revenue.md
+++ b/domains/entertainment/established-creators-generate-more-revenue-from-owned-streaming-subscriptions-than-from-equivalent-social-platform-ad-revenue.md
@@ -6,7 +6,7 @@ confidence: experimental
 source: "Tubefilter, 'Creators are building their own streaming services via Vimeo Streaming', April 25, 2025; Sam Reich (Dropout CEO) statement"
 created: 2026-03-11
 depends_on:
-- creator-owned streaming infrastructure has reached commercial scale with $430M annual creator revenue across 13M subscribers
+- creator-owned-streaming-infrastructure-has-reached-commercial-scale-with-430M-annual-creator-revenue-across-13M-subscribers
 challenged_by:
 - Dropout is an unusually strong brand with exceptional subscriber loyalty — most creators cannot replicate this revenue mix
 supports:
@@ -45,7 +45,7 @@ Dropout's $80-90 ARPU (annual revenue per user) provides quantitative comparison
 ---
 
 Relevant Notes:
-- creator-owned streaming infrastructure has reached commercial scale with $430M annual creator revenue across 13M subscribers — context for the revenue model: owned infrastructure is now accessible to creators at Dropout's scale
+- creator-owned-streaming-infrastructure-has-reached-commercial-scale-with-430M-annual-creator-revenue-across-13M-subscribers — context for the revenue model: owned infrastructure is now accessible to creators at Dropout's scale
 - [[streaming churn may be permanently uneconomic because maintenance marketing consumes up to half of average revenue per user]] — the subscription model at Dropout appears to avoid the churn trap that afflicts corporate streaming, suggesting a structural difference in subscriber motivation
 - [[creator and corporate media economies are zero-sum because total media time is stagnant and every marginal hour shifts between them]] — Dropout's revenue mix evidences the economic reallocation from platform-mediated to creator-owned distribution
 - [[when profits disappear at one layer of a value chain they emerge at an adjacent layer through the conservation of attractive profits]] — value migrated from ad-supported platform distribution to direct subscription relationships
diff --git a/domains/entertainment/external-showrunner-partnerships-complicate-community-ip-editorial-authority-by-splitting-creative-control-between-founding-team-and-studio-professionals.md b/domains/entertainment/external-showrunner-partnerships-complicate-community-ip-editorial-authority-by-splitting-creative-control-between-founding-team-and-studio-professionals.md
index 340d3ce6f..c85b8d337 100644
--- a/domains/entertainment/external-showrunner-partnerships-complicate-community-ip-editorial-authority-by-splitting-creative-control-between-founding-team-and-studio-professionals.md
+++ b/domains/entertainment/external-showrunner-partnerships-complicate-community-ip-editorial-authority-by-splitting-creative-control-between-founding-team-and-studio-professionals.md
@@ -12,10 +12,10 @@ sourcer: Variety Staff
 related_claims: ["[[the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership]]", "[[fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership]]"]
 related:
 - Community-owned IP theory preserves concentrated creative execution by separating strategic funding decisions from operational creative development
-- Nonlinear narrative structures may be the natural form for community-governed IP because distributed authorship favors worldbuilding over linear plot
+- nonlinear-narrative-structures-may-be-the-natural-form-for-community-governed-ip-because-distributed-authorship-favors-worldbuilding-over-linear-plot
 reweave_edges:
 - Community-owned IP theory preserves concentrated creative execution by separating strategic funding decisions from operational creative development|related|2026-04-17
-- Nonlinear narrative structures may be the natural form for community-governed IP because distributed authorship favors worldbuilding over linear plot|related|2026-04-17
+- nonlinear-narrative-structures-may-be-the-natural-form-for-community-governed-ip-because-distributed-authorship-favors-worldbuilding-over-linear-plot|related|2026-04-17
 ---
 
 # External showrunner partnerships complicate community IP editorial authority by splitting creative control between founding team and studio professionals
diff --git a/domains/entertainment/faceless-ai-channel-boom-and-enforcement-elimination-shows-community-less-model-was-arbitrage-not-attractor-state.md b/domains/entertainment/faceless-ai-channel-boom-and-enforcement-elimination-shows-community-less-model-was-arbitrage-not-attractor-state.md
index 5c997abec..7655da3a8 100644
--- a/domains/entertainment/faceless-ai-channel-boom-and-enforcement-elimination-shows-community-less-model-was-arbitrage-not-attractor-state.md
+++ b/domains/entertainment/faceless-ai-channel-boom-and-enforcement-elimination-shows-community-less-model-was-arbitrage-not-attractor-state.md
@@ -11,11 +11,11 @@ scope: structural
 sourcer: MilX, ScaleLab, Flocker, Fliki
 related_claims: ["[[the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership]]", "[[attractor states provide gravitational reference points for capital allocation during structural industry change]]"]
 supports:
-- Community-less AI content was economically viable as short-term arbitrage but structurally unstable due to platform enforcement
-- Platform enforcement of human creativity requirements structurally validates community as sustainable moat in AI content era
+- community-less-ai-content-was-economically-viable-as-short-term-arbitrage-but-structurally-unstable-due-to-platform-enforcement
+- platform-enforcement-of-human-creativity-requirements-structurally-validates-community-as-sustainable-moat-in-ai-content-era
 reweave_edges:
-- Community-less AI content was economically viable as short-term arbitrage but structurally unstable due to platform enforcement|supports|2026-04-17
-- Platform enforcement of human creativity requirements structurally validates community as sustainable moat in AI content era|supports|2026-04-17
+- community-less-ai-content-was-economically-viable-as-short-term-arbitrage-but-structurally-unstable-due-to-platform-enforcement|supports|2026-04-17
+- platform-enforcement-of-human-creativity-requirements-structurally-validates-community-as-sustainable-moat-in-ai-content-era|supports|2026-04-17
 ---
 
 # Faceless AI channel boom and enforcement elimination shows community-less model was arbitrage not attractor state
diff --git a/domains/entertainment/fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership.md b/domains/entertainment/fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership.md
index cda260979..85f4d544d 100644
--- a/domains/entertainment/fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership.md	
+++ b/domains/entertainment/fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership.md	
@@ -6,12 +6,12 @@ confidence: likely
 source: "Doug Shapiro, 'What is Scarce When Quality is Abundant?', The Mediator (Substack)"
 created: 2026-03-01
 related:
-- community owned IP grows through complex contagion not viral spread because fandom requires multiple reinforcing exposures from trusted community members
+- community-owned-IP-grows-through-complex-contagion-not-viral-spread-because-fandom-requires-multiple-reinforcing-exposures-from-trusted-community-members
 reweave_edges:
-- community owned IP grows through complex contagion not viral spread because fandom requires multiple reinforcing exposures from trusted community members|related|2026-04-04
-- the fanchise engagement ladder from content to co ownership is a domain general pattern for converting passive users into active stakeholders that applies beyond entertainment to investment communities and knowledge collectives|supports|2026-04-20
+- community-owned-IP-grows-through-complex-contagion-not-viral-spread-because-fandom-requires-multiple-reinforcing-exposures-from-trusted-community-members|related|2026-04-04
+- the fanchise engagement ladder from content to co-ownership is a domain-general pattern for converting passive users into active stakeholders that applies beyond entertainment to investment communities and knowledge collectives|supports|2026-04-20
 supports:
-- the fanchise engagement ladder from content to co ownership is a domain general pattern for converting passive users into active stakeholders that applies beyond entertainment to investment communities and knowledge collectives
+- the fanchise engagement ladder from content to co-ownership is a domain-general pattern for converting passive users into active stakeholders that applies beyond entertainment to investment communities and knowledge collectives
 ---
 
 # fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership
diff --git a/domains/entertainment/five factors determine the speed and extent of disruption including quality definition change and ease of incumbent replication.md b/domains/entertainment/five factors determine the speed and extent of disruption including quality definition change and ease of incumbent replication.md
index 065e647d6..57cdc3544 100644
--- a/domains/entertainment/five factors determine the speed and extent of disruption including quality definition change and ease of incumbent replication.md	
+++ b/domains/entertainment/five factors determine the speed and extent of disruption including quality definition change and ease of incumbent replication.md	
@@ -6,9 +6,9 @@ confidence: likely
 source: "Clay, from Doug Shapiro's 'How Will the Disruption of Hollywood Play Out?' (The Mediator, July 2023)"
 created: 2026-03-06
 related:
-- non ATL production costs will converge with the cost of compute as AI replaces labor across the production chain
+- non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain
 reweave_edges:
-- non ATL production costs will converge with the cost of compute as AI replaces labor across the production chain|related|2026-04-04
+- non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain|related|2026-04-04
 ---
 
 # Five factors determine the speed and extent of disruption including quality definition change and ease of incumbent replication
diff --git a/domains/entertainment/hiding-blockchain-infrastructure-beneath-mainstream-presentation-enables-web3-projects-to-access-traditional-distribution-channels.md b/domains/entertainment/hiding-blockchain-infrastructure-beneath-mainstream-presentation-enables-web3-projects-to-access-traditional-distribution-channels.md
index f42f826bc..8df488a40 100644
--- a/domains/entertainment/hiding-blockchain-infrastructure-beneath-mainstream-presentation-enables-web3-projects-to-access-traditional-distribution-channels.md
+++ b/domains/entertainment/hiding-blockchain-infrastructure-beneath-mainstream-presentation-enables-web3-projects-to-access-traditional-distribution-channels.md
@@ -10,9 +10,14 @@ agent: clay
 scope: functional
 sourcer: CoinDesk, Animation Magazine
 related_claims: ["[[community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible]]"]
-supports: ["Pudgy Penguins inverts Web3 IP strategy by prioritizing mainstream distribution before community building", "Web3 gaming projects can achieve mainstream user acquisition without retention when brand strength precedes product-market fit", "Web3 IP crossover strategy inverts from blockchain-as-product to blockchain-as-invisible-infrastructure when targeting mainstream audiences"]
-reweave_edges: ["Pudgy Penguins inverts Web3 IP strategy by prioritizing mainstream distribution before community building|supports|2026-04-17", "Web3 gaming projects can achieve mainstream user acquisition without retention when brand strength precedes product-market fit|supports|2026-04-17", "Web3 IP crossover strategy inverts from blockchain-as-product to blockchain-as-invisible-infrastructure when targeting mainstream audiences|supports|2026-04-17"]
-related: ["hiding-blockchain-infrastructure-beneath-mainstream-presentation-enables-web3-projects-to-access-traditional-distribution-channels", "web3-ip-crossover-strategy-inverts-from-blockchain-as-product-to-blockchain-as-invisible-infrastructure", "pudgy-penguins-inverts-web3-ip-strategy-by-prioritizing-mainstream-distribution-before-community-building"]
+supports:
+- pudgy-penguins-inverts-web3-ip-strategy-by-prioritizing-mainstream-distribution-before-community-building
+- Web3 gaming projects can achieve mainstream user acquisition without retention when brand strength precedes product-market fit
+- Web3 IP crossover strategy inverts from blockchain-as-product to blockchain-as-invisible-infrastructure when targeting mainstream audiences
+reweave_edges:
+- pudgy-penguins-inverts-web3-ip-strategy-by-prioritizing-mainstream-distribution-before-community-building|supports|2026-04-17
+- Web3 gaming projects can achieve mainstream user acquisition without retention when brand strength precedes product-market fit|supports|2026-04-17
+- Web3 IP crossover strategy inverts from blockchain-as-product to blockchain-as-invisible-infrastructure when targeting mainstream audiences|supports|2026-04-17
 ---
 
 # Hiding blockchain infrastructure beneath mainstream presentation enables Web3 projects to access traditional distribution channels
diff --git a/domains/entertainment/human-AI-content-pairs-succeed-through-structural-role-separation-where-the-AI-publishes-and-the-human-amplifies.md b/domains/entertainment/human-AI-content-pairs-succeed-through-structural-role-separation-where-the-AI-publishes-and-the-human-amplifies.md
index b85f002b5..26065539b 100644
--- a/domains/entertainment/human-AI-content-pairs-succeed-through-structural-role-separation-where-the-AI-publishes-and-the-human-amplifies.md
+++ b/domains/entertainment/human-AI-content-pairs-succeed-through-structural-role-separation-where-the-AI-publishes-and-the-human-amplifies.md
@@ -8,12 +8,12 @@ created: 2026-03-28
 depends_on:
 - human-made-is-becoming-a-premium-label-analogous-to-organic-as-AI-generated-content-becomes-dominant
 related:
-- substantive analysis of named accounts in long form articles converts synthesis into distribution through reciprocal engagement
+- substantive-analysis-of-named-accounts-in-long-form-articles-converts-synthesis-into-distribution-through-reciprocal-engagement
 reweave_edges:
-- substantive analysis of named accounts in long form articles converts synthesis into distribution through reciprocal engagement|related|2026-04-04
-- Community-less AI content was economically viable as short-term arbitrage but structurally unstable due to platform enforcement|supports|2026-04-17
+- substantive-analysis-of-named-accounts-in-long-form-articles-converts-synthesis-into-distribution-through-reciprocal-engagement|related|2026-04-04
+- community-less-ai-content-was-economically-viable-as-short-term-arbitrage-but-structurally-unstable-due-to-platform-enforcement|supports|2026-04-17
 supports:
-- Community-less AI content was economically viable as short-term arbitrage but structurally unstable due to platform enforcement
+- community-less-ai-content-was-economically-viable-as-short-term-arbitrage-but-structurally-unstable-due-to-platform-enforcement
 ---
 
 # Human-AI content pairs succeed through structural role separation where the AI publishes and the human amplifies
diff --git a/domains/entertainment/human-vouching-for-AI-output-resolves-the-trust-gap-more-effectively-than-AI-quality-improvement-alone.md b/domains/entertainment/human-vouching-for-AI-output-resolves-the-trust-gap-more-effectively-than-AI-quality-improvement-alone.md
index 04fbf9744..bf0f6ab8e 100644
--- a/domains/entertainment/human-vouching-for-AI-output-resolves-the-trust-gap-more-effectively-than-AI-quality-improvement-alone.md
+++ b/domains/entertainment/human-vouching-for-AI-output-resolves-the-trust-gap-more-effectively-than-AI-quality-improvement-alone.md
@@ -7,9 +7,9 @@ source: "Clay, from arscontexta × molt_cornelius case study (Heinrich's vouchin
 created: 2026-03-28
 depends_on: ["GenAI adoption in entertainment will be gated by consumer acceptance not technology capability", "human-made-is-becoming-a-premium-label-analogous-to-organic-as-AI-generated-content-becomes-dominant"]
 related:
-- transparent AI content succeeds through metaphor reframing not quality improvement because changing the frame changes which conclusions feel natural
+- transparent-AI-content-succeeds-through-metaphor-reframing-not-quality-improvement-because-changing-the-frame-changes-which-conclusions-feel-natural
 reweave_edges:
-- transparent AI content succeeds through metaphor reframing not quality improvement because changing the frame changes which conclusions feel natural|related|2026-04-04
+- transparent-AI-content-succeeds-through-metaphor-reframing-not-quality-improvement-because-changing-the-frame-changes-which-conclusions-feel-natural|related|2026-04-04
 ---
 
 # Human vouching for AI output resolves the trust gap more effectively than AI quality improvement alone
diff --git a/domains/entertainment/indie-streaming-platforms-emerged-as-category-by-2024-with-convergent-structural-patterns-across-content-verticals.md b/domains/entertainment/indie-streaming-platforms-emerged-as-category-by-2024-with-convergent-structural-patterns-across-content-verticals.md
index 458c40049..703b3e87f 100644
--- a/domains/entertainment/indie-streaming-platforms-emerged-as-category-by-2024-with-convergent-structural-patterns-across-content-verticals.md
+++ b/domains/entertainment/indie-streaming-platforms-emerged-as-category-by-2024-with-convergent-structural-patterns-across-content-verticals.md
@@ -7,10 +7,10 @@ source: "Variety (Todd Spangler), 2024-08-01 first major trade coverage of indie
 created: 2026-03-11
 supports:
 - Dropout
-- Critical Role Beacon
+- critical-role-beacon
 reweave_edges:
 - Dropout|supports|2026-04-04
-- Critical Role Beacon|supports|2026-04-17
+- critical-role-beacon|supports|2026-04-17
 ---
 
 # Indie streaming platforms emerged as category by 2024 with convergent structural patterns across content verticals
diff --git a/domains/entertainment/institutional-convergence-on-human-creativity-floor-feb-2026-signals-ai-content-commoditization.md b/domains/entertainment/institutional-convergence-on-human-creativity-floor-feb-2026-signals-ai-content-commoditization.md
index 4386dcbff..d6cca4c18 100644
--- a/domains/entertainment/institutional-convergence-on-human-creativity-floor-feb-2026-signals-ai-content-commoditization.md
+++ b/domains/entertainment/institutional-convergence-on-human-creativity-floor-feb-2026-signals-ai-content-commoditization.md
@@ -11,9 +11,9 @@ scope: structural
 sourcer: TechCrunch
 related_claims: ["[[human-made-is-becoming-a-premium-label-analogous-to-organic-as-AI-generated-content-becomes-dominant]]", "[[the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership]]"]
 supports:
-- Platform enforcement of human creativity requirements structurally validates community as sustainable moat in AI content era
+- platform-enforcement-of-human-creativity-requirements-structurally-validates-community-as-sustainable-moat-in-ai-content-era
 reweave_edges:
-- Platform enforcement of human creativity requirements structurally validates community as sustainable moat in AI content era|supports|2026-04-17
+- platform-enforcement-of-human-creativity-requirements-structurally-validates-community-as-sustainable-moat-in-ai-content-era|supports|2026-04-17
 ---
 
 # Three major platform institutions converged on human-creativity-as-quality-floor commitments within 60 days (Jan-Feb 2026), establishing institutional consensus that AI-only content is commercially unviable
diff --git a/domains/entertainment/institutionalized-fiction-commissioning-by-military-bodies-demonstrates-narrative-treated-as-strategic-intelligence-not-cultural-decoration.md b/domains/entertainment/institutionalized-fiction-commissioning-by-military-bodies-demonstrates-narrative-treated-as-strategic-intelligence-not-cultural-decoration.md
index c42fac655..764400db7 100644
--- a/domains/entertainment/institutionalized-fiction-commissioning-by-military-bodies-demonstrates-narrative-treated-as-strategic-intelligence-not-cultural-decoration.md
+++ b/domains/entertainment/institutionalized-fiction-commissioning-by-military-bodies-demonstrates-narrative-treated-as-strategic-intelligence-not-cultural-decoration.md
@@ -11,11 +11,11 @@ scope: structural
 sourcer: PSL
 related_claims: ["[[narratives are infrastructure not just communication because they coordinate action at civilizational scale]]", "[[entertainment]]"]
 supports:
-- Adversarial imagination pipelines extend institutional intelligence by structuring narrative generation through feasibility validation
-- French Red Team Defense
+- adversarial-imagination-pipelines-extend-institutional-intelligence-by-structuring-narrative-generation-through-feasibility-validation
+- french-red-team-defense
 reweave_edges:
-- Adversarial imagination pipelines extend institutional intelligence by structuring narrative generation through feasibility validation|supports|2026-04-17
-- French Red Team Defense|supports|2026-04-17
+- adversarial-imagination-pipelines-extend-institutional-intelligence-by-structuring-narrative-generation-through-feasibility-validation|supports|2026-04-17
+- french-red-team-defense|supports|2026-04-17
 ---
 
 # Institutionalized fiction commissioning by military bodies demonstrates narrative is treated as strategic intelligence not cultural decoration
diff --git a/domains/entertainment/long-form-articles-on-short-form-platforms-generate-disproportionate-bookmark-to-like-ratios-functioning-as-reference-documents-not-entertainment.md b/domains/entertainment/long-form-articles-on-short-form-platforms-generate-disproportionate-bookmark-to-like-ratios-functioning-as-reference-documents-not-entertainment.md
index ca25fc8ed..27ba6b7b6 100644
--- a/domains/entertainment/long-form-articles-on-short-form-platforms-generate-disproportionate-bookmark-to-like-ratios-functioning-as-reference-documents-not-entertainment.md
+++ b/domains/entertainment/long-form-articles-on-short-form-platforms-generate-disproportionate-bookmark-to-like-ratios-functioning-as-reference-documents-not-entertainment.md
@@ -6,9 +6,9 @@ confidence: likely
 source: "Clay, from arscontexta × molt_cornelius case study and 'How X Creators Should Take Notes with AI' (2026-03-06)"
 created: 2026-03-28
 related:
-- daily content cadence with diminishing returns triggered format pivots compounds attention more effectively than static formats
+- daily-content-cadence-with-diminishing-returns-triggered-format-pivots-compounds-attention-more-effectively-than-static-formats
 reweave_edges:
-- daily content cadence with diminishing returns triggered format pivots compounds attention more effectively than static formats|related|2026-04-04
+- daily-content-cadence-with-diminishing-returns-triggered-format-pivots-compounds-attention-more-effectively-than-static-formats|related|2026-04-04
 ---
 
 # Long-form articles on short-form platforms generate disproportionate bookmark-to-like ratios functioning as reference documents not entertainment
diff --git a/domains/entertainment/media consolidation reducing buyer competition for talent accelerates creator economy growth as an escape valve for displaced creative labor.md b/domains/entertainment/media consolidation reducing buyer competition for talent accelerates creator economy growth as an escape valve for displaced creative labor.md
index 2bc7f0f54..c5a4116c4 100644
--- a/domains/entertainment/media consolidation reducing buyer competition for talent accelerates creator economy growth as an escape valve for displaced creative labor.md	
+++ b/domains/entertainment/media consolidation reducing buyer competition for talent accelerates creator economy growth as an escape valve for displaced creative labor.md	
@@ -13,9 +13,9 @@ depends_on:
 - creator-owned-streaming-infrastructure-has-reached-commercial-scale-with-430M-annual-creator-revenue-across-13M-subscribers
 challenged_by: []
 supports:
-- studio consolidation shrinks the cultural collective brain while creator economy expansion grows it predicting accelerating innovation asymmetry
+- studio-consolidation-shrinks-the-cultural-collective-brain-while-creator-economy-expansion-grows-it-predicting-accelerating-innovation-asymmetry
 reweave_edges:
-- studio consolidation shrinks the cultural collective brain while creator economy expansion grows it predicting accelerating innovation asymmetry|supports|2026-04-04
+- studio-consolidation-shrinks-the-cultural-collective-brain-while-creator-economy-expansion-grows-it-predicting-accelerating-innovation-asymmetry|supports|2026-04-04
 ---
 
 # Media consolidation reducing buyer competition for talent accelerates creator economy growth as an escape valve for displaced creative labor
diff --git a/domains/entertainment/media disruption follows two sequential phases as distribution moats fall first and creation moats fall second.md b/domains/entertainment/media disruption follows two sequential phases as distribution moats fall first and creation moats fall second.md
index 577681a4f..9e8a9d08a 100644
--- a/domains/entertainment/media disruption follows two sequential phases as distribution moats fall first and creation moats fall second.md	
+++ b/domains/entertainment/media disruption follows two sequential phases as distribution moats fall first and creation moats fall second.md	
@@ -6,9 +6,9 @@ confidence: likely
 source: "Doug Shapiro, 'Infinite Content: Introduction' and related chapters, The Mediator (Substack); forthcoming MIT Press book"
 created: 2026-03-01
 supports:
-- a creators accumulated knowledge graph not content library is the defensible moat in AI abundant content markets
+- a-creators-accumulated-knowledge-graph-not-content-library-is-the-defensible-moat-in-AI-abundant-content-markets
 reweave_edges:
-- a creators accumulated knowledge graph not content library is the defensible moat in AI abundant content markets|supports|2026-04-04
+- a-creators-accumulated-knowledge-graph-not-content-library-is-the-defensible-moat-in-AI-abundant-content-markets|supports|2026-04-04
 ---
 
 # media disruption follows two sequential phases as distribution moats fall first and creation moats fall second
diff --git a/domains/entertainment/microdramas-achieve-commercial-scale-through-conversion-funnel-architecture-not-narrative-quality.md b/domains/entertainment/microdramas-achieve-commercial-scale-through-conversion-funnel-architecture-not-narrative-quality.md
index 2e343fba1..54a8650d5 100644
--- a/domains/entertainment/microdramas-achieve-commercial-scale-through-conversion-funnel-architecture-not-narrative-quality.md
+++ b/domains/entertainment/microdramas-achieve-commercial-scale-through-conversion-funnel-architecture-not-narrative-quality.md
@@ -9,8 +9,8 @@ title: Microdramas achieve commercial scale through conversion funnel architectu
 agent: clay
 scope: structural
 sourcer: Digital Content Next
-supports: ["minimum-viable-narrative-achieves-50m-revenue-scale-through-character-design-and-distribution-without-story-depth", "consumer-definition-of-quality-is-fluid-and-revealed-through-preference-not-fixed-by-production-value"]
-related: ["social-video-is-already-25-percent-of-all-video-consumption-and-growing-because-dopamine-optimized-formats-match-generational-attention-patterns", "minimum-viable-narrative-achieves-50m-revenue-scale-through-character-design-and-distribution-without-story-depth", "consumer-definition-of-quality-is-fluid-and-revealed-through-preference-not-fixed-by-production-value", "microdramas-achieve-commercial-scale-through-conversion-funnel-architecture-not-narrative-quality"]
+supports: ["minimum-viable-narrative-achieves-50m-revenue-scale-through-character-design-and-distribution-without-story-depth", "consumer definition of quality is fluid and revealed through preference not fixed by production value"]
+related: ["social video is already 25 percent of all video consumption and growing because dopamine-optimized formats match generational attention patterns", "minimum-viable-narrative-achieves-50m-revenue-scale-through-character-design-and-distribution-without-story-depth", "consumer definition of quality is fluid and revealed through preference not fixed by production value", "microdramas-achieve-commercial-scale-through-conversion-funnel-architecture-not-narrative-quality"]
 ---
 
 # Microdramas achieve commercial scale through conversion funnel architecture not narrative quality
diff --git a/domains/entertainment/minimum-viable-narrative-achieves-50m-revenue-scale-through-character-design-and-distribution-without-story-depth.md b/domains/entertainment/minimum-viable-narrative-achieves-50m-revenue-scale-through-character-design-and-distribution-without-story-depth.md
index 6d533e532..2e16e5a14 100644
--- a/domains/entertainment/minimum-viable-narrative-achieves-50m-revenue-scale-through-character-design-and-distribution-without-story-depth.md
+++ b/domains/entertainment/minimum-viable-narrative-achieves-50m-revenue-scale-through-character-design-and-distribution-without-story-depth.md
@@ -10,9 +10,14 @@ agent: clay
 scope: causal
 sourcer: CoinDesk Research
 related_claims: ["[[minimum-viable-narrative-strategy-optimizes-for-commercial-scale-through-volume-production-and-distribution-coverage-over-story-depth]]", "[[royalty-based-financial-alignment-may-be-sufficient-for-commercial-ip-success-without-narrative-depth]]", "[[distributed-narrative-architecture-enables-ip-scale-without-concentrated-story-through-blank-canvas-fan-projection]]"]
-supports: ["Distributed narrative architecture enables IP to reach $80B+ scale without concentrated story by creating blank-canvas characters that allow fan projection", "Minimum viable narrative strategy optimizes for commercial scale through volume production and distribution coverage over story depth", "Royalty-based financial alignment may be sufficient for commercial IP success without narrative depth"]
-reweave_edges: ["Distributed narrative architecture enables IP to reach $80B+ scale without concentrated story by creating blank-canvas characters that allow fan projection|supports|2026-04-17", "Minimum viable narrative strategy optimizes for commercial scale through volume production and distribution coverage over story depth|supports|2026-04-17", "Royalty-based financial alignment may be sufficient for commercial IP success without narrative depth|supports|2026-04-17"]
-related: ["minimum-viable-narrative-achieves-50m-revenue-scale-through-character-design-and-distribution-without-story-depth", "minimum-viable-narrative-strategy-optimizes-for-commercial-scale-through-volume-production-and-distribution-coverage-over-story-depth", "royalty-based-financial-alignment-may-be-sufficient-for-commercial-ip-success-without-narrative-depth"]
+supports:
+- Distributed narrative architecture enables IP to reach $80B+ scale without concentrated story by creating blank-canvas characters that allow fan projection
+- minimum-viable-narrative-strategy-optimizes-for-commercial-scale-through-volume-production-and-distribution-coverage-over-story-depth
+- royalty-based-financial-alignment-may-be-sufficient-for-commercial-ip-success-without-narrative-depth
+reweave_edges:
+- Distributed narrative architecture enables IP to reach $80B+ scale without concentrated story by creating blank-canvas characters that allow fan projection|supports|2026-04-17
+- minimum-viable-narrative-strategy-optimizes-for-commercial-scale-through-volume-production-and-distribution-coverage-over-story-depth|supports|2026-04-17
+- royalty-based-financial-alignment-may-be-sufficient-for-commercial-ip-success-without-narrative-depth|supports|2026-04-17
 ---
 
 # Minimum viable narrative achieves $50M+ revenue scale through character design and distribution without story depth
diff --git a/domains/entertainment/minimum-viable-narrative-strategy-optimizes-for-commercial-scale-through-volume-production-and-distribution-coverage-over-story-depth.md b/domains/entertainment/minimum-viable-narrative-strategy-optimizes-for-commercial-scale-through-volume-production-and-distribution-coverage-over-story-depth.md
index 6606da519..d86ee3ef8 100644
--- a/domains/entertainment/minimum-viable-narrative-strategy-optimizes-for-commercial-scale-through-volume-production-and-distribution-coverage-over-story-depth.md
+++ b/domains/entertainment/minimum-viable-narrative-strategy-optimizes-for-commercial-scale-through-volume-production-and-distribution-coverage-over-story-depth.md
@@ -11,14 +11,14 @@ scope: structural
 sourcer: Animation Magazine, CoinDesk, kidscreen
 related_claims: ["[[fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership]]", "[[progressive validation through community building reduces development risk by proving audience demand before production investment]]", "[[media disruption follows two sequential phases as distribution moats fall first and creation moats fall second]]"]
 supports:
-- Microdramas achieve commercial scale through conversion funnel architecture not narrative quality
-- Royalty-based financial alignment may be sufficient for commercial IP success without narrative depth
+- microdramas-achieve-commercial-scale-through-conversion-funnel-architecture-not-narrative-quality
+- royalty-based-financial-alignment-may-be-sufficient-for-commercial-ip-success-without-narrative-depth
 related:
 - Distributed narrative architecture enables IP to reach $80B+ scale without concentrated story by creating blank-canvas characters that allow fan projection
 reweave_edges:
 - Distributed narrative architecture enables IP to reach $80B+ scale without concentrated story by creating blank-canvas characters that allow fan projection|related|2026-04-17
-- Microdramas achieve commercial scale through conversion funnel architecture not narrative quality|supports|2026-04-17
-- Royalty-based financial alignment may be sufficient for commercial IP success without narrative depth|supports|2026-04-17
+- microdramas-achieve-commercial-scale-through-conversion-funnel-architecture-not-narrative-quality|supports|2026-04-17
+- royalty-based-financial-alignment-may-be-sufficient-for-commercial-ip-success-without-narrative-depth|supports|2026-04-17
 ---
 
 # Minimum viable narrative strategy optimizes for commercial scale through volume production and distribution coverage over story depth
diff --git a/domains/entertainment/narrative-protocols-can-replace-editorial-authority-for-worldbuilding-through-six-structural-features.md b/domains/entertainment/narrative-protocols-can-replace-editorial-authority-for-worldbuilding-through-six-structural-features.md
index 501a42c89..c85709772 100644
--- a/domains/entertainment/narrative-protocols-can-replace-editorial-authority-for-worldbuilding-through-six-structural-features.md
+++ b/domains/entertainment/narrative-protocols-can-replace-editorial-authority-for-worldbuilding-through-six-structural-features.md
@@ -13,10 +13,10 @@ related_claims: ["[[designing coordination rules is categorically different from
 supports:
 - Collaborative fiction exhibits a fundamental tradeoff between editorial distribution and narrative coherence where distributed authorship produces scalable worldbuilding while coherent linear narrative requires concentrated editorial authority
 related:
-- Nonlinear narrative structures may be the natural form for community-governed IP because distributed authorship favors worldbuilding over linear plot
+- nonlinear-narrative-structures-may-be-the-natural-form-for-community-governed-ip-because-distributed-authorship-favors-worldbuilding-over-linear-plot
 reweave_edges:
 - Collaborative fiction exhibits a fundamental tradeoff between editorial distribution and narrative coherence where distributed authorship produces scalable worldbuilding while coherent linear narrative requires concentrated editorial authority|supports|2026-04-17
-- Nonlinear narrative structures may be the natural form for community-governed IP because distributed authorship favors worldbuilding over linear plot|related|2026-04-17
+- nonlinear-narrative-structures-may-be-the-natural-form-for-community-governed-ip-because-distributed-authorship-favors-worldbuilding-over-linear-plot|related|2026-04-17
 ---
 
 # Narrative protocols (standardized format plus community voting plus organizational center plus open licensing plus scalable contributions plus passive theme) can replace editorial authority for worldbuilding but not for linear narrative
diff --git a/domains/entertainment/non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain.md b/domains/entertainment/non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain.md
index 977f72ad6..35764070b 100644
--- a/domains/entertainment/non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain.md	
+++ b/domains/entertainment/non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain.md	
@@ -5,9 +5,15 @@ description: "The 80% of blockbuster film budgets spent on below-the-line crew,
 confidence: experimental
 source: Clay, from Doug Shapiro's 'AI Use Cases in Hollywood' (The Mediator, September 2023)
 created: 2026-03-06
-supports: ["AI production cost decline of 60% annually makes feature-film quality accessible at consumer price points by 2029", "IP rights management becomes dominant cost in content production as technical costs approach zero"]
-related: ["AI narrative filmmaking breakthrough will be a filmmaker using AI tools not pure AI automation", "non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain", "ip-rights-management-becomes-dominant-cost-in-content-production-as-technical-costs-approach-zero"]
-reweave_edges: ["AI narrative filmmaking breakthrough will be a filmmaker using AI tools not pure AI automation|related|2026-04-17", "AI production cost decline of 60% annually makes feature-film quality accessible at consumer price points by 2029|supports|2026-04-17", "IP rights management becomes dominant cost in content production as technical costs approach zero|supports|2026-04-17"]
+supports:
+- AI production cost decline of 60% annually makes feature-film quality accessible at consumer price points by 2029
+- ip-rights-management-becomes-dominant-cost-in-content-production-as-technical-costs-approach-zero
+related:
+- AI narrative filmmaking breakthrough will be a filmmaker using AI tools not pure AI automation
+reweave_edges:
+- AI narrative filmmaking breakthrough will be a filmmaker using AI tools not pure AI automation|related|2026-04-17
+- AI production cost decline of 60% annually makes feature-film quality accessible at consumer price points by 2029|supports|2026-04-17
+- ip-rights-management-becomes-dominant-cost-in-content-production-as-technical-costs-approach-zero|supports|2026-04-17
 ---
 
 # Non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain
diff --git a/domains/entertainment/permissionless-operator-networks-scale-geographic-expansion-quadratically-by-removing-human-bottlenecks-from-market-entry.md b/domains/entertainment/permissionless-operator-networks-scale-geographic-expansion-quadratically-by-removing-human-bottlenecks-from-market-entry.md
index 53f2929bc..297df3756 100644
--- a/domains/entertainment/permissionless-operator-networks-scale-geographic-expansion-quadratically-by-removing-human-bottlenecks-from-market-entry.md
+++ b/domains/entertainment/permissionless-operator-networks-scale-geographic-expansion-quadratically-by-removing-human-bottlenecks-from-market-entry.md
@@ -11,15 +11,15 @@ scope: structural
 sourcer: "@p2pdotfound"
 related_claims: ["[[fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership]]"]
 supports:
-- Stablecoin payment networks create emergent remittance corridors as a network effect not as designed products
-- permissionless community expansion reduces market entry costs 100x through incentivized circles versus local teams
-- Permissionless country expansion accelerates through operational learning because each market launch compresses timeline and reduces capital requirements
-- permissionless geographic expansion achieves 100x cost reduction through community leader revenue share replacing local teams
+- stablecoin-payment-networks-create-emergent-remittance-corridors-as-a-network-effect-not-as-designed-products
+- permissionless-community-expansion-reduces-market-entry-costs-100x-through-incentivized-circles-versus-local-teams
+- permissionless-country-expansion-accelerates-through-operational-learning-because-each-market-launch-compresses-timeline-and-reduces-capital-requirements
+- permissionless-geographic-expansion-achieves-100x-cost-reduction-through-community-leader-revenue-share-replacing-local-teams
 reweave_edges:
-- Stablecoin payment networks create emergent remittance corridors as a network effect not as designed products|supports|2026-04-17
-- permissionless community expansion reduces market entry costs 100x through incentivized circles versus local teams|supports|2026-04-19
-- Permissionless country expansion accelerates through operational learning because each market launch compresses timeline and reduces capital requirements|supports|2026-04-19
-- permissionless geographic expansion achieves 100x cost reduction through community leader revenue share replacing local teams|supports|2026-04-19
+- stablecoin-payment-networks-create-emergent-remittance-corridors-as-a-network-effect-not-as-designed-products|supports|2026-04-17
+- permissionless-community-expansion-reduces-market-entry-costs-100x-through-incentivized-circles-versus-local-teams|supports|2026-04-19
+- permissionless-country-expansion-accelerates-through-operational-learning-because-each-market-launch-compresses-timeline-and-reduces-capital-requirements|supports|2026-04-19
+- permissionless-geographic-expansion-achieves-100x-cost-reduction-through-community-leader-revenue-share-replacing-local-teams|supports|2026-04-19
 ---
 
 # Permissionless operator networks scale geographic expansion quadratically by removing human bottlenecks from market entry
diff --git a/domains/entertainment/platform-enforcement-of-human-creativity-requirements-structurally-validates-community-as-sustainable-moat-in-ai-content-era.md b/domains/entertainment/platform-enforcement-of-human-creativity-requirements-structurally-validates-community-as-sustainable-moat-in-ai-content-era.md
index c4d98f51e..e1bf60eb0 100644
--- a/domains/entertainment/platform-enforcement-of-human-creativity-requirements-structurally-validates-community-as-sustainable-moat-in-ai-content-era.md
+++ b/domains/entertainment/platform-enforcement-of-human-creativity-requirements-structurally-validates-community-as-sustainable-moat-in-ai-content-era.md
@@ -11,12 +11,12 @@ scope: structural
 sourcer: MilX, ScaleLab, Flocker, Fliki
 related_claims: ["[[the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership]]", "[[community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible]]", "[[GenAI adoption in entertainment will be gated by consumer acceptance not technology capability]]"]
 supports:
-- Community-less AI content was economically viable as short-term arbitrage but structurally unstable due to platform enforcement
-- Faceless AI channel boom and enforcement elimination shows community-less model was arbitrage not attractor state
+- community-less-ai-content-was-economically-viable-as-short-term-arbitrage-but-structurally-unstable-due-to-platform-enforcement
+- faceless-ai-channel-boom-and-enforcement-elimination-shows-community-less-model-was-arbitrage-not-attractor-state
 - Three major platform institutions converged on human-creativity-as-quality-floor commitments within 60 days (Jan-Feb 2026), establishing institutional consensus that AI-only content is commercially unviable
 reweave_edges:
-- Community-less AI content was economically viable as short-term arbitrage but structurally unstable due to platform enforcement|supports|2026-04-17
-- Faceless AI channel boom and enforcement elimination shows community-less model was arbitrage not attractor state|supports|2026-04-17
+- community-less-ai-content-was-economically-viable-as-short-term-arbitrage-but-structurally-unstable-due-to-platform-enforcement|supports|2026-04-17
+- faceless-ai-channel-boom-and-enforcement-elimination-shows-community-less-model-was-arbitrage-not-attractor-state|supports|2026-04-17
 - Three major platform institutions converged on human-creativity-as-quality-floor commitments within 60 days (Jan-Feb 2026), establishing institutional consensus that AI-only content is commercially unviable|supports|2026-04-17
 ---
 
diff --git a/domains/entertainment/progressive validation through community building reduces development risk by proving audience demand before production investment.md b/domains/entertainment/progressive validation through community building reduces development risk by proving audience demand before production investment.md
index c958290cf..ff036d2fe 100644
--- a/domains/entertainment/progressive validation through community building reduces development risk by proving audience demand before production investment.md	
+++ b/domains/entertainment/progressive validation through community building reduces development risk by proving audience demand before production investment.md	
@@ -7,19 +7,19 @@ source: "Clay, from Claynosaurz entertainment industry analysis and Variety excl
 created: 2026-03-06
 supports:
 - Claynosaurz
-- community owned IP grows through complex contagion not viral spread because fandom requires multiple reinforcing exposures from trusted community members
-- youtube first distribution for major studio coproductions signals platform primacy over traditional broadcast windowing
+- community-owned-IP-grows-through-complex-contagion-not-viral-spread-because-fandom-requires-multiple-reinforcing-exposures-from-trusted-community-members
+- youtube-first-distribution-for-major-studio-coproductions-signals-platform-primacy-over-traditional-broadcast-windowing
 - Creator-led entertainment shifts power from studio IP libraries to creator-community relationships as the primary value source
 reweave_edges:
 - Claynosaurz|supports|2026-04-04
-- community co creation in animation production includes storyboard sharing script collaboration and collectible integration as specific mechanisms|related|2026-04-04
-- community owned IP grows through complex contagion not viral spread because fandom requires multiple reinforcing exposures from trusted community members|supports|2026-04-04
-- youtube first distribution for major studio coproductions signals platform primacy over traditional broadcast windowing|supports|2026-04-04
+- community-co-creation-in-animation-production-includes-storyboard-sharing-script-collaboration-and-collectible-integration-as-specific-mechanisms|related|2026-04-04
+- community-owned-IP-grows-through-complex-contagion-not-viral-spread-because-fandom-requires-multiple-reinforcing-exposures-from-trusted-community-members|supports|2026-04-04
+- youtube-first-distribution-for-major-studio-coproductions-signals-platform-primacy-over-traditional-broadcast-windowing|supports|2026-04-04
 - Creator-led entertainment shifts power from studio IP libraries to creator-community relationships as the primary value source|supports|2026-04-17
-- External showrunner partnerships complicate community IP editorial authority by splitting creative control between founding team and studio professionals|related|2026-04-17
+- external-showrunner-partnerships-complicate-community-ip-editorial-authority-by-splitting-creative-control-between-founding-team-and-studio-professionals|related|2026-04-17
 related:
-- community co creation in animation production includes storyboard sharing script collaboration and collectible integration as specific mechanisms
-- External showrunner partnerships complicate community IP editorial authority by splitting creative control between founding team and studio professionals
+- community-co-creation-in-animation-production-includes-storyboard-sharing-script-collaboration-and-collectible-integration-as-specific-mechanisms
+- external-showrunner-partnerships-complicate-community-ip-editorial-authority-by-splitting-creative-control-between-founding-team-and-studio-professionals
 ---
 
 # Progressive validation through community building reduces development risk by proving audience demand before production investment
diff --git a/domains/entertainment/pudgy-penguins-inverts-web3-ip-strategy-by-prioritizing-mainstream-distribution-before-community-building.md b/domains/entertainment/pudgy-penguins-inverts-web3-ip-strategy-by-prioritizing-mainstream-distribution-before-community-building.md
index ca7fa44e0..c8fc7aeec 100644
--- a/domains/entertainment/pudgy-penguins-inverts-web3-ip-strategy-by-prioritizing-mainstream-distribution-before-community-building.md
+++ b/domains/entertainment/pudgy-penguins-inverts-web3-ip-strategy-by-prioritizing-mainstream-distribution-before-community-building.md
@@ -10,9 +10,21 @@ agent: clay
 scope: structural
 sourcer: CoinDesk Research
 related_claims: ["[[community-owned-IP-grows-through-complex-contagion-not-viral-spread-because-fandom-requires-multiple-reinforcing-exposures-from-trusted-community-members]]", "[[progressive validation through community building reduces development risk by proving audience demand before production investment]]", "[[the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership]]"]
-supports: ["Hiding blockchain infrastructure beneath mainstream presentation enables Web3 projects to access traditional distribution channels", "Royalty-based financial alignment may be sufficient for commercial IP success without narrative depth", "Web3 gaming projects can achieve mainstream user acquisition without retention when brand strength precedes product-market fit", "Web3 IP crossover strategy inverts from blockchain-as-product to blockchain-as-invisible-infrastructure when targeting mainstream audiences"]
-related: ["Community-owned IP is community-branded but not community-governed in flagship Web3 projects", "Minimum viable narrative strategy optimizes for commercial scale through volume production and distribution coverage over story depth", "pudgy-penguins-inverts-web3-ip-strategy-by-prioritizing-mainstream-distribution-before-community-building", "community-owned-ip-is-community-branded-but-not-community-governed-in-flagship-web3-projects", "web3-ip-crossover-strategy-inverts-from-blockchain-as-product-to-blockchain-as-invisible-infrastructure", "hiding-blockchain-infrastructure-beneath-mainstream-presentation-enables-web3-projects-to-access-traditional-distribution-channels", "minimum-viable-narrative-strategy-optimizes-for-commercial-scale-through-volume-production-and-distribution-coverage-over-story-depth"]
-reweave_edges: ["Community-owned IP is community-branded but not community-governed in flagship Web3 projects|related|2026-04-17", "Hiding blockchain infrastructure beneath mainstream presentation enables Web3 projects to access traditional distribution channels|supports|2026-04-17", "Minimum viable narrative strategy optimizes for commercial scale through volume production and distribution coverage over story depth|related|2026-04-17", "Royalty-based financial alignment may be sufficient for commercial IP success without narrative depth|supports|2026-04-17", "Web3 gaming projects can achieve mainstream user acquisition without retention when brand strength precedes product-market fit|supports|2026-04-17", "Web3 IP crossover strategy inverts from blockchain-as-product to blockchain-as-invisible-infrastructure when targeting mainstream audiences|supports|2026-04-17"]
+supports:
+- hiding-blockchain-infrastructure-beneath-mainstream-presentation-enables-web3-projects-to-access-traditional-distribution-channels
+- royalty-based-financial-alignment-may-be-sufficient-for-commercial-ip-success-without-narrative-depth
+- Web3 gaming projects can achieve mainstream user acquisition without retention when brand strength precedes product-market fit
+- Web3 IP crossover strategy inverts from blockchain-as-product to blockchain-as-invisible-infrastructure when targeting mainstream audiences
+related:
+- community-owned-ip-is-community-branded-but-not-community-governed-in-flagship-web3-projects
+- minimum-viable-narrative-strategy-optimizes-for-commercial-scale-through-volume-production-and-distribution-coverage-over-story-depth
+reweave_edges:
+- community-owned-ip-is-community-branded-but-not-community-governed-in-flagship-web3-projects|related|2026-04-17
+- hiding-blockchain-infrastructure-beneath-mainstream-presentation-enables-web3-projects-to-access-traditional-distribution-channels|supports|2026-04-17
+- minimum-viable-narrative-strategy-optimizes-for-commercial-scale-through-volume-production-and-distribution-coverage-over-story-depth|related|2026-04-17
+- royalty-based-financial-alignment-may-be-sufficient-for-commercial-ip-success-without-narrative-depth|supports|2026-04-17
+- Web3 gaming projects can achieve mainstream user acquisition without retention when brand strength precedes product-market fit|supports|2026-04-17
+- Web3 IP crossover strategy inverts from blockchain-as-product to blockchain-as-invisible-infrastructure when targeting mainstream audiences|supports|2026-04-17
 ---
 
 # Pudgy Penguins inverts Web3 IP strategy by prioritizing mainstream distribution before community building
diff --git a/domains/entertainment/re-recordings-as-ip-reclamation-mechanism-refresh-legacy-catalog-control-and-stimulate-streaming-rebuy.md b/domains/entertainment/re-recordings-as-ip-reclamation-mechanism-refresh-legacy-catalog-control-and-stimulate-streaming-rebuy.md
index 4c3cc696b..9262b4928 100644
--- a/domains/entertainment/re-recordings-as-ip-reclamation-mechanism-refresh-legacy-catalog-control-and-stimulate-streaming-rebuy.md
+++ b/domains/entertainment/re-recordings-as-ip-reclamation-mechanism-refresh-legacy-catalog-control-and-stimulate-streaming-rebuy.md
@@ -6,9 +6,9 @@ confidence: likely
 source: "AInvest analysis of Taylor Swift catalog re-recordings (2025-05-01); WIPO recognition of Swift trademark strategy"
 created: 2026-03-11
 supports:
-- Taylor Swift
+- taylor-swift
 reweave_edges:
-- Taylor Swift|supports|2026-04-04
+- taylor-swift|supports|2026-04-04
 ---
 
 # Re-recordings as IP reclamation mechanism refresh legacy catalog control and stimulate streaming rebuy
diff --git a/domains/entertainment/royalty-based-financial-alignment-may-be-sufficient-for-commercial-ip-success-without-narrative-depth.md b/domains/entertainment/royalty-based-financial-alignment-may-be-sufficient-for-commercial-ip-success-without-narrative-depth.md
index 89d4d1342..c2d97e931 100644
--- a/domains/entertainment/royalty-based-financial-alignment-may-be-sufficient-for-commercial-ip-success-without-narrative-depth.md
+++ b/domains/entertainment/royalty-based-financial-alignment-may-be-sufficient-for-commercial-ip-success-without-narrative-depth.md
@@ -11,15 +11,15 @@ scope: functional
 sourcer: CoinDesk Research
 related_claims: ["[[fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership]]", "[[progressive validation through community building reduces development risk by proving audience demand before production investment]]"]
 supports:
-- Community-owned IP is community-branded but not community-governed in flagship Web3 projects
+- community-owned-ip-is-community-branded-but-not-community-governed-in-flagship-web3-projects
 related:
 - Distributed narrative architecture enables IP to reach $80B+ scale without concentrated story by creating blank-canvas characters that allow fan projection
-- Minimum viable narrative strategy optimizes for commercial scale through volume production and distribution coverage over story depth
+- minimum-viable-narrative-strategy-optimizes-for-commercial-scale-through-volume-production-and-distribution-coverage-over-story-depth
 - NFT holder royalties from IP licensing create permanent financial skin-in-the-game that aligns holder interests with IP quality without requiring governance participation
 reweave_edges:
-- Community-owned IP is community-branded but not community-governed in flagship Web3 projects|supports|2026-04-17
+- community-owned-ip-is-community-branded-but-not-community-governed-in-flagship-web3-projects|supports|2026-04-17
 - Distributed narrative architecture enables IP to reach $80B+ scale without concentrated story by creating blank-canvas characters that allow fan projection|related|2026-04-17
-- Minimum viable narrative strategy optimizes for commercial scale through volume production and distribution coverage over story depth|related|2026-04-17
+- minimum-viable-narrative-strategy-optimizes-for-commercial-scale-through-volume-production-and-distribution-coverage-over-story-depth|related|2026-04-17
 - NFT holder royalties from IP licensing create permanent financial skin-in-the-game that aligns holder interests with IP quality without requiring governance participation|related|2026-04-17
 ---
 
diff --git a/domains/entertainment/streaming churn may be permanently uneconomic because maintenance marketing consumes up to half of average revenue per user.md b/domains/entertainment/streaming churn may be permanently uneconomic because maintenance marketing consumes up to half of average revenue per user.md
index 1db1594ba..b00233855 100644
--- a/domains/entertainment/streaming churn may be permanently uneconomic because maintenance marketing consumes up to half of average revenue per user.md	
+++ b/domains/entertainment/streaming churn may be permanently uneconomic because maintenance marketing consumes up to half of average revenue per user.md	
@@ -6,9 +6,9 @@ confidence: likely
 source: "Doug Shapiro, 'To Everything, Churn, Churn, Churn', The Mediator (Substack)"
 created: 2026-03-01
 related:
-- cost plus deals shifted economic risk from talent to streamers while misaligning creative incentives
+- cost-plus deals shifted economic risk from talent to streamers while misaligning creative incentives
 reweave_edges:
-- cost plus deals shifted economic risk from talent to streamers while misaligning creative incentives|related|2026-04-04
+- cost-plus deals shifted economic risk from talent to streamers while misaligning creative incentives|related|2026-04-04
 ---
 
 # streaming churn may be permanently uneconomic because maintenance marketing consumes up to half of average revenue per user
diff --git a/domains/entertainment/substantive-analysis-of-named-accounts-in-long-form-articles-converts-synthesis-into-distribution-through-reciprocal-engagement.md b/domains/entertainment/substantive-analysis-of-named-accounts-in-long-form-articles-converts-synthesis-into-distribution-through-reciprocal-engagement.md
index 1be611593..ce04129cc 100644
--- a/domains/entertainment/substantive-analysis-of-named-accounts-in-long-form-articles-converts-synthesis-into-distribution-through-reciprocal-engagement.md
+++ b/domains/entertainment/substantive-analysis-of-named-accounts-in-long-form-articles-converts-synthesis-into-distribution-through-reciprocal-engagement.md
@@ -6,9 +6,9 @@ confidence: experimental
 source: "Clay, from arscontexta × molt_cornelius case study (Phase 3 field reports)"
 created: 2026-03-28
 related:
-- daily content cadence with diminishing returns triggered format pivots compounds attention more effectively than static formats
+- daily-content-cadence-with-diminishing-returns-triggered-format-pivots-compounds-attention-more-effectively-than-static-formats
 reweave_edges:
-- daily content cadence with diminishing returns triggered format pivots compounds attention more effectively than static formats|related|2026-04-04
+- daily-content-cadence-with-diminishing-returns-triggered-format-pivots-compounds-attention-more-effectively-than-static-formats|related|2026-04-04
 ---
 
 # Substantive analysis of named accounts in long-form articles converts synthesis into distribution through reciprocal engagement
diff --git a/domains/entertainment/the TV industry needs diversified small bets like venture capital not concentrated large bets because power law returns dominate.md b/domains/entertainment/the TV industry needs diversified small bets like venture capital not concentrated large bets because power law returns dominate.md
index 39ea3e70b..78e1b93da 100644
--- a/domains/entertainment/the TV industry needs diversified small bets like venture capital not concentrated large bets because power law returns dominate.md	
+++ b/domains/entertainment/the TV industry needs diversified small bets like venture capital not concentrated large bets because power law returns dominate.md	
@@ -6,11 +6,11 @@ confidence: likely
 source: "Doug Shapiro, 'You Can't Just Make the Hits', The Mediator (Substack)"
 created: 2026-03-01
 related:
-- cost plus deals shifted economic risk from talent to streamers while misaligning creative incentives
-- studio consolidation shrinks the cultural collective brain while creator economy expansion grows it predicting accelerating innovation asymmetry
+- cost-plus deals shifted economic risk from talent to streamers while misaligning creative incentives
+- studio-consolidation-shrinks-the-cultural-collective-brain-while-creator-economy-expansion-grows-it-predicting-accelerating-innovation-asymmetry
 reweave_edges:
-- cost plus deals shifted economic risk from talent to streamers while misaligning creative incentives|related|2026-04-04
-- studio consolidation shrinks the cultural collective brain while creator economy expansion grows it predicting accelerating innovation asymmetry|related|2026-04-04
+- cost-plus deals shifted economic risk from talent to streamers while misaligning creative incentives|related|2026-04-04
+- studio-consolidation-shrinks-the-cultural-collective-brain-while-creator-economy-expansion-grows-it-predicting-accelerating-innovation-asymmetry|related|2026-04-04
 ---
 
 # the TV industry needs diversified small bets like venture capital not concentrated large bets because power law returns dominate
diff --git a/domains/entertainment/the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership.md b/domains/entertainment/the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership.md
index ddbb142cb..4c8b2751f 100644
--- a/domains/entertainment/the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership.md	
+++ b/domains/entertainment/the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership.md	
@@ -6,9 +6,9 @@ confidence: likely
 source: "Media attractor state derivation using vault knowledge (16 Shapiro notes, community ownership notes, memetics notes) + 2026 industry research; Rumelt Good Strategy Bad Strategy; Shapiro The Mediator; Christensen disruption theory"
 created: 2026-03-01
 related:
-- cost plus deals shifted economic risk from talent to streamers while misaligning creative incentives
+- cost-plus deals shifted economic risk from talent to streamers while misaligning creative incentives
 reweave_edges:
-- cost plus deals shifted economic risk from talent to streamers while misaligning creative incentives|related|2026-04-04
+- cost-plus deals shifted economic risk from talent to streamers while misaligning creative incentives|related|2026-04-04
 ---
 
 # the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership
diff --git a/domains/entertainment/traditional media buyers now seek content with pre-existing community engagement data as risk mitigation.md b/domains/entertainment/traditional media buyers now seek content with pre-existing community engagement data as risk mitigation.md
index 665a829bd..7234dca65 100644
--- a/domains/entertainment/traditional media buyers now seek content with pre-existing community engagement data as risk mitigation.md	
+++ b/domains/entertainment/traditional media buyers now seek content with pre-existing community engagement data as risk mitigation.md	
@@ -7,17 +7,17 @@ source: "Clay, from Variety exclusive on Mediawan Kids & Family / Claynosaurz an
 created: 2026-03-06
 supports:
 - Claynosaurz
-- youtube first distribution for major studio coproductions signals platform primacy over traditional broadcast windowing
+- youtube-first-distribution-for-major-studio-coproductions-signals-platform-primacy-over-traditional-broadcast-windowing
 - Community building is more valuable than individual film brands in AI-enabled filmmaking because audience is the sustainable asset
 - Creator-led entertainment shifts power from studio IP libraries to creator-community relationships as the primary value source
 reweave_edges:
 - Claynosaurz|supports|2026-04-04
-- community co creation in animation production includes storyboard sharing script collaboration and collectible integration as specific mechanisms|related|2026-04-04
-- youtube first distribution for major studio coproductions signals platform primacy over traditional broadcast windowing|supports|2026-04-04
+- community-co-creation-in-animation-production-includes-storyboard-sharing-script-collaboration-and-collectible-integration-as-specific-mechanisms|related|2026-04-04
+- youtube-first-distribution-for-major-studio-coproductions-signals-platform-primacy-over-traditional-broadcast-windowing|supports|2026-04-04
 - Community building is more valuable than individual film brands in AI-enabled filmmaking because audience is the sustainable asset|supports|2026-04-17
 - Creator-led entertainment shifts power from studio IP libraries to creator-community relationships as the primary value source|supports|2026-04-17
 related:
-- community co creation in animation production includes storyboard sharing script collaboration and collectible integration as specific mechanisms
+- community-co-creation-in-animation-production-includes-storyboard-sharing-script-collaboration-and-collectible-integration-as-specific-mechanisms
 ---
 
 # Traditional media buyers now seek content with pre-existing community engagement data as risk mitigation
diff --git a/domains/entertainment/transparent-AI-authorship-with-epistemic-vulnerability-can-build-audience-trust-in-analytical-content-where-obscured-AI-involvement-cannot.md b/domains/entertainment/transparent-AI-authorship-with-epistemic-vulnerability-can-build-audience-trust-in-analytical-content-where-obscured-AI-involvement-cannot.md
index e23faa23a..830ba14ac 100644
--- a/domains/entertainment/transparent-AI-authorship-with-epistemic-vulnerability-can-build-audience-trust-in-analytical-content-where-obscured-AI-involvement-cannot.md
+++ b/domains/entertainment/transparent-AI-authorship-with-epistemic-vulnerability-can-build-audience-trust-in-analytical-content-where-obscured-AI-involvement-cannot.md
@@ -9,12 +9,12 @@ depends_on:
 - human-made-is-becoming-a-premium-label-analogous-to-organic-as-AI-generated-content-becomes-dominant
 - GenAI adoption in entertainment will be gated by consumer acceptance not technology capability
 related:
-- substantive analysis of named accounts in long form articles converts synthesis into distribution through reciprocal engagement
-- transparent AI content succeeds through metaphor reframing not quality improvement because changing the frame changes which conclusions feel natural
+- substantive-analysis-of-named-accounts-in-long-form-articles-converts-synthesis-into-distribution-through-reciprocal-engagement
+- transparent-AI-content-succeeds-through-metaphor-reframing-not-quality-improvement-because-changing-the-frame-changes-which-conclusions-feel-natural
 - Imperfection becomes an epistemological signal of human presence in AI content floods rather than an aesthetic preference
 reweave_edges:
-- substantive analysis of named accounts in long form articles converts synthesis into distribution through reciprocal engagement|related|2026-04-04
-- transparent AI content succeeds through metaphor reframing not quality improvement because changing the frame changes which conclusions feel natural|related|2026-04-04
+- substantive-analysis-of-named-accounts-in-long-form-articles-converts-synthesis-into-distribution-through-reciprocal-engagement|related|2026-04-04
+- transparent-AI-content-succeeds-through-metaphor-reframing-not-quality-improvement-because-changing-the-frame-changes-which-conclusions-feel-natural|related|2026-04-04
 - Imperfection becomes an epistemological signal of human presence in AI content floods rather than an aesthetic preference|related|2026-04-17
 ---
 
diff --git a/domains/entertainment/vertical-content-applying-a-universal-methodology-to-specific-audiences-creates-N-separate-distribution-channels-from-a-single-product.md b/domains/entertainment/vertical-content-applying-a-universal-methodology-to-specific-audiences-creates-N-separate-distribution-channels-from-a-single-product.md
index a4c2aad28..3a8139f84 100644
--- a/domains/entertainment/vertical-content-applying-a-universal-methodology-to-specific-audiences-creates-N-separate-distribution-channels-from-a-single-product.md
+++ b/domains/entertainment/vertical-content-applying-a-universal-methodology-to-specific-audiences-creates-N-separate-distribution-channels-from-a-single-product.md
@@ -6,9 +6,9 @@ confidence: likely
 source: "Clay, from arscontexta × molt_cornelius case study and vertical guide corpus (2026-02-16 through 2026-03-21)"
 created: 2026-03-28
 related:
-- daily content cadence with diminishing returns triggered format pivots compounds attention more effectively than static formats
+- daily-content-cadence-with-diminishing-returns-triggered-format-pivots-compounds-attention-more-effectively-than-static-formats
 reweave_edges:
-- daily content cadence with diminishing returns triggered format pivots compounds attention more effectively than static formats|related|2026-04-04
+- daily-content-cadence-with-diminishing-returns-triggered-format-pivots-compounds-attention-more-effectively-than-static-formats|related|2026-04-04
 ---
 
 # Vertical content applying a universal methodology to specific audiences creates N separate distribution channels from a single product
diff --git a/domains/entertainment/web3-gaming-acquisition-without-retention-reveals-brand-strength-without-product-market-fit.md b/domains/entertainment/web3-gaming-acquisition-without-retention-reveals-brand-strength-without-product-market-fit.md
index a11892a6b..e0b24c99d 100644
--- a/domains/entertainment/web3-gaming-acquisition-without-retention-reveals-brand-strength-without-product-market-fit.md
+++ b/domains/entertainment/web3-gaming-acquisition-without-retention-reveals-brand-strength-without-product-market-fit.md
@@ -11,12 +11,12 @@ scope: causal
 sourcer: CoinDesk
 related_claims: ["[[web3-ip-crossover-strategy-inverts-from-blockchain-as-product-to-blockchain-as-invisible-infrastructure]]", "[[progressive validation through community building reduces development risk by proving audience demand before production investment]]"]
 related:
-- Community anchored in genuine engagement sustains economic value through market cycles while speculation-anchored communities collapse
-- Hiding blockchain infrastructure beneath mainstream presentation enables Web3 projects to access traditional distribution channels
+- community-anchored-in-genuine-engagement-sustains-economic-value-through-market-cycles-while-speculation-anchored-communities-collapse
+- hiding-blockchain-infrastructure-beneath-mainstream-presentation-enables-web3-projects-to-access-traditional-distribution-channels
 - Web3 IP crossover strategy inverts from blockchain-as-product to blockchain-as-invisible-infrastructure when targeting mainstream audiences
 reweave_edges:
-- Community anchored in genuine engagement sustains economic value through market cycles while speculation-anchored communities collapse|related|2026-04-17
-- Hiding blockchain infrastructure beneath mainstream presentation enables Web3 projects to access traditional distribution channels|related|2026-04-17
+- community-anchored-in-genuine-engagement-sustains-economic-value-through-market-cycles-while-speculation-anchored-communities-collapse|related|2026-04-17
+- hiding-blockchain-infrastructure-beneath-mainstream-presentation-enables-web3-projects-to-access-traditional-distribution-channels|related|2026-04-17
 - Web3 IP crossover strategy inverts from blockchain-as-product to blockchain-as-invisible-infrastructure when targeting mainstream audiences|related|2026-04-17
 ---
 
diff --git a/domains/entertainment/web3-ip-crossover-strategy-inverts-from-blockchain-as-product-to-blockchain-as-invisible-infrastructure.md b/domains/entertainment/web3-ip-crossover-strategy-inverts-from-blockchain-as-product-to-blockchain-as-invisible-infrastructure.md
index 25e09e997..77c68448b 100644
--- a/domains/entertainment/web3-ip-crossover-strategy-inverts-from-blockchain-as-product-to-blockchain-as-invisible-infrastructure.md
+++ b/domains/entertainment/web3-ip-crossover-strategy-inverts-from-blockchain-as-product-to-blockchain-as-invisible-infrastructure.md
@@ -11,12 +11,12 @@ scope: structural
 sourcer: CoinDesk
 related_claims: ["[[community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible]]", "[[entertainment IP should be treated as a multi-sided platform that enables fan creation rather than a unidirectional broadcast asset]]", "[[fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership]]"]
 supports:
-- Hiding blockchain infrastructure beneath mainstream presentation enables Web3 projects to access traditional distribution channels
-- Pudgy Penguins inverts Web3 IP strategy by prioritizing mainstream distribution before community building
+- hiding-blockchain-infrastructure-beneath-mainstream-presentation-enables-web3-projects-to-access-traditional-distribution-channels
+- pudgy-penguins-inverts-web3-ip-strategy-by-prioritizing-mainstream-distribution-before-community-building
 - Web3 gaming projects can achieve mainstream user acquisition without retention when brand strength precedes product-market fit
 reweave_edges:
-- Hiding blockchain infrastructure beneath mainstream presentation enables Web3 projects to access traditional distribution channels|supports|2026-04-17
-- Pudgy Penguins inverts Web3 IP strategy by prioritizing mainstream distribution before community building|supports|2026-04-17
+- hiding-blockchain-infrastructure-beneath-mainstream-presentation-enables-web3-projects-to-access-traditional-distribution-channels|supports|2026-04-17
+- pudgy-penguins-inverts-web3-ip-strategy-by-prioritizing-mainstream-distribution-before-community-building|supports|2026-04-17
 - Web3 gaming projects can achieve mainstream user acquisition without retention when brand strength precedes product-market fit|supports|2026-04-17
 ---
 
diff --git a/domains/grand-strategy/ai-weapons-governance-tractability-stratifies-by-strategic-utility-creating-ottawa-treaty-path-for-medium-utility-categories.md b/domains/grand-strategy/ai-weapons-governance-tractability-stratifies-by-strategic-utility-creating-ottawa-treaty-path-for-medium-utility-categories.md
index 51416ecc8..3b6e220bc 100644
--- a/domains/grand-strategy/ai-weapons-governance-tractability-stratifies-by-strategic-utility-creating-ottawa-treaty-path-for-medium-utility-categories.md
+++ b/domains/grand-strategy/ai-weapons-governance-tractability-stratifies-by-strategic-utility-creating-ottawa-treaty-path-for-medium-utility-categories.md
@@ -12,18 +12,18 @@ attribution:
     - handle: "leo"
       context: "Leo (synthesis from US Army Project Convergence, DARPA programs, CCW GGE documentation, CNAS autonomous weapons reports, HRW 'Losing Humanity' 2012)"
 related:
-- the legislative ceiling on military ai governance is conditional not absolute cwc proves binding governance without carveouts is achievable but requires three currently absent conditions
-- definitional ambiguity in autonomous weapons governance is strategic interest not bureaucratic failure because major powers preserve programs through vague thresholds
+- the-legislative-ceiling-on-military-ai-governance-is-conditional-not-absolute-cwc-proves-binding-governance-without-carveouts-is-achievable-but-requires-three-currently-absent-conditions
+- definitional-ambiguity-in-autonomous-weapons-governance-is-strategic-interest-not-bureaucratic-failure-because-major-powers-preserve-programs-through-vague-thresholds
 supports:
 - Binding international AI governance achieves legal form through scope stratification — the Council of Europe AI Framework Convention entered force by explicitly excluding national security, defense applications, and making private sector obligations optional
-- Ottawa model treaty process cannot replicate for dual-use AI systems because verification architecture requires technical capability inspection not production records
+- ottawa-model-treaty-process-cannot-replicate-for-dual-use-ai-systems-because-verification-architecture-requires-technical-capability-inspection-not-production-records
 - Arms control governance requires stigmatization (necessary condition) plus either compliance demonstrability OR strategic utility reduction (substitutable enabling conditions)
 - Venue bypass procedural innovation enables middle-power-led norm formation by routing negotiations outside great-power-veto machinery, as demonstrated by Axworthy's Ottawa Process
 reweave_edges:
 - Binding international AI governance achieves legal form through scope stratification — the Council of Europe AI Framework Convention entered force by explicitly excluding national security, defense applications, and making private sector obligations optional|supports|2026-04-04
-- Ottawa model treaty process cannot replicate for dual-use AI systems because verification architecture requires technical capability inspection not production records|supports|2026-04-07
+- ottawa-model-treaty-process-cannot-replicate-for-dual-use-ai-systems-because-verification-architecture-requires-technical-capability-inspection-not-production-records|supports|2026-04-07
 - Arms control governance requires stigmatization (necessary condition) plus either compliance demonstrability OR strategic utility reduction (substitutable enabling conditions)|supports|2026-04-17
-- definitional ambiguity in autonomous weapons governance is strategic interest not bureaucratic failure because major powers preserve programs through vague thresholds|related|2026-04-18
+- definitional-ambiguity-in-autonomous-weapons-governance-is-strategic-interest-not-bureaucratic-failure-because-major-powers-preserve-programs-through-vague-thresholds|related|2026-04-18
 - Venue bypass procedural innovation enables middle-power-led norm formation by routing negotiations outside great-power-veto machinery, as demonstrated by Axworthy's Ottawa Process|supports|2026-04-20
 ---
 
diff --git a/domains/grand-strategy/ai-weapons-stigmatization-campaign-has-normative-infrastructure-without-triggering-event-creating-icbl-phase-equivalent-waiting-for-activation.md b/domains/grand-strategy/ai-weapons-stigmatization-campaign-has-normative-infrastructure-without-triggering-event-creating-icbl-phase-equivalent-waiting-for-activation.md
index f9fd0b8a6..dd55d009c 100644
--- a/domains/grand-strategy/ai-weapons-stigmatization-campaign-has-normative-infrastructure-without-triggering-event-creating-icbl-phase-equivalent-waiting-for-activation.md
+++ b/domains/grand-strategy/ai-weapons-stigmatization-campaign-has-normative-infrastructure-without-triggering-event-creating-icbl-phase-equivalent-waiting-for-activation.md
@@ -12,12 +12,12 @@ attribution:
     - handle: "leo"
       context: "CS-KR public record, CCW GGE deliberations 2014-2025"
 related:
-- definitional ambiguity in autonomous weapons governance is strategic interest not bureaucratic failure because major powers preserve programs through vague thresholds
-- triggering event architecture requires three components infrastructure disaster champion confirmed across pharmaceutical and arms control domains
-- "Weapons stigmatization campaigns require triggering events with four properties: attribution clarity, visibility, emotional resonance, and victimhood asymmetry"
+- definitional-ambiguity-in-autonomous-weapons-governance-is-strategic-interest-not-bureaucratic-failure-because-major-powers-preserve-programs-through-vague-thresholds
+- triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-confirmed-across-pharmaceutical-and-arms-control-domains
+- "weapons-stigmatization-campaigns-require-triggering-events-with-four-properties-attribution-clarity-visibility-emotional-resonance-and-victimhood-asymmetry"
 reweave_edges:
-- definitional ambiguity in autonomous weapons governance is strategic interest not bureaucratic failure because major powers preserve programs through vague thresholds|related|2026-04-18
-- triggering event architecture requires three components infrastructure disaster champion confirmed across pharmaceutical and arms control domains|related|2026-04-20
+- definitional-ambiguity-in-autonomous-weapons-governance-is-strategic-interest-not-bureaucratic-failure-because-major-powers-preserve-programs-through-vague-thresholds|related|2026-04-18
+- triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-confirmed-across-pharmaceutical-and-arms-control-domains|related|2026-04-20
 - "Weapons stigmatization campaigns require triggering events with four properties: attribution clarity, visibility, emotional resonance, and victimhood asymmetry|related|2026-04-20"
 ---
 
diff --git a/domains/grand-strategy/attractor-agentic-taylorism.md b/domains/grand-strategy/attractor-agentic-taylorism.md
index 5954da0cd..25a818cff 100644
--- a/domains/grand-strategy/attractor-agentic-taylorism.md
+++ b/domains/grand-strategy/attractor-agentic-taylorism.md
@@ -13,9 +13,9 @@ supports:
 - whether AI knowledge codification concentrates or distributes depends on infrastructure openness because the same extraction mechanism produces digital feudalism under proprietary control and collective intelligence under commons governance
 reweave_edges:
 - whether AI knowledge codification concentrates or distributes depends on infrastructure openness because the same extraction mechanism produces digital feudalism under proprietary control and collective intelligence under commons governance|supports|2026-04-07
-- attractor digital feudalism|related|2026-04-17
+- attractor-digital-feudalism|related|2026-04-17
 related:
-- attractor digital feudalism
+- attractor-digital-feudalism
 ---
 
 # The current AI transition is agentic Taylorism — humanity is feeding its knowledge into AI through usage just as greater Taylorism extracted knowledge from workers to managers and the knowledge transfer is a byproduct of labor not an intentional act
diff --git a/domains/grand-strategy/attractor-authoritarian-lock-in.md b/domains/grand-strategy/attractor-authoritarian-lock-in.md
index 6cf3db964..c88be07e8 100644
--- a/domains/grand-strategy/attractor-authoritarian-lock-in.md
+++ b/domains/grand-strategy/attractor-authoritarian-lock-in.md
@@ -10,14 +10,14 @@ depends_on:
 - technology advances exponentially but coordination mechanisms evolve linearly creating a widening gap
 - multipolar failure from competing aligned AI systems may pose greater existential risk than any single misaligned superintelligence
 supports:
-- attractor digital feudalism
+- attractor-digital-feudalism
 related:
-- attractor civilizational basins are real
-- attractor comfortable stagnation
+- attractor-civilizational-basins-are-real
+- attractor-comfortable-stagnation
 reweave_edges:
-- attractor civilizational basins are real|related|2026-04-17
-- attractor comfortable stagnation|related|2026-04-17
-- attractor digital feudalism|supports|2026-04-17
+- attractor-civilizational-basins-are-real|related|2026-04-17
+- attractor-comfortable-stagnation|related|2026-04-17
+- attractor-digital-feudalism|supports|2026-04-17
 ---
 
 # Authoritarian Lock-in is a stable negative civilizational attractor because centralized control eliminates the coordination problem by eliminating the need for coordination but AI makes this basin dramatically easier to fall into than at any previous point in history
diff --git a/domains/grand-strategy/attractor-civilizational-basins-are-real.md b/domains/grand-strategy/attractor-civilizational-basins-are-real.md
index 0525e3325..55de013f5 100644
--- a/domains/grand-strategy/attractor-civilizational-basins-are-real.md
+++ b/domains/grand-strategy/attractor-civilizational-basins-are-real.md
@@ -10,9 +10,9 @@ depends_on:
 - industries are need-satisfaction systems and the attractor state is the configuration that most efficiently satisfies underlying human needs given available technology
 - complex systems drive themselves to the critical state without external tuning because energy input and dissipation naturally select for the critical slope
 related:
-- attractor post scarcity multiplanetary
+- attractor-post-scarcity-multiplanetary
 reweave_edges:
-- attractor post scarcity multiplanetary|related|2026-04-17
+- attractor-post-scarcity-multiplanetary|related|2026-04-17
 ---
 
 # civilizational attractor states exist as macro-scale basins with the same formal properties as industry attractors but gated by coordination capacity rather than technology alone
diff --git a/domains/grand-strategy/attractor-comfortable-stagnation.md b/domains/grand-strategy/attractor-comfortable-stagnation.md
index 07b1e283e..37c588461 100644
--- a/domains/grand-strategy/attractor-comfortable-stagnation.md
+++ b/domains/grand-strategy/attractor-comfortable-stagnation.md
@@ -10,9 +10,9 @@ depends_on:
 - the epidemiological transition marks the shift from material scarcity to social disadvantage as the primary driver of health outcomes in developed nations
 - optimization for efficiency without regard for resilience creates systemic fragility because interconnected systems transmit and amplify local failures into cascading breakdowns
 related:
-- attractor post scarcity multiplanetary
+- attractor-post-scarcity-multiplanetary
 reweave_edges:
-- attractor post scarcity multiplanetary|related|2026-04-17
+- attractor-post-scarcity-multiplanetary|related|2026-04-17
 ---
 
 # Comfortable Stagnation is the most insidious negative civilizational attractor because material comfort sufficient to prevent mobilization masks accumulating existential vulnerabilities producing civilizational decay through contentment rather than crisis
diff --git a/domains/grand-strategy/attractor-coordination-enabled-abundance.md b/domains/grand-strategy/attractor-coordination-enabled-abundance.md
index 5e27dab58..ee3020537 100644
--- a/domains/grand-strategy/attractor-coordination-enabled-abundance.md
+++ b/domains/grand-strategy/attractor-coordination-enabled-abundance.md
@@ -13,12 +13,12 @@ depends_on:
 - futarchy solves trustless joint ownership not just better decision-making
 - humanity is a superorganism that can communicate but not yet think
 supports:
-- three independent intellectual traditions converge on coordination without centralization as the only viable path between uncoordinated collapse and authoritarian capture
+- three independent intellectual traditions converge on coordination-without-centralization as the only viable path between uncoordinated collapse and authoritarian capture
 related:
-- attractor post scarcity multiplanetary
+- attractor-post-scarcity-multiplanetary
 reweave_edges:
-- three independent intellectual traditions converge on coordination without centralization as the only viable path between uncoordinated collapse and authoritarian capture|supports|2026-04-17
-- attractor post scarcity multiplanetary|related|2026-04-17
+- three independent intellectual traditions converge on coordination-without-centralization as the only viable path between uncoordinated collapse and authoritarian capture|supports|2026-04-17
+- attractor-post-scarcity-multiplanetary|related|2026-04-17
 ---
 
 # Coordination-Enabled Abundance is the gateway positive attractor because it is the only civilizational configuration that can navigate between Molochian Exhaustion and Authoritarian Lock-in by solving multipolar traps without centralizing control
diff --git a/domains/grand-strategy/attractor-epistemic-collapse.md b/domains/grand-strategy/attractor-epistemic-collapse.md
index 34c6ec149..564d2b9cc 100644
--- a/domains/grand-strategy/attractor-epistemic-collapse.md
+++ b/domains/grand-strategy/attractor-epistemic-collapse.md
@@ -10,9 +10,9 @@ depends_on:
 - optimization for efficiency without regard for resilience creates systemic fragility because interconnected systems transmit and amplify local failures into cascading breakdowns
 - AI is collapsing the knowledge-producing communities it depends on creating a self-undermining loop that collective intelligence can break
 related:
-- attractor digital feudalism
+- attractor-digital-feudalism
 reweave_edges:
-- attractor digital feudalism|related|2026-04-17
+- attractor-digital-feudalism|related|2026-04-17
 - social media uniquely degrades democracy because it fractures the electorate itself rather than merely influencing policy making the regulatory body incapable of regulating its own degradation|supports|2026-04-19
 supports:
 - social media uniquely degrades democracy because it fractures the electorate itself rather than merely influencing policy making the regulatory body incapable of regulating its own degradation
diff --git a/domains/grand-strategy/attractor-molochian-exhaustion.md b/domains/grand-strategy/attractor-molochian-exhaustion.md
index 2f83b7f75..d28eb2131 100644
--- a/domains/grand-strategy/attractor-molochian-exhaustion.md
+++ b/domains/grand-strategy/attractor-molochian-exhaustion.md
@@ -11,9 +11,9 @@ depends_on:
 - collective action fails by default because rational individuals free-ride on group efforts when they cannot be excluded from benefits regardless of contribution
 - the alignment tax creates a structural race to the bottom because safety training costs capability and rational competitors skip it
 related:
-- attractor comfortable stagnation
+- attractor-comfortable-stagnation
 reweave_edges:
-- attractor comfortable stagnation|related|2026-04-17
+- attractor-comfortable-stagnation|related|2026-04-17
 ---
 
 # Molochian Exhaustion is a stable negative civilizational attractor where competitive dynamics between rational actors systematically destroy shared value and it is the default basin humanity occupies when coordination mechanisms cannot scale with technological capability
diff --git a/domains/grand-strategy/attractor-post-scarcity-multiplanetary.md b/domains/grand-strategy/attractor-post-scarcity-multiplanetary.md
index 84b2356d0..78acf0a3d 100644
--- a/domains/grand-strategy/attractor-post-scarcity-multiplanetary.md
+++ b/domains/grand-strategy/attractor-post-scarcity-multiplanetary.md
@@ -10,11 +10,11 @@ depends_on:
 - existential risks interact as a system of amplifying feedback loops not independent threats
 - famine disease and war are products of the agricultural revolution not immutable features of human existence and specialization has converted all three from unforeseeable catastrophes into preventable problems
 related:
-- attractor civilizational basins are real
-- attractor comfortable stagnation
+- attractor-civilizational-basins-are-real
+- attractor-comfortable-stagnation
 reweave_edges:
-- attractor civilizational basins are real|related|2026-04-17
-- attractor comfortable stagnation|related|2026-04-17
+- attractor-civilizational-basins-are-real|related|2026-04-17
+- attractor-comfortable-stagnation|related|2026-04-17
 ---
 
 # Post-Scarcity Multiplanetary civilization is the deepest positive attractor because geographic distribution across celestial bodies eliminates single-point-of-failure existential risk while energy abundance removes the resource competition that drives Molochian dynamics
diff --git a/domains/grand-strategy/aviation-governance-succeeded-through-five-enabling-conditions-all-absent-for-ai.md b/domains/grand-strategy/aviation-governance-succeeded-through-five-enabling-conditions-all-absent-for-ai.md
index cd9fe253d..aec12900e 100644
--- a/domains/grand-strategy/aviation-governance-succeeded-through-five-enabling-conditions-all-absent-for-ai.md
+++ b/domains/grand-strategy/aviation-governance-succeeded-through-five-enabling-conditions-all-absent-for-ai.md
@@ -13,15 +13,15 @@ attribution:
       context: "Leo synthesis from ICAO official records, Paris Convention (1919), Chicago Convention (1944)"
 related:
 - Post-2008 financial regulation achieved partial international success (Basel III, FSB) despite high competitive stakes because commercial network effects made compliance self-enforcing through correspondent banking relationships and financial flows provided verifiable compliance mechanisms
-- internet technical governance succeeded through network effects and low commercial stakes at inception creating self enforcing coordination impossible to replicate for ai
+- internet-technical-governance-succeeded-through-network-effects-and-low-commercial-stakes-at-inception-creating-self-enforcing-coordination-impossible-to-replicate-for-ai
 reweave_edges:
 - Post-2008 financial regulation achieved partial international success (Basel III, FSB) despite high competitive stakes because commercial network effects made compliance self-enforcing through correspondent banking relationships and financial flows provided verifiable compliance mechanisms|related|2026-04-17
-- governance speed scales with number of enabling conditions present|supports|2026-04-18
-- internet social governance failed because harms are abstract and non attributable commercial stakes were peak at governance attempt and sovereignty conflicts prevent consensus|supports|2026-04-18
-- internet technical governance succeeded through network effects and low commercial stakes at inception creating self enforcing coordination impossible to replicate for ai|related|2026-04-18
+- governance-speed-scales-with-number-of-enabling-conditions-present|supports|2026-04-18
+- internet-social-governance-failed-because-harms-are-abstract-and-non-attributable-commercial-stakes-were-peak-at-governance-attempt-and-sovereignty-conflicts-prevent-consensus|supports|2026-04-18
+- internet-technical-governance-succeeded-through-network-effects-and-low-commercial-stakes-at-inception-creating-self-enforcing-coordination-impossible-to-replicate-for-ai|related|2026-04-18
 supports:
-- governance speed scales with number of enabling conditions present
-- internet social governance failed because harms are abstract and non attributable commercial stakes were peak at governance attempt and sovereignty conflicts prevent consensus
+- governance-speed-scales-with-number-of-enabling-conditions-present
+- internet-social-governance-failed-because-harms-are-abstract-and-non-attributable-commercial-stakes-were-peak-at-governance-attempt-and-sovereignty-conflicts-prevent-consensus
 ---
 
 # Aviation governance succeeded through five enabling conditions that are all absent for AI: airspace sovereignty assertion, visible catastrophic failure, commercial interoperability necessity, low competitive stakes at inception, and physical infrastructure chokepoints
diff --git a/domains/grand-strategy/binding-international-ai-governance-achieves-legal-form-through-scope-stratification-excluding-high-stakes-applications.md b/domains/grand-strategy/binding-international-ai-governance-achieves-legal-form-through-scope-stratification-excluding-high-stakes-applications.md
index 9187e35d8..dca10ee37 100644
--- a/domains/grand-strategy/binding-international-ai-governance-achieves-legal-form-through-scope-stratification-excluding-high-stakes-applications.md
+++ b/domains/grand-strategy/binding-international-ai-governance-achieves-legal-form-through-scope-stratification-excluding-high-stakes-applications.md
@@ -11,12 +11,12 @@ scope: structural
 sourcer: Council of Europe, civil society organizations, GPPi
 related_claims: ["eu-ai-act-article-2-3-national-security-exclusion-confirms-legislative-ceiling-is-cross-jurisdictional.md", "the-legislative-ceiling-on-military-ai-governance-is-conditional-not-absolute-cwc-proves-binding-governance-without-carveouts-is-achievable-but-requires-three-currently-absent-conditions.md", "international-ai-governance-stepping-stone-theory-fails-because-strategic-actors-opt-out-at-non-binding-stage.md"]
 related:
-- EU AI governance reveals form-substance divergence at domestic regulatory level through simultaneous treaty ratification and compliance delay
-- International AI governance form-substance divergence enables simultaneous treaty ratification and domestic implementation weakening
+- eu-ai-governance-reveals-form-substance-divergence-at-domestic-regulatory-level-through-simultaneous-treaty-ratification-and-compliance-delay
+- international-ai-governance-form-substance-divergence-enables-simultaneous-treaty-ratification-and-domestic-implementation-weakening
 - International AI governance stepping-stone theory (voluntary → non-binding → binding) fails because strategic actors with frontier AI capabilities opt out even at the non-binding declaration stage
 reweave_edges:
-- EU AI governance reveals form-substance divergence at domestic regulatory level through simultaneous treaty ratification and compliance delay|related|2026-04-18
-- International AI governance form-substance divergence enables simultaneous treaty ratification and domestic implementation weakening|related|2026-04-18
+- eu-ai-governance-reveals-form-substance-divergence-at-domestic-regulatory-level-through-simultaneous-treaty-ratification-and-compliance-delay|related|2026-04-18
+- international-ai-governance-form-substance-divergence-enables-simultaneous-treaty-ratification-and-domestic-implementation-weakening|related|2026-04-18
 - International AI governance stepping-stone theory (voluntary → non-binding → binding) fails because strategic actors with frontier AI capabilities opt out even at the non-binding declaration stage|related|2026-04-18
 ---
 
diff --git a/domains/grand-strategy/binding-international-governance-requires-commercial-migration-path-at-signing-not-low-competitive-stakes-at-inception.md b/domains/grand-strategy/binding-international-governance-requires-commercial-migration-path-at-signing-not-low-competitive-stakes-at-inception.md
index aff4bacb1..ea5a62e48 100644
--- a/domains/grand-strategy/binding-international-governance-requires-commercial-migration-path-at-signing-not-low-competitive-stakes-at-inception.md
+++ b/domains/grand-strategy/binding-international-governance-requires-commercial-migration-path-at-signing-not-low-competitive-stakes-at-inception.md
@@ -10,9 +10,13 @@ agent: leo
 scope: causal
 sourcer: Multiple sources (Wikipedia, Rapid Transition Alliance, LSE Grantham Institute, EPA)
 related_claims: ["technology-governance-coordination-gaps-close-when-four-enabling-conditions-are-present-visible-triggering-events-commercial-network-effects-low-competitive-stakes-at-inception-or-physical-manifestation.md", "aviation-governance-succeeded-through-five-enabling-conditions-all-absent-for-ai.md"]
-supports: ["Governance scope can bootstrap narrow and scale as commercial migration paths deepen over time"]
-related: ["Commercial interests blocking condition operates continuously through ratification, not just at governance inception, as proven by PABS annex dispute", "binding-international-governance-requires-commercial-migration-path-at-signing-not-low-competitive-stakes-at-inception"]
-reweave_edges: ["Commercial interests blocking condition operates continuously through ratification, not just at governance inception, as proven by PABS annex dispute|related|2026-04-18", "Governance scope can bootstrap narrow and scale as commercial migration paths deepen over time|supports|2026-04-18"]
+supports:
+- Governance scope can bootstrap narrow and scale as commercial migration paths deepen over time
+related:
+- commercial-interests-blocking-condition-operates-continuously-through-ratification-not-just-at-governance-inception-as-proven-by-pabs-annex-dispute
+reweave_edges:
+- commercial-interests-blocking-condition-operates-continuously-through-ratification-not-just-at-governance-inception-as-proven-by-pabs-annex-dispute|related|2026-04-18
+- Governance scope can bootstrap narrow and scale as commercial migration paths deepen over time|supports|2026-04-18
 ---
 
 # Binding international governance for high-stakes technologies requires commercial migration paths to exist at signing, not low competitive stakes at inception
diff --git a/domains/grand-strategy/definitional-ambiguity-in-autonomous-weapons-governance-is-strategic-interest-not-bureaucratic-failure-because-major-powers-preserve-programs-through-vague-thresholds.md b/domains/grand-strategy/definitional-ambiguity-in-autonomous-weapons-governance-is-strategic-interest-not-bureaucratic-failure-because-major-powers-preserve-programs-through-vague-thresholds.md
index 7d5989d99..09ac7e421 100644
--- a/domains/grand-strategy/definitional-ambiguity-in-autonomous-weapons-governance-is-strategic-interest-not-bureaucratic-failure-because-major-powers-preserve-programs-through-vague-thresholds.md
+++ b/domains/grand-strategy/definitional-ambiguity-in-autonomous-weapons-governance-is-strategic-interest-not-bureaucratic-failure-because-major-powers-preserve-programs-through-vague-thresholds.md
@@ -12,12 +12,12 @@ attribution:
     - handle: "leo"
       context: "CCW GGE deliberations 2014-2025, US LOAC compliance standards"
 related:
-- ai weapons governance tractability stratifies by strategic utility creating ottawa treaty path for medium utility categories
+- ai-weapons-governance-tractability-stratifies-by-strategic-utility-creating-ottawa-treaty-path-for-medium-utility-categories
 - Autonomous weapons systems capable of militarily effective targeting decisions cannot satisfy IHL requirements of distinction, proportionality, and precaution, making sufficiently capable autonomous weapons potentially illegal under existing international law without requiring new treaty text
 - The CCW consensus rule structurally enables a small coalition of militarily-advanced states to block legally binding autonomous weapons governance regardless of near-universal political support
 - Civil society coordination infrastructure fails to produce binding governance when the structural obstacle is great-power veto capacity not absence of political will
 reweave_edges:
-- ai weapons governance tractability stratifies by strategic utility creating ottawa treaty path for medium utility categories|related|2026-04-04
+- ai-weapons-governance-tractability-stratifies-by-strategic-utility-creating-ottawa-treaty-path-for-medium-utility-categories|related|2026-04-04
 - Autonomous weapons systems capable of militarily effective targeting decisions cannot satisfy IHL requirements of distinction, proportionality, and precaution, making sufficiently capable autonomous weapons potentially illegal under existing international law without requiring new treaty text|related|2026-04-06
 - The CCW consensus rule structurally enables a small coalition of militarily-advanced states to block legally binding autonomous weapons governance regardless of near-universal political support|related|2026-04-06
 - Civil society coordination infrastructure fails to produce binding governance when the structural obstacle is great-power veto capacity not absence of political will|related|2026-04-06
diff --git a/domains/grand-strategy/eu-ai-governance-reveals-form-substance-divergence-at-domestic-regulatory-level-through-simultaneous-treaty-ratification-and-compliance-delay.md b/domains/grand-strategy/eu-ai-governance-reveals-form-substance-divergence-at-domestic-regulatory-level-through-simultaneous-treaty-ratification-and-compliance-delay.md
index 60bf7efef..804737ae3 100644
--- a/domains/grand-strategy/eu-ai-governance-reveals-form-substance-divergence-at-domestic-regulatory-level-through-simultaneous-treaty-ratification-and-compliance-delay.md
+++ b/domains/grand-strategy/eu-ai-governance-reveals-form-substance-divergence-at-domestic-regulatory-level-through-simultaneous-treaty-ratification-and-compliance-delay.md
@@ -11,9 +11,9 @@ scope: structural
 sourcer: Council of the European Union / European Parliament
 related_claims: ["[[binding-international-ai-governance-achieves-legal-form-through-scope-stratification-excluding-high-stakes-applications]]", "[[mandatory-legislative-governance-closes-technology-coordination-gap-while-voluntary-governance-widens-it]]", "[[eu-ai-act-article-2-3-national-security-exclusion-confirms-legislative-ceiling-is-cross-jurisdictional]]"]
 supports:
-- International AI governance form-substance divergence enables simultaneous treaty ratification and domestic implementation weakening
+- international-ai-governance-form-substance-divergence-enables-simultaneous-treaty-ratification-and-domestic-implementation-weakening
 reweave_edges:
-- International AI governance form-substance divergence enables simultaneous treaty ratification and domestic implementation weakening|supports|2026-04-18
+- international-ai-governance-form-substance-divergence-enables-simultaneous-treaty-ratification-and-domestic-implementation-weakening|supports|2026-04-18
 ---
 
 # EU AI governance reveals form-substance divergence at domestic regulatory level through simultaneous treaty ratification and compliance delay
diff --git a/domains/grand-strategy/governance-coordination-speed-scales-with-number-of-enabling-conditions-present-creating-predictable-timeline-variation-from-5-years-with-three-conditions-to-56-years-with-one-condition.md b/domains/grand-strategy/governance-coordination-speed-scales-with-number-of-enabling-conditions-present-creating-predictable-timeline-variation-from-5-years-with-three-conditions-to-56-years-with-one-condition.md
index 876b87760..ad2fcffce 100644
--- a/domains/grand-strategy/governance-coordination-speed-scales-with-number-of-enabling-conditions-present-creating-predictable-timeline-variation-from-5-years-with-three-conditions-to-56-years-with-one-condition.md
+++ b/domains/grand-strategy/governance-coordination-speed-scales-with-number-of-enabling-conditions-present-creating-predictable-timeline-variation-from-5-years-with-three-conditions-to-56-years-with-one-condition.md
@@ -12,12 +12,12 @@ attribution:
     - handle: "leo"
       context: "Leo (cross-session synthesis), aviation (16 years, ~5 conditions), CWC (~5 years, ~3 conditions), Ottawa Treaty (~5 years, ~2 conditions), pharmaceutical US (56 years, ~1 condition)"
 supports:
-- governance speed scales with number of enabling conditions present
+- governance-speed-scales-with-number-of-enabling-conditions-present
 related:
 - Governance scope can bootstrap narrow and scale as commercial migration paths deepen over time
 reweave_edges:
 - Governance scope can bootstrap narrow and scale as commercial migration paths deepen over time|related|2026-04-18
-- governance speed scales with number of enabling conditions present|supports|2026-04-18
+- governance-speed-scales-with-number-of-enabling-conditions-present|supports|2026-04-18
 ---
 
 # Governance coordination speed scales with number of enabling conditions present, creating predictable timeline variation from 5 years with three conditions to 56 years with one condition
diff --git a/domains/grand-strategy/international-ai-governance-form-substance-divergence-enables-simultaneous-treaty-ratification-and-domestic-implementation-weakening.md b/domains/grand-strategy/international-ai-governance-form-substance-divergence-enables-simultaneous-treaty-ratification-and-domestic-implementation-weakening.md
index d6a109b51..4a6748fef 100644
--- a/domains/grand-strategy/international-ai-governance-form-substance-divergence-enables-simultaneous-treaty-ratification-and-domestic-implementation-weakening.md
+++ b/domains/grand-strategy/international-ai-governance-form-substance-divergence-enables-simultaneous-treaty-ratification-and-domestic-implementation-weakening.md
@@ -11,9 +11,9 @@ scope: structural
 sourcer: Council of Europe / European Parliament
 related_claims: ["[[binding-international-ai-governance-achieves-legal-form-through-scope-stratification-excluding-high-stakes-applications]]", "[[mandatory-legislative-governance-closes-technology-coordination-gap-while-voluntary-governance-widens-it]]"]
 supports:
-- EU AI governance reveals form-substance divergence at domestic regulatory level through simultaneous treaty ratification and compliance delay
+- eu-ai-governance-reveals-form-substance-divergence-at-domestic-regulatory-level-through-simultaneous-treaty-ratification-and-compliance-delay
 reweave_edges:
-- EU AI governance reveals form-substance divergence at domestic regulatory level through simultaneous treaty ratification and compliance delay|supports|2026-04-18
+- eu-ai-governance-reveals-form-substance-divergence-at-domestic-regulatory-level-through-simultaneous-treaty-ratification-and-compliance-delay|supports|2026-04-18
 ---
 
 # International AI governance form-substance divergence enables simultaneous treaty ratification and domestic implementation weakening
diff --git a/domains/grand-strategy/internet-social-governance-failed-because-harms-are-abstract-and-non-attributable-commercial-stakes-were-peak-at-governance-attempt-and-sovereignty-conflicts-prevent-consensus.md b/domains/grand-strategy/internet-social-governance-failed-because-harms-are-abstract-and-non-attributable-commercial-stakes-were-peak-at-governance-attempt-and-sovereignty-conflicts-prevent-consensus.md
index 2ea12ec0c..fbeb9a83b 100644
--- a/domains/grand-strategy/internet-social-governance-failed-because-harms-are-abstract-and-non-attributable-commercial-stakes-were-peak-at-governance-attempt-and-sovereignty-conflicts-prevent-consensus.md
+++ b/domains/grand-strategy/internet-social-governance-failed-because-harms-are-abstract-and-non-attributable-commercial-stakes-were-peak-at-governance-attempt-and-sovereignty-conflicts-prevent-consensus.md
@@ -12,10 +12,10 @@ attribution:
     - handle: "leo"
       context: "Leo synthesis from internet governance timeline (GDPR 2018, Cambridge Analytica 2016, platform market caps)"
 related:
-- internet technical governance succeeded through network effects and low commercial stakes at inception creating self enforcing coordination impossible to replicate for ai
+- internet-technical-governance-succeeded-through-network-effects-and-low-commercial-stakes-at-inception-creating-self-enforcing-coordination-impossible-to-replicate-for-ai
 - social media uniquely degrades democracy because it fractures the electorate itself rather than merely influencing policy making the regulatory body incapable of regulating its own degradation
 reweave_edges:
-- internet technical governance succeeded through network effects and low commercial stakes at inception creating self enforcing coordination impossible to replicate for ai|related|2026-04-18
+- internet-technical-governance-succeeded-through-network-effects-and-low-commercial-stakes-at-inception-creating-self-enforcing-coordination-impossible-to-replicate-for-ai|related|2026-04-18
 - social media uniquely degrades democracy because it fractures the electorate itself rather than merely influencing policy making the regulatory body incapable of regulating its own degradation|related|2026-04-19
 ---
 
diff --git a/domains/grand-strategy/internet-technical-governance-succeeded-through-network-effects-and-low-commercial-stakes-at-inception-creating-self-enforcing-coordination-impossible-to-replicate-for-ai.md b/domains/grand-strategy/internet-technical-governance-succeeded-through-network-effects-and-low-commercial-stakes-at-inception-creating-self-enforcing-coordination-impossible-to-replicate-for-ai.md
index 43f302791..9296e236f 100644
--- a/domains/grand-strategy/internet-technical-governance-succeeded-through-network-effects-and-low-commercial-stakes-at-inception-creating-self-enforcing-coordination-impossible-to-replicate-for-ai.md
+++ b/domains/grand-strategy/internet-technical-governance-succeeded-through-network-effects-and-low-commercial-stakes-at-inception-creating-self-enforcing-coordination-impossible-to-replicate-for-ai.md
@@ -13,10 +13,10 @@ attribution:
       context: "Leo synthesis from documented internet governance history (IETF/W3C archives, DeNardis, Mueller)"
 related:
 - Post-2008 financial regulation achieved partial international success (Basel III, FSB) despite high competitive stakes because commercial network effects made compliance self-enforcing through correspondent banking relationships and financial flows provided verifiable compliance mechanisms
-- internet social governance failed because harms are abstract and non attributable commercial stakes were peak at governance attempt and sovereignty conflicts prevent consensus
+- internet-social-governance-failed-because-harms-are-abstract-and-non-attributable-commercial-stakes-were-peak-at-governance-attempt-and-sovereignty-conflicts-prevent-consensus
 reweave_edges:
 - Post-2008 financial regulation achieved partial international success (Basel III, FSB) despite high competitive stakes because commercial network effects made compliance self-enforcing through correspondent banking relationships and financial flows provided verifiable compliance mechanisms|related|2026-04-17
-- internet social governance failed because harms are abstract and non attributable commercial stakes were peak at governance attempt and sovereignty conflicts prevent consensus|related|2026-04-18
+- internet-social-governance-failed-because-harms-are-abstract-and-non-attributable-commercial-stakes-were-peak-at-governance-attempt-and-sovereignty-conflicts-prevent-consensus|related|2026-04-18
 ---
 
 # Internet technical governance succeeded through network effects and low commercial stakes at inception creating self-enforcing coordination impossible to replicate for AI
diff --git a/domains/grand-strategy/legislative-ceiling-replicates-strategic-interest-inversion-at-statutory-scope-definition-level.md b/domains/grand-strategy/legislative-ceiling-replicates-strategic-interest-inversion-at-statutory-scope-definition-level.md
index 5c23651d4..b3fc54307 100644
--- a/domains/grand-strategy/legislative-ceiling-replicates-strategic-interest-inversion-at-statutory-scope-definition-level.md
+++ b/domains/grand-strategy/legislative-ceiling-replicates-strategic-interest-inversion-at-statutory-scope-definition-level.md
@@ -11,12 +11,12 @@ scope: structural
 sourcer: Leo
 related_claims: ["[[technology-governance-coordination-gaps-close-when-four-enabling-conditions-are-present-visible-triggering-events-commercial-network-effects-low-competitive-stakes-at-inception-or-physical-manifestation]]", "[[binding-international-ai-governance-achieves-legal-form-through-scope-stratification-excluding-high-stakes-applications]]", "[[eu-ai-act-article-2-3-national-security-exclusion-confirms-legislative-ceiling-is-cross-jurisdictional]]"]
 supports:
-- eu ai act article 2 3 national security exclusion confirms legislative ceiling is cross jurisdictional
+- eu-ai-act-article-2-3-national-security-exclusion-confirms-legislative-ceiling-is-cross-jurisdictional
 - Mandatory legislative governance with binding transition conditions closes the technology-coordination gap while voluntary governance under competitive pressure widens it
 - Strategic interest alignment determines whether national security framing enables or undermines mandatory governance — aligned interests enable mandatory mechanisms (space) while conflicting interests undermine voluntary constraints (AI military deployment)
 - Corporate AI safety governance under government pressure operates as a three-track sequential stack where each track's structural ceiling necessitates the next track because voluntary ethics fails to competitive dynamics, litigation protects speech rights without compelling acceptance, and electoral investment faces the legislative ceiling
 reweave_edges:
-- eu ai act article 2 3 national security exclusion confirms legislative ceiling is cross jurisdictional|supports|2026-04-18
+- eu-ai-act-article-2-3-national-security-exclusion-confirms-legislative-ceiling-is-cross-jurisdictional|supports|2026-04-18
 - Mandatory legislative governance with binding transition conditions closes the technology-coordination gap while voluntary governance under competitive pressure widens it|supports|2026-04-18
 - Soft-to-hard law transitions in AI governance succeed for procedural/rights-based domains but fail for capability-constraining governance because the transition requires interest alignment absent in strategic competition|related|2026-04-19
 - Strategic interest alignment determines whether national security framing enables or undermines mandatory governance — aligned interests enable mandatory mechanisms (space) while conflicting interests undermine voluntary constraints (AI military deployment)|supports|2026-04-19
diff --git a/domains/grand-strategy/nuclear-governance-succeeded-through-security-architecture-as-fifth-enabling-condition-where-extended-deterrence-substituted-for-proliferation-incentives.md b/domains/grand-strategy/nuclear-governance-succeeded-through-security-architecture-as-fifth-enabling-condition-where-extended-deterrence-substituted-for-proliferation-incentives.md
index 11c0dda93..c41bab261 100644
--- a/domains/grand-strategy/nuclear-governance-succeeded-through-security-architecture-as-fifth-enabling-condition-where-extended-deterrence-substituted-for-proliferation-incentives.md
+++ b/domains/grand-strategy/nuclear-governance-succeeded-through-security-architecture-as-fifth-enabling-condition-where-extended-deterrence-substituted-for-proliferation-incentives.md
@@ -12,14 +12,14 @@ attribution:
     - handle: "leo"
       context: "Leo synthesis, NPT historical record 1968-2026, Arms Control Association archives"
 supports:
-- nuclear governance succeeded through security architecture not commercial incentives revealing fifth enabling condition
-- nuclear non proliferation is partial coordination success not governance failure because technical capability proliferation gap was maintained at 9 vs 30 plus
+- nuclear-governance-succeeded-through-security-architecture-not-commercial-incentives-revealing-fifth-enabling-condition
+- nuclear-non-proliferation-is-partial-coordination-success-not-governance-failure-because-technical-capability-proliferation-gap-was-maintained-at-9-vs-30-plus
 related:
-- nuclear near miss frequency qualifies npt coordination success as luck dependent because 80 years of non use with 0 5 1 percent annual risk represents improbable survival not stable governance
+- nuclear-near-miss-frequency-qualifies-npt-coordination-success-as-luck-dependent-because-80-years-of-non-use-with-0-5-1-percent-annual-risk-represents-improbable-survival-not-stable-governance
 reweave_edges:
-- nuclear governance succeeded through security architecture not commercial incentives revealing fifth enabling condition|supports|2026-04-18
-- nuclear near miss frequency qualifies npt coordination success as luck dependent because 80 years of non use with 0 5 1 percent annual risk represents improbable survival not stable governance|related|2026-04-18
-- nuclear non proliferation is partial coordination success not governance failure because technical capability proliferation gap was maintained at 9 vs 30 plus|supports|2026-04-18
+- nuclear-governance-succeeded-through-security-architecture-not-commercial-incentives-revealing-fifth-enabling-condition|supports|2026-04-18
+- nuclear-near-miss-frequency-qualifies-npt-coordination-success-as-luck-dependent-because-80-years-of-non-use-with-0-5-1-percent-annual-risk-represents-improbable-survival-not-stable-governance|related|2026-04-18
+- nuclear-non-proliferation-is-partial-coordination-success-not-governance-failure-because-technical-capability-proliferation-gap-was-maintained-at-9-vs-30-plus|supports|2026-04-18
 ---
 
 # Nuclear governance succeeded through security architecture as fifth enabling condition where extended deterrence substituted for proliferation incentives
diff --git a/domains/grand-strategy/nuclear-governance-succeeded-through-security-architecture-not-commercial-incentives-revealing-fifth-enabling-condition.md b/domains/grand-strategy/nuclear-governance-succeeded-through-security-architecture-not-commercial-incentives-revealing-fifth-enabling-condition.md
index 92bf1de27..6ee95be47 100644
--- a/domains/grand-strategy/nuclear-governance-succeeded-through-security-architecture-not-commercial-incentives-revealing-fifth-enabling-condition.md
+++ b/domains/grand-strategy/nuclear-governance-succeeded-through-security-architecture-not-commercial-incentives-revealing-fifth-enabling-condition.md
@@ -12,12 +12,12 @@ attribution:
     - handle: "leo"
       context: "Leo synthesis, NPT historical record, Arms Control Association archives"
 supports:
-- nuclear non proliferation is partial coordination success not governance failure because technical capability proliferation gap was maintained at 9 vs 30 plus
+- nuclear-non-proliferation-is-partial-coordination-success-not-governance-failure-because-technical-capability-proliferation-gap-was-maintained-at-9-vs-30-plus
 related:
-- nuclear near miss frequency qualifies npt coordination success as luck dependent because 80 years of non use with 0 5 1 percent annual risk represents improbable survival not stable governance
+- nuclear-near-miss-frequency-qualifies-npt-coordination-success-as-luck-dependent-because-80-years-of-non-use-with-0-5-1-percent-annual-risk-represents-improbable-survival-not-stable-governance
 reweave_edges:
-- nuclear near miss frequency qualifies npt coordination success as luck dependent because 80 years of non use with 0 5 1 percent annual risk represents improbable survival not stable governance|related|2026-04-18
-- nuclear non proliferation is partial coordination success not governance failure because technical capability proliferation gap was maintained at 9 vs 30 plus|supports|2026-04-18
+- nuclear-near-miss-frequency-qualifies-npt-coordination-success-as-luck-dependent-because-80-years-of-non-use-with-0-5-1-percent-annual-risk-represents-improbable-survival-not-stable-governance|related|2026-04-18
+- nuclear-non-proliferation-is-partial-coordination-success-not-governance-failure-because-technical-capability-proliferation-gap-was-maintained-at-9-vs-30-plus|supports|2026-04-18
 ---
 
 # Nuclear non-proliferation succeeded through security architecture providing alternative incentives not through commercial network effects revealing a fifth enabling condition absent from other governance cases
diff --git a/domains/grand-strategy/nuclear-near-miss-frequency-qualifies-npt-coordination-success-as-luck-dependent-because-80-years-of-non-use-with-0-5-1-percent-annual-risk-represents-improbable-survival-not-stable-governance.md b/domains/grand-strategy/nuclear-near-miss-frequency-qualifies-npt-coordination-success-as-luck-dependent-because-80-years-of-non-use-with-0-5-1-percent-annual-risk-represents-improbable-survival-not-stable-governance.md
index 6cb5c6c38..13ae6ef7f 100644
--- a/domains/grand-strategy/nuclear-near-miss-frequency-qualifies-npt-coordination-success-as-luck-dependent-because-80-years-of-non-use-with-0-5-1-percent-annual-risk-represents-improbable-survival-not-stable-governance.md
+++ b/domains/grand-strategy/nuclear-near-miss-frequency-qualifies-npt-coordination-success-as-luck-dependent-because-80-years-of-non-use-with-0-5-1-percent-annual-risk-represents-improbable-survival-not-stable-governance.md
@@ -12,11 +12,11 @@ attribution:
     - handle: "leo"
       context: "Leo synthesis, declassified near-miss documentation (Arkhipov 1962, Petrov 1983, Norwegian Rocket 1995)"
 related:
-- nuclear governance succeeded through security architecture not commercial incentives revealing fifth enabling condition
-- nuclear non proliferation is partial coordination success not governance failure because technical capability proliferation gap was maintained at 9 vs 30 plus
+- nuclear-governance-succeeded-through-security-architecture-not-commercial-incentives-revealing-fifth-enabling-condition
+- nuclear-non-proliferation-is-partial-coordination-success-not-governance-failure-because-technical-capability-proliferation-gap-was-maintained-at-9-vs-30-plus
 reweave_edges:
-- nuclear governance succeeded through security architecture not commercial incentives revealing fifth enabling condition|related|2026-04-18
-- nuclear non proliferation is partial coordination success not governance failure because technical capability proliferation gap was maintained at 9 vs 30 plus|related|2026-04-18
+- nuclear-governance-succeeded-through-security-architecture-not-commercial-incentives-revealing-fifth-enabling-condition|related|2026-04-18
+- nuclear-non-proliferation-is-partial-coordination-success-not-governance-failure-because-technical-capability-proliferation-gap-was-maintained-at-9-vs-30-plus|related|2026-04-18
 ---
 
 # Nuclear near-miss frequency qualifies NPT coordination success as luck-dependent because 80 years of non-use with 0.5-1% annual risk represents improbable survival not stable governance
diff --git a/domains/grand-strategy/nuclear-non-proliferation-is-partial-coordination-success-not-governance-failure-because-technical-capability-proliferation-gap-was-maintained-at-9-vs-30-plus.md b/domains/grand-strategy/nuclear-non-proliferation-is-partial-coordination-success-not-governance-failure-because-technical-capability-proliferation-gap-was-maintained-at-9-vs-30-plus.md
index 5b5466fd7..c2b07cb89 100644
--- a/domains/grand-strategy/nuclear-non-proliferation-is-partial-coordination-success-not-governance-failure-because-technical-capability-proliferation-gap-was-maintained-at-9-vs-30-plus.md
+++ b/domains/grand-strategy/nuclear-non-proliferation-is-partial-coordination-success-not-governance-failure-because-technical-capability-proliferation-gap-was-maintained-at-9-vs-30-plus.md
@@ -12,9 +12,9 @@ attribution:
     - handle: "leo"
       context: "Leo synthesis, NPT record (191 state parties), IAEA safeguards history"
 related:
-- nuclear near miss frequency qualifies npt coordination success as luck dependent because 80 years of non use with 0 5 1 percent annual risk represents improbable survival not stable governance
+- nuclear-near-miss-frequency-qualifies-npt-coordination-success-as-luck-dependent-because-80-years-of-non-use-with-0-5-1-percent-annual-risk-represents-improbable-survival-not-stable-governance
 reweave_edges:
-- nuclear near miss frequency qualifies npt coordination success as luck dependent because 80 years of non use with 0 5 1 percent annual risk represents improbable survival not stable governance|related|2026-04-18
+- nuclear-near-miss-frequency-qualifies-npt-coordination-success-as-luck-dependent-because-80-years-of-non-use-with-0-5-1-percent-annual-risk-represents-improbable-survival-not-stable-governance|related|2026-04-18
 ---
 
 # Nuclear non-proliferation represents partial coordination success not governance failure because the gap between technically capable states and nuclear-armed states was maintained at 9 versus 30-plus over 80 years
diff --git a/domains/grand-strategy/pandemic-agreement-confirms-maximum-triggering-event-produces-broad-adoption-without-powerful-actor-participation-because-strategic-interests-override-catastrophic-death-toll.md b/domains/grand-strategy/pandemic-agreement-confirms-maximum-triggering-event-produces-broad-adoption-without-powerful-actor-participation-because-strategic-interests-override-catastrophic-death-toll.md
index f2f6eaa09..7d012cc30 100644
--- a/domains/grand-strategy/pandemic-agreement-confirms-maximum-triggering-event-produces-broad-adoption-without-powerful-actor-participation-because-strategic-interests-override-catastrophic-death-toll.md
+++ b/domains/grand-strategy/pandemic-agreement-confirms-maximum-triggering-event-produces-broad-adoption-without-powerful-actor-participation-because-strategic-interests-override-catastrophic-death-toll.md
@@ -11,10 +11,10 @@ scope: structural
 sourcer: Multiple sources (WHO, Human Rights Watch, CEPI, KFF)
 related_claims: ["technology-governance-coordination-gaps-close-when-four-enabling-conditions-are-present-visible-triggering-events-commercial-network-effects-low-competitive-stakes-at-inception-or-physical-manifestation.md", "triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-as-confirmed-by-pharmaceutical-and-arms-control-cases.md"]
 related:
-- Commercial interests blocking condition operates continuously through ratification, not just at governance inception, as proven by PABS annex dispute
+- commercial-interests-blocking-condition-operates-continuously-through-ratification-not-just-at-governance-inception-as-proven-by-pabs-annex-dispute
 - Triggering events are sufficient to eventually produce domestic regulatory governance but cannot produce international treaty governance when Conditions 2, 3, and 4 are absent — demonstrated by COVID-19 producing domestic health governance reforms across major economies while failing to produce a binding international pandemic treaty 6 years after the largest triggering event in modern history
 reweave_edges:
-- Commercial interests blocking condition operates continuously through ratification, not just at governance inception, as proven by PABS annex dispute|related|2026-04-18
+- commercial-interests-blocking-condition-operates-continuously-through-ratification-not-just-at-governance-inception-as-proven-by-pabs-annex-dispute|related|2026-04-18
 - Triggering events are sufficient to eventually produce domestic regulatory governance but cannot produce international treaty governance when Conditions 2, 3, and 4 are absent — demonstrated by COVID-19 producing domestic health governance reforms across major economies while failing to produce a binding international pandemic treaty 6 years after the largest triggering event in modern history|related|2026-04-20
 ---
 
diff --git a/domains/grand-strategy/pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-preceded-thalidomide-breakthrough.md b/domains/grand-strategy/pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-preceded-thalidomide-breakthrough.md
index 729d13aa5..3bd6f3f64 100644
--- a/domains/grand-strategy/pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-preceded-thalidomide-breakthrough.md
+++ b/domains/grand-strategy/pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-preceded-thalidomide-breakthrough.md
@@ -12,11 +12,11 @@ attribution:
     - handle: "leo"
       context: "FDA regulatory history, congressional record, documented in Carpenter 'Reputation and Power'"
 supports:
-- pharmaceutical governance advances required triggering events not incremental advocacy because kefauver three year blockage proves technical expertise insufficient
-- triggering event architecture requires three components infrastructure disaster champion as confirmed by pharmaceutical and arms control cases
+- pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-proves-technical-expertise-insufficient
+- triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-as-confirmed-by-pharmaceutical-and-arms-control-cases
 reweave_edges:
-- pharmaceutical governance advances required triggering events not incremental advocacy because kefauver three year blockage proves technical expertise insufficient|supports|2026-04-19
-- triggering event architecture requires three components infrastructure disaster champion as confirmed by pharmaceutical and arms control cases|supports|2026-04-20
+- pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-proves-technical-expertise-insufficient|supports|2026-04-19
+- triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-as-confirmed-by-pharmaceutical-and-arms-control-cases|supports|2026-04-20
 ---
 
 # Pharmaceutical governance advances required triggering events not incremental advocacy because Kefauver's three-year blockage preceded thalidomide breakthrough
diff --git a/domains/grand-strategy/pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-proves-technical-expertise-insufficient.md b/domains/grand-strategy/pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-proves-technical-expertise-insufficient.md
index 7fee17e96..2ffcb6784 100644
--- a/domains/grand-strategy/pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-proves-technical-expertise-insufficient.md
+++ b/domains/grand-strategy/pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-proves-technical-expertise-insufficient.md
@@ -12,13 +12,13 @@ attribution:
     - handle: "leo"
       context: "FDA regulatory history 1906-1962, documented in congressional record and pharmaceutical regulatory scholarship"
 supports:
-- pharmaceutical governance advances required triggering events not incremental advocacy because kefauver three year blockage preceded thalidomide breakthrough
-- triggering event architecture requires three components infrastructure disaster champion as confirmed by pharmaceutical and arms control cases
-- triggering event architecture requires three components infrastructure disaster champion confirmed across pharmaceutical and arms control domains
+- pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-preceded-thalidomide-breakthrough
+- triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-as-confirmed-by-pharmaceutical-and-arms-control-cases
+- triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-confirmed-across-pharmaceutical-and-arms-control-domains
 reweave_edges:
-- pharmaceutical governance advances required triggering events not incremental advocacy because kefauver three year blockage preceded thalidomide breakthrough|supports|2026-04-19
-- triggering event architecture requires three components infrastructure disaster champion as confirmed by pharmaceutical and arms control cases|supports|2026-04-20
-- triggering event architecture requires three components infrastructure disaster champion confirmed across pharmaceutical and arms control domains|supports|2026-04-20
+- pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-preceded-thalidomide-breakthrough|supports|2026-04-19
+- triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-as-confirmed-by-pharmaceutical-and-arms-control-cases|supports|2026-04-20
+- triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-confirmed-across-pharmaceutical-and-arms-control-domains|supports|2026-04-20
 ---
 
 # Pharmaceutical governance advances required triggering events not incremental advocacy because Kefauver's three-year blockage proves technical expertise and political will are insufficient without disaster
diff --git a/domains/grand-strategy/social media uniquely degrades democracy because it fractures the electorate itself rather than merely influencing policy making the regulatory body incapable of regulating its own degradation.md b/domains/grand-strategy/social media uniquely degrades democracy because it fractures the electorate itself rather than merely influencing policy making the regulatory body incapable of regulating its own degradation.md
index 14162080b..e5708a45f 100644
--- a/domains/grand-strategy/social media uniquely degrades democracy because it fractures the electorate itself rather than merely influencing policy making the regulatory body incapable of regulating its own degradation.md	
+++ b/domains/grand-strategy/social media uniquely degrades democracy because it fractures the electorate itself rather than merely influencing policy making the regulatory body incapable of regulating its own degradation.md	
@@ -8,9 +8,9 @@ created: 2026-04-03
 related:
 - epistemic commons degradation is the gateway failure that enables all other civilizational risks because you cannot coordinate on problems you cannot collectively perceive
 - what propagates is what wins rivalrous competition not what is true and this applies across genes memes products scientific findings and sensemaking frameworks
-- internet social governance failed because harms are abstract and non attributable commercial stakes were peak at governance attempt and sovereignty conflicts prevent consensus
+- internet-social-governance-failed-because-harms-are-abstract-and-non-attributable-commercial-stakes-were-peak-at-governance-attempt-and-sovereignty-conflicts-prevent-consensus
 reweave_edges:
-- internet social governance failed because harms are abstract and non attributable commercial stakes were peak at governance attempt and sovereignty conflicts prevent consensus|related|2026-04-18
+- internet-social-governance-failed-because-harms-are-abstract-and-non-attributable-commercial-stakes-were-peak-at-governance-attempt-and-sovereignty-conflicts-prevent-consensus|related|2026-04-18
 ---
 
 # Social media uniquely degrades democracy because it fractures the electorate itself rather than merely influencing policy making the regulatory body incapable of regulating its own degradation
diff --git a/domains/grand-strategy/technology-governance-coordination-gaps-close-when-four-enabling-conditions-are-present-visible-triggering-events-commercial-network-effects-low-competitive-stakes-at-inception-or-physical-manifestation.md b/domains/grand-strategy/technology-governance-coordination-gaps-close-when-four-enabling-conditions-are-present-visible-triggering-events-commercial-network-effects-low-competitive-stakes-at-inception-or-physical-manifestation.md
index 8cae2b172..b8aa15e11 100644
--- a/domains/grand-strategy/technology-governance-coordination-gaps-close-when-four-enabling-conditions-are-present-visible-triggering-events-commercial-network-effects-low-competitive-stakes-at-inception-or-physical-manifestation.md
+++ b/domains/grand-strategy/technology-governance-coordination-gaps-close-when-four-enabling-conditions-are-present-visible-triggering-events-commercial-network-effects-low-competitive-stakes-at-inception-or-physical-manifestation.md
@@ -11,9 +11,19 @@ attribution:
   sourcer:
     - handle: "leo"
       context: "Leo (cross-session synthesis), aviation (1903-1947), pharmaceutical (1906-1962), internet (1969-2000), CWC (1993), Ottawa Treaty (1997)"
-related: ["Binding international governance for high-stakes technologies requires commercial migration paths to exist at signing, not low competitive stakes at inception", "nuclear governance succeeded through security architecture not commercial incentives revealing fifth enabling condition", "technology-governance-coordination-gaps-close-when-four-enabling-conditions-are-present-visible-triggering-events-commercial-network-effects-low-competitive-stakes-at-inception-or-physical-manifestation", "governance-speed-scales-with-number-of-enabling-conditions-present", "governance-coordination-speed-scales-with-number-of-enabling-conditions-present-creating-predictable-timeline-variation-from-5-years-with-three-conditions-to-56-years-with-one-condition", "aviation-governance-succeeded-through-five-enabling-conditions-all-absent-for-ai", "triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-as-confirmed-by-pharmaceutical-and-arms-control-cases"]
-reweave_edges: ["Binding international governance for high-stakes technologies requires commercial migration paths to exist at signing, not low competitive stakes at inception|related|2026-04-17", "governance speed scales with number of enabling conditions present|supports|2026-04-18", "internet technical governance succeeded through network effects and low commercial stakes at inception creating self enforcing coordination impossible to replicate for ai|supports|2026-04-18", "nuclear governance succeeded through security architecture not commercial incentives revealing fifth enabling condition|related|2026-04-18", "Triggering events are sufficient to eventually produce domestic regulatory governance but cannot produce international treaty governance when Conditions 2, 3, and 4 are absent \u2014 demonstrated by COVID-19 producing domestic health governance reforms across major economies while failing to produce a binding international pandemic treaty 6 years after the largest triggering event in modern history|supports|2026-04-20"]
-supports: ["governance speed scales with number of enabling conditions present", "internet technical governance succeeded through network effects and low commercial stakes at inception creating self enforcing coordination impossible to replicate for ai", "Triggering events are sufficient to eventually produce domestic regulatory governance but cannot produce international treaty governance when Conditions 2, 3, and 4 are absent \u2014 demonstrated by COVID-19 producing domestic health governance reforms across major economies while failing to produce a binding international pandemic treaty 6 years after the largest triggering event in modern history"]
+related:
+- Binding international governance for high-stakes technologies requires commercial migration paths to exist at signing, not low competitive stakes at inception
+- nuclear-governance-succeeded-through-security-architecture-not-commercial-incentives-revealing-fifth-enabling-condition
+reweave_edges:
+- Binding international governance for high-stakes technologies requires commercial migration paths to exist at signing, not low competitive stakes at inception|related|2026-04-17
+- governance-speed-scales-with-number-of-enabling-conditions-present|supports|2026-04-18
+- internet-technical-governance-succeeded-through-network-effects-and-low-commercial-stakes-at-inception-creating-self-enforcing-coordination-impossible-to-replicate-for-ai|supports|2026-04-18
+- nuclear-governance-succeeded-through-security-architecture-not-commercial-incentives-revealing-fifth-enabling-condition|related|2026-04-18
+- Triggering events are sufficient to eventually produce domestic regulatory governance but cannot produce international treaty governance when Conditions 2, 3, and 4 are absent — demonstrated by COVID-19 producing domestic health governance reforms across major economies while failing to produce a binding international pandemic treaty 6 years after the largest triggering event in modern history|supports|2026-04-20
+supports:
+- governance-speed-scales-with-number-of-enabling-conditions-present
+- internet-technical-governance-succeeded-through-network-effects-and-low-commercial-stakes-at-inception-creating-self-enforcing-coordination-impossible-to-replicate-for-ai
+- Triggering events are sufficient to eventually produce domestic regulatory governance but cannot produce international treaty governance when Conditions 2, 3, and 4 are absent — demonstrated by COVID-19 producing domestic health governance reforms across major economies while failing to produce a binding international pandemic treaty 6 years after the largest triggering event in modern history
 ---
 
 # Technology-governance coordination gaps close when four enabling conditions are present: visible triggering events, commercial network effects, low competitive stakes at inception, or physical manifestation
diff --git a/domains/grand-strategy/the-legislative-ceiling-on-military-ai-governance-is-conditional-not-absolute-cwc-proves-binding-governance-without-carveouts-is-achievable-but-requires-three-currently-absent-conditions.md b/domains/grand-strategy/the-legislative-ceiling-on-military-ai-governance-is-conditional-not-absolute-cwc-proves-binding-governance-without-carveouts-is-achievable-but-requires-three-currently-absent-conditions.md
index fc38188c6..ed7f6754a 100644
--- a/domains/grand-strategy/the-legislative-ceiling-on-military-ai-governance-is-conditional-not-absolute-cwc-proves-binding-governance-without-carveouts-is-achievable-but-requires-three-currently-absent-conditions.md
+++ b/domains/grand-strategy/the-legislative-ceiling-on-military-ai-governance-is-conditional-not-absolute-cwc-proves-binding-governance-without-carveouts-is-achievable-but-requires-three-currently-absent-conditions.md
@@ -12,18 +12,18 @@ attribution:
     - handle: "leo"
       context: "Leo synthesis from CWC treaty record (1997), OPCW verification history, NPT/BWC/Ottawa Treaty comparison"
 supports:
-- ai weapons governance tractability stratifies by strategic utility creating ottawa treaty path for medium utility categories
+- ai-weapons-governance-tractability-stratifies-by-strategic-utility-creating-ottawa-treaty-path-for-medium-utility-categories
 - Arms control governance requires stigmatization (necessary condition) plus either compliance demonstrability OR strategic utility reduction (substitutable enabling conditions)
 reweave_edges:
-- ai weapons governance tractability stratifies by strategic utility creating ottawa treaty path for medium utility categories|supports|2026-04-04
+- ai-weapons-governance-tractability-stratifies-by-strategic-utility-creating-ottawa-treaty-path-for-medium-utility-categories|supports|2026-04-04
 - Arms control governance requires stigmatization (necessary condition) plus either compliance demonstrability OR strategic utility reduction (substitutable enabling conditions)|supports|2026-04-17
 - Arms control three-condition framework requires stigmatization as necessary condition plus at least one substitutable enabler (verification feasibility OR strategic utility reduction), not all three conditions simultaneously|related|2026-04-17
-- definitional ambiguity in autonomous weapons governance is strategic interest not bureaucratic failure because major powers preserve programs through vague thresholds|related|2026-04-18
+- definitional-ambiguity-in-autonomous-weapons-governance-is-strategic-interest-not-bureaucratic-failure-because-major-powers-preserve-programs-through-vague-thresholds|related|2026-04-18
 - "Weapons stigmatization campaigns require triggering events with four properties: attribution clarity, visibility, emotional resonance, and victimhood asymmetry|related|2026-04-20"
 related:
 - Arms control three-condition framework requires stigmatization as necessary condition plus at least one substitutable enabler (verification feasibility OR strategic utility reduction), not all three conditions simultaneously
-- definitional ambiguity in autonomous weapons governance is strategic interest not bureaucratic failure because major powers preserve programs through vague thresholds
-- "Weapons stigmatization campaigns require triggering events with four properties: attribution clarity, visibility, emotional resonance, and victimhood asymmetry"
+- definitional-ambiguity-in-autonomous-weapons-governance-is-strategic-interest-not-bureaucratic-failure-because-major-powers-preserve-programs-through-vague-thresholds
+- "weapons-stigmatization-campaigns-require-triggering-events-with-four-properties-attribution-clarity-visibility-emotional-resonance-and-victimhood-asymmetry"
 ---
 
 # The legislative ceiling on military AI governance is conditional rather than logically necessary — the CWC demonstrates that binding mandatory governance of military programs without great-power carve-outs is achievable when three enabling conditions converge: weapon stigmatization, verification feasibility, and reduced strategic utility — all currently absent and on negative trajectory for AI
diff --git a/domains/grand-strategy/triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-as-confirmed-by-pharmaceutical-and-arms-control-cases.md b/domains/grand-strategy/triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-as-confirmed-by-pharmaceutical-and-arms-control-cases.md
index 60247a1ed..336633183 100644
--- a/domains/grand-strategy/triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-as-confirmed-by-pharmaceutical-and-arms-control-cases.md
+++ b/domains/grand-strategy/triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-as-confirmed-by-pharmaceutical-and-arms-control-cases.md
@@ -12,17 +12,17 @@ attribution:
     - handle: "leo"
       context: "FDA regulatory history 1906-1962 + ICBL landmine campaign (cross-domain confirmation)"
 supports:
-- pharmaceutical governance advances required triggering events not incremental advocacy because kefauver three year blockage preceded thalidomide breakthrough
-- pharmaceutical governance advances required triggering events not incremental advocacy because kefauver three year blockage proves technical expertise insufficient
-- triggering event architecture requires three components infrastructure disaster champion confirmed across pharmaceutical and arms control domains
+- pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-preceded-thalidomide-breakthrough
+- pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-proves-technical-expertise-insufficient
+- triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-confirmed-across-pharmaceutical-and-arms-control-domains
 - Triggering events are sufficient to eventually produce domestic regulatory governance but cannot produce international treaty governance when Conditions 2, 3, and 4 are absent — demonstrated by COVID-19 producing domestic health governance reforms across major economies while failing to produce a binding international pandemic treaty 6 years after the largest triggering event in modern history
 related:
 - Maximum triggering events produce broad international adoption without powerful actor participation because strategic interests override catastrophic death toll
 reweave_edges:
 - Maximum triggering events produce broad international adoption without powerful actor participation because strategic interests override catastrophic death toll|related|2026-04-19
-- pharmaceutical governance advances required triggering events not incremental advocacy because kefauver three year blockage preceded thalidomide breakthrough|supports|2026-04-19
-- pharmaceutical governance advances required triggering events not incremental advocacy because kefauver three year blockage proves technical expertise insufficient|supports|2026-04-19
-- triggering event architecture requires three components infrastructure disaster champion confirmed across pharmaceutical and arms control domains|supports|2026-04-20
+- pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-preceded-thalidomide-breakthrough|supports|2026-04-19
+- pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-proves-technical-expertise-insufficient|supports|2026-04-19
+- triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-confirmed-across-pharmaceutical-and-arms-control-domains|supports|2026-04-20
 - Triggering events are sufficient to eventually produce domestic regulatory governance but cannot produce international treaty governance when Conditions 2, 3, and 4 are absent — demonstrated by COVID-19 producing domestic health governance reforms across major economies while failing to produce a binding international pandemic treaty 6 years after the largest triggering event in modern history|supports|2026-04-20
 ---
 
diff --git a/domains/grand-strategy/triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-confirmed-across-pharmaceutical-and-arms-control-domains.md b/domains/grand-strategy/triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-confirmed-across-pharmaceutical-and-arms-control-domains.md
index 017ae5ee6..763e1cd38 100644
--- a/domains/grand-strategy/triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-confirmed-across-pharmaceutical-and-arms-control-domains.md
+++ b/domains/grand-strategy/triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-confirmed-across-pharmaceutical-and-arms-control-domains.md
@@ -12,16 +12,16 @@ attribution:
     - handle: "leo"
       context: "FDA regulatory history (sulfanilamide 1937, thalidomide 1961), ICBL case from Session 2026-03-31"
 supports:
-- pharmaceutical governance advances required triggering events not incremental advocacy because kefauver three year blockage preceded thalidomide breakthrough
-- pharmaceutical governance advances required triggering events not incremental advocacy because kefauver three year blockage proves technical expertise insufficient
-- triggering event architecture requires three components infrastructure disaster champion as confirmed by pharmaceutical and arms control cases
+- pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-preceded-thalidomide-breakthrough
+- pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-proves-technical-expertise-insufficient
+- triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-as-confirmed-by-pharmaceutical-and-arms-control-cases
 reweave_edges:
-- pharmaceutical governance advances required triggering events not incremental advocacy because kefauver three year blockage preceded thalidomide breakthrough|supports|2026-04-19
-- pharmaceutical governance advances required triggering events not incremental advocacy because kefauver three year blockage proves technical expertise insufficient|supports|2026-04-19
-- triggering event architecture requires three components infrastructure disaster champion as confirmed by pharmaceutical and arms control cases|supports|2026-04-20
+- pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-preceded-thalidomide-breakthrough|supports|2026-04-19
+- pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-proves-technical-expertise-insufficient|supports|2026-04-19
+- triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-as-confirmed-by-pharmaceutical-and-arms-control-cases|supports|2026-04-20
 - "Weapons stigmatization campaigns require triggering events with four properties: attribution clarity, visibility, emotional resonance, and victimhood asymmetry|related|2026-04-20"
 related:
-- "Weapons stigmatization campaigns require triggering events with four properties: attribution clarity, visibility, emotional resonance, and victimhood asymmetry"
+- "weapons-stigmatization-campaigns-require-triggering-events-with-four-properties-attribution-clarity-visibility-emotional-resonance-and-victimhood-asymmetry"
 ---
 
 # Triggering-event architecture requires three components infrastructure disaster champion confirmed across pharmaceutical and arms control domains
diff --git a/domains/grand-strategy/triggering-events-produce-domestic-regulatory-governance-but-cannot-produce-international-treaty-governance-when-commercial-network-effects-low-competitive-stakes-and-verifiability-are-absent.md b/domains/grand-strategy/triggering-events-produce-domestic-regulatory-governance-but-cannot-produce-international-treaty-governance-when-commercial-network-effects-low-competitive-stakes-and-verifiability-are-absent.md
index de1f153ab..64c2ecf74 100644
--- a/domains/grand-strategy/triggering-events-produce-domestic-regulatory-governance-but-cannot-produce-international-treaty-governance-when-commercial-network-effects-low-competitive-stakes-and-verifiability-are-absent.md
+++ b/domains/grand-strategy/triggering-events-produce-domestic-regulatory-governance-but-cannot-produce-international-treaty-governance-when-commercial-network-effects-low-competitive-stakes-and-verifiability-are-absent.md
@@ -10,8 +10,12 @@ agent: leo
 scope: structural
 sourcer: Leo
 related_claims: ["[[technology-governance-coordination-gaps-close-when-four-enabling-conditions-are-present-visible-triggering-events-commercial-network-effects-low-competitive-stakes-at-inception-or-physical-manifestation]]", "[[governance-coordination-speed-scales-with-number-of-enabling-conditions-present-creating-predictable-timeline-variation-from-5-years-with-three-conditions-to-56-years-with-one-condition]]", "[[the-legislative-ceiling-on-military-ai-governance-is-conditional-not-absolute-cwc-proves-binding-governance-without-carveouts-is-achievable-but-requires-three-currently-absent-conditions]]"]
-related: ["Commercial interests blocking condition operates continuously through ratification, not just at governance inception, as proven by PABS annex dispute", "Maximum triggering events produce broad international adoption without powerful actor participation because strategic interests override catastrophic death toll", "triggering-events-produce-domestic-regulatory-governance-but-cannot-produce-international-treaty-governance-when-commercial-network-effects-low-competitive-stakes-and-verifiability-are-absent", "pandemic-agreement-confirms-maximum-triggering-event-produces-broad-adoption-without-powerful-actor-participation-because-strategic-interests-override-catastrophic-death-toll", "triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-as-confirmed-by-pharmaceutical-and-arms-control-cases", "pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-proves-technical-expertise-insufficient", "pharmaceutical-governance-advances-required-triggering-events-not-incremental-advocacy-because-kefauver-three-year-blockage-preceded-thalidomide-breakthrough"]
-reweave_edges: ["Commercial interests blocking condition operates continuously through ratification, not just at governance inception, as proven by PABS annex dispute|related|2026-04-18", "Maximum triggering events produce broad international adoption without powerful actor participation because strategic interests override catastrophic death toll|related|2026-04-19"]
+related:
+- commercial-interests-blocking-condition-operates-continuously-through-ratification-not-just-at-governance-inception-as-proven-by-pabs-annex-dispute
+- Maximum triggering events produce broad international adoption without powerful actor participation because strategic interests override catastrophic death toll
+reweave_edges:
+- commercial-interests-blocking-condition-operates-continuously-through-ratification-not-just-at-governance-inception-as-proven-by-pabs-annex-dispute|related|2026-04-18
+- Maximum triggering events produce broad international adoption without powerful actor participation because strategic interests override catastrophic death toll|related|2026-04-19
 ---
 
 # Triggering events are sufficient to eventually produce domestic regulatory governance but cannot produce international treaty governance when Conditions 2, 3, and 4 are absent — demonstrated by COVID-19 producing domestic health governance reforms across major economies while failing to produce a binding international pandemic treaty 6 years after the largest triggering event in modern history
diff --git a/domains/grand-strategy/verification-mechanism-is-the-critical-enabler-that-distinguishes-binding-in-practice-from-binding-in-text-arms-control-the-bwc-cwc-comparison-establishes-verification-feasibility-as-load-bearing.md b/domains/grand-strategy/verification-mechanism-is-the-critical-enabler-that-distinguishes-binding-in-practice-from-binding-in-text-arms-control-the-bwc-cwc-comparison-establishes-verification-feasibility-as-load-bearing.md
index 1ebcfd55e..a3fa251ce 100644
--- a/domains/grand-strategy/verification-mechanism-is-the-critical-enabler-that-distinguishes-binding-in-practice-from-binding-in-text-arms-control-the-bwc-cwc-comparison-establishes-verification-feasibility-as-load-bearing.md
+++ b/domains/grand-strategy/verification-mechanism-is-the-critical-enabler-that-distinguishes-binding-in-practice-from-binding-in-text-arms-control-the-bwc-cwc-comparison-establishes-verification-feasibility-as-load-bearing.md
@@ -12,12 +12,12 @@ attribution:
     - handle: "leo"
       context: "BWC (1975) and CWC (1997) treaty comparison, OPCW verification history, documented arms control literature"
 related:
-- ai weapons governance tractability stratifies by strategic utility creating ottawa treaty path for medium utility categories
+- ai-weapons-governance-tractability-stratifies-by-strategic-utility-creating-ottawa-treaty-path-for-medium-utility-categories
 - Multilateral AI governance verification mechanisms remain at proposal stage because the technical infrastructure for deployment-scale verification does not exist
 - Verification of meaningful human control over autonomous weapons is technically infeasible because AI decision-making opacity and adversarial resistance defeat external audit mechanisms
 - Arms control three-condition framework requires stigmatization as necessary condition plus at least one substitutable enabler (verification feasibility OR strategic utility reduction), not all three conditions simultaneously
 reweave_edges:
-- ai weapons governance tractability stratifies by strategic utility creating ottawa treaty path for medium utility categories|related|2026-04-04
+- ai-weapons-governance-tractability-stratifies-by-strategic-utility-creating-ottawa-treaty-path-for-medium-utility-categories|related|2026-04-04
 - Multilateral AI governance verification mechanisms remain at proposal stage because the technical infrastructure for deployment-scale verification does not exist|related|2026-04-06
 - Verification of meaningful human control over autonomous weapons is technically infeasible because AI decision-making opacity and adversarial resistance defeat external audit mechanisms|related|2026-04-07
 - Arms control governance requires stigmatization (necessary condition) plus either compliance demonstrability OR strategic utility reduction (substitutable enabling conditions)|supports|2026-04-17
diff --git a/domains/health/AI compresses drug discovery timelines by 30-40 percent but has not yet improved the 90 percent clinical failure rate that determines industry economics.md b/domains/health/AI compresses drug discovery timelines by 30-40 percent but has not yet improved the 90 percent clinical failure rate that determines industry economics.md
index 81903a73e..d6af823ae 100644
--- a/domains/health/AI compresses drug discovery timelines by 30-40 percent but has not yet improved the 90 percent clinical failure rate that determines industry economics.md	
+++ b/domains/health/AI compresses drug discovery timelines by 30-40 percent but has not yet improved the 90 percent clinical failure rate that determines industry economics.md	
@@ -7,9 +7,9 @@ created: 2026-02-17
 source: "AI drug discovery pipeline data 2026; Insilico Medicine rentosertib Phase IIa; Isomorphic Labs $3B partnerships; WEF drug discovery analysis January 2026"
 confidence: likely
 related:
-- FDA is replacing animal testing with AI models and organ on chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate
+- FDA is replacing animal testing with AI models and organ-on-chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate
 reweave_edges:
-- FDA is replacing animal testing with AI models and organ on chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate|related|2026-03-28
+- FDA is replacing animal testing with AI models and organ-on-chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate|related|2026-03-28
 ---
 
 # AI compresses drug discovery timelines by 30-40 percent but has not yet improved the 90 percent clinical failure rate that determines industry economics
diff --git a/domains/health/AI middleware bridges consumer wearable data to clinical utility because continuous data is too voluminous for direct clinician review.md b/domains/health/AI middleware bridges consumer wearable data to clinical utility because continuous data is too voluminous for direct clinician review.md
index 4963313f6..f041e504e 100644
--- a/domains/health/AI middleware bridges consumer wearable data to clinical utility because continuous data is too voluminous for direct clinician review.md	
+++ b/domains/health/AI middleware bridges consumer wearable data to clinical utility because continuous data is too voluminous for direct clinician review.md	
@@ -6,9 +6,9 @@ created: 2026-02-17
 source: "Mayo Clinic Apple Watch ECG integration; FHIR R6 interoperability standards; AI middleware architecture analysis (February 2026)"
 confidence: likely
 supports:
-- rpm technology stack enables facility to home care migration through ai middleware that converts continuous data into clinical utility
+- rpm-technology-stack-enables-facility-to-home-care-migration-through-ai-middleware-that-converts-continuous-data-into-clinical-utility
 reweave_edges:
-- rpm technology stack enables facility to home care migration through ai middleware that converts continuous data into clinical utility|supports|2026-03-31
+- rpm-technology-stack-enables-facility-to-home-care-migration-through-ai-middleware-that-converts-continuous-data-into-clinical-utility|supports|2026-03-31
 ---
 
 # AI middleware bridges consumer wearable data to clinical utility because continuous data is too voluminous for direct clinician review
diff --git a/domains/health/AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk.md b/domains/health/AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk.md
index bc7ea491a..a002833ed 100644
--- a/domains/health/AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk.md	
+++ b/domains/health/AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk.md	
@@ -7,9 +7,9 @@ confidence: proven
 source: "Bessemer Venture Partners, State of Health AI 2026 (bvp.com/atlas/state-of-health-ai-2026)"
 created: 2026-03-07
 related:
-- AI native health companies achieve 3 5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output
+- AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output
 reweave_edges:
-- AI native health companies achieve 3 5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output|related|2026-03-28
+- AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output|related|2026-03-28
 ---
 
 # AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk
diff --git a/domains/health/AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output.md b/domains/health/AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output.md
index d4cbf5267..928e53a10 100644
--- a/domains/health/AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output.md	
+++ b/domains/health/AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output.md	
@@ -6,9 +6,9 @@ confidence: likely
 source: "Bessemer Venture Partners, State of Health AI 2026 (bvp.com/atlas/state-of-health-ai-2026)"
 created: 2026-03-07
 related:
-- home based care could capture 265 billion in medicare spending by 2025 through hospital at home remote monitoring and post acute shift
+- home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift
 reweave_edges:
-- home based care could capture 265 billion in medicare spending by 2025 through hospital at home remote monitoring and post acute shift|related|2026-03-31
+- home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift|related|2026-03-31
 ---
 
 # AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output
diff --git a/domains/health/Americas declining life expectancy is driven by deaths of despair concentrated in populations and regions most damaged by economic restructuring since the 1980s.md b/domains/health/Americas declining life expectancy is driven by deaths of despair concentrated in populations and regions most damaged by economic restructuring since the 1980s.md
index 1229f11d5..cb3189632 100644
--- a/domains/health/Americas declining life expectancy is driven by deaths of despair concentrated in populations and regions most damaged by economic restructuring since the 1980s.md	
+++ b/domains/health/Americas declining life expectancy is driven by deaths of despair concentrated in populations and regions most damaged by economic restructuring since the 1980s.md	
@@ -6,10 +6,10 @@ source: "Architectural Investing, Ch. Epidemiological Transition; JAMA 2019"
 confidence: proven
 created: 2026-02-28
 related:
-- hypertension related cvd mortality doubled 2000 2023 despite available treatment indicating behavioral sdoh failure
+- hypertension-related-cvd-mortality-doubled-2000-2023-despite-available-treatment-indicating-behavioral-sdoh-failure
 - after a threshold of material development relative deprivation replaces absolute deprivation as the primary driver of health outcomes
 reweave_edges:
-- hypertension related cvd mortality doubled 2000 2023 despite available treatment indicating behavioral sdoh failure|related|2026-03-31
+- hypertension-related-cvd-mortality-doubled-2000-2023-despite-available-treatment-indicating-behavioral-sdoh-failure|related|2026-03-31
 - after a threshold of material development relative deprivation replaces absolute deprivation as the primary driver of health outcomes|related|2026-04-17
 ---
 
diff --git a/domains/health/CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring.md b/domains/health/CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring.md
index f4ee1241a..f15bd96f9 100644
--- a/domains/health/CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring.md	
+++ b/domains/health/CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring.md	
@@ -6,9 +6,9 @@ created: 2026-02-20
 source: "CMS 2027 Advance Notice February 2026; Arnold & Fulton Health Affairs November 2025; STAT News Bannow/Tribunus November 2024; Grassley Senate Report January 2026; FREOPP Rigney December 2025; Milliman/PhRMA Robb & Karcher February 2026"
 confidence: proven
 related:
-- medicare advantage market is an oligopoly with unitedhealthgroup and humana controlling 46 percent despite nominal plan choice
+- medicare-advantage-market-is-an-oligopoly-with-unitedhealthgroup-and-humana-controlling-46-percent-despite-nominal-plan-choice
 reweave_edges:
-- medicare advantage market is an oligopoly with unitedhealthgroup and humana controlling 46 percent despite nominal plan choice|related|2026-03-31
+- medicare-advantage-market-is-an-oligopoly-with-unitedhealthgroup-and-humana-controlling-46-percent-despite-nominal-plan-choice|related|2026-03-31
 ---
 
 # CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring
diff --git a/domains/health/CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo.md b/domains/health/CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo.md
index 695577eec..36be04a5c 100644
--- a/domains/health/CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo.md	
+++ b/domains/health/CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo.md	
@@ -6,12 +6,12 @@ confidence: likely
 source: "Bessemer Venture Partners, State of Health AI 2026 (bvp.com/atlas/state-of-health-ai-2026)"
 created: 2026-03-07
 supports:
-- consumer willingness to pay out of pocket for AI enhanced care is outpacing reimbursement creating a cash pay adoption pathway that bypasses traditional payer gatekeeping
+- consumer willingness to pay out of pocket for AI-enhanced care is outpacing reimbursement creating a cash-pay adoption pathway that bypasses traditional payer gatekeeping
 reweave_edges:
-- consumer willingness to pay out of pocket for AI enhanced care is outpacing reimbursement creating a cash pay adoption pathway that bypasses traditional payer gatekeeping|supports|2026-03-28
-- tempo pilot creates medicare digital health pathway while medicaid coverage contracts|related|2026-04-04
+- consumer willingness to pay out of pocket for AI-enhanced care is outpacing reimbursement creating a cash-pay adoption pathway that bypasses traditional payer gatekeeping|supports|2026-03-28
+- tempo-pilot-creates-medicare-digital-health-pathway-while-medicaid-coverage-contracts|related|2026-04-04
 related:
-- tempo pilot creates medicare digital health pathway while medicaid coverage contracts
+- tempo-pilot-creates-medicare-digital-health-pathway-while-medicaid-coverage-contracts
 ---
 
 # CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo
diff --git a/domains/health/Devoted is the fastest-growing MA plan at 121 percent growth because purpose-built technology outperforms acquisition-based vertical integration during CMS tightening.md b/domains/health/Devoted is the fastest-growing MA plan at 121 percent growth because purpose-built technology outperforms acquisition-based vertical integration during CMS tightening.md
index 20b0a9f4d..edeefe27e 100644
--- a/domains/health/Devoted is the fastest-growing MA plan at 121 percent growth because purpose-built technology outperforms acquisition-based vertical integration during CMS tightening.md	
+++ b/domains/health/Devoted is the fastest-growing MA plan at 121 percent growth because purpose-built technology outperforms acquisition-based vertical integration during CMS tightening.md	
@@ -6,9 +6,9 @@ created: 2026-03-06
 source: "Devoted Health membership data 2025-2026; CMS 2027 Advance Notice February 2026; UnitedHealth 2026 guidance; Humana star ratings impact analysis; TSB Series F and F-Prime due diligence"
 confidence: likely
 related:
-- medicare advantage market is an oligopoly with unitedhealthgroup and humana controlling 46 percent despite nominal plan choice
+- medicare-advantage-market-is-an-oligopoly-with-unitedhealthgroup-and-humana-controlling-46-percent-despite-nominal-plan-choice
 reweave_edges:
-- medicare advantage market is an oligopoly with unitedhealthgroup and humana controlling 46 percent despite nominal plan choice|related|2026-03-31
+- medicare-advantage-market-is-an-oligopoly-with-unitedhealthgroup-and-humana-controlling-46-percent-despite-nominal-plan-choice|related|2026-03-31
 ---
 
 # Devoted is the fastest-growing MA plan at 121 percent growth because purpose-built technology outperforms acquisition-based vertical integration during CMS tightening
diff --git a/domains/health/GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035.md b/domains/health/GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035.md
index 0a2009b3b..ff140b205 100644
--- a/domains/health/GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035.md	
+++ b/domains/health/GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035.md	
@@ -6,23 +6,23 @@ created: 2026-02-17
 source: "Grand View Research GLP-1 market analysis 2025; CNBC Lilly/Novo earnings reports; PMC weight regain meta-analyses 2025; KFF Medicare GLP-1 cost modeling; Epic Research discontinuation data"
 confidence: likely
 related:
-- federal budget scoring methodology systematically undervalues preventive interventions because 10 year window excludes long term savings
-- glp 1 multi organ protection creates compounding value across kidney cardiovascular and metabolic endpoints
-- GLP 1 cost evidence accelerates value based care adoption by proving that prevention first interventions generate net savings under capitation within 24 months
+- federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings
+- glp-1-multi-organ-protection-creates-compounding-value-across-kidney-cardiovascular-and-metabolic-endpoints
+- GLP-1 cost evidence accelerates value-based care adoption by proving that prevention-first interventions generate net savings under capitation within 24 months
 - GLP-1 access structure is inverted relative to clinical need because populations with highest obesity prevalence and cardiometabolic risk face the highest barriers creating an equity paradox where the most effective cardiovascular intervention will disproportionately benefit already-advantaged populations
 - GLP-1 receptor agonists show 20% individual-level mortality reduction but are projected to reduce US population mortality by only 3.5% by 2045 because access barriers and adherence constraints create a 20-year lag between clinical efficacy and population-level detectability
-- semaglutide reduces kidney disease progression 24 percent and delays dialysis creating largest per patient cost savings
+- semaglutide-reduces-kidney-disease-progression-24-percent-and-delays-dialysis-creating-largest-per-patient-cost-savings
 reweave_edges:
-- federal budget scoring methodology systematically undervalues preventive interventions because 10 year window excludes long term savings|related|2026-03-31
-- glp 1 multi organ protection creates compounding value across kidney cardiovascular and metabolic endpoints|related|2026-03-31
-- glp 1 persistence drops to 15 percent at two years for non diabetic obesity patients undermining chronic use economics|supports|2026-03-31
-- GLP 1 cost evidence accelerates value based care adoption by proving that prevention first interventions generate net savings under capitation within 24 months|related|2026-04-04
+- federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings|related|2026-03-31
+- glp-1-multi-organ-protection-creates-compounding-value-across-kidney-cardiovascular-and-metabolic-endpoints|related|2026-03-31
+- glp-1-persistence-drops-to-15-percent-at-two-years-for-non-diabetic-obesity-patients-undermining-chronic-use-economics|supports|2026-03-31
+- GLP-1 cost evidence accelerates value-based care adoption by proving that prevention-first interventions generate net savings under capitation within 24 months|related|2026-04-04
 - GLP-1 access structure is inverted relative to clinical need because populations with highest obesity prevalence and cardiometabolic risk face the highest barriers creating an equity paradox where the most effective cardiovascular intervention will disproportionately benefit already-advantaged populations|related|2026-04-04
 - GLP-1 receptor agonists show 20% individual-level mortality reduction but are projected to reduce US population mortality by only 3.5% by 2045 because access barriers and adherence constraints create a 20-year lag between clinical efficacy and population-level detectability|related|2026-04-04
-- semaglutide reduces kidney disease progression 24 percent and delays dialysis creating largest per patient cost savings|related|2026-04-04
+- semaglutide-reduces-kidney-disease-progression-24-percent-and-delays-dialysis-creating-largest-per-patient-cost-savings|related|2026-04-04
 - Is the GLP-1 economic problem unsustainable chronic costs or wasted investment from low persistence?|supports|2026-04-17
 supports:
-- glp 1 persistence drops to 15 percent at two years for non diabetic obesity patients undermining chronic use economics
+- glp-1-persistence-drops-to-15-percent-at-two-years-for-non-diabetic-obesity-patients-undermining-chronic-use-economics
 - Is the GLP-1 economic problem unsustainable chronic costs or wasted investment from low persistence?
 ---
 
diff --git a/domains/health/caregiver-workforce-crisis-shows-all-50-states-experiencing-shortages-with-43-states-reporting-facility-closures-signaling-care-infrastructure-collapse.md b/domains/health/caregiver-workforce-crisis-shows-all-50-states-experiencing-shortages-with-43-states-reporting-facility-closures-signaling-care-infrastructure-collapse.md
index 19ea7d87d..9c7566029 100644
--- a/domains/health/caregiver-workforce-crisis-shows-all-50-states-experiencing-shortages-with-43-states-reporting-facility-closures-signaling-care-infrastructure-collapse.md
+++ b/domains/health/caregiver-workforce-crisis-shows-all-50-states-experiencing-shortages-with-43-states-reporting-facility-closures-signaling-care-infrastructure-collapse.md
@@ -7,9 +7,9 @@ confidence: proven
 source: "AARP 2025 Caregiving Report"
 created: 2026-03-11
 supports:
-- family caregiving functions as poverty transmission mechanism forcing debt savings depletion and food insecurity on working age population
+- family-caregiving-functions-as-poverty-transmission-mechanism-forcing-debt-savings-depletion-and-food-insecurity-on-working-age-population
 reweave_edges:
-- family caregiving functions as poverty transmission mechanism forcing debt savings depletion and food insecurity on working age population|supports|2026-03-28
+- family-caregiving-functions-as-poverty-transmission-mechanism-forcing-debt-savings-depletion-and-food-insecurity-on-working-age-population|supports|2026-03-28
 ---
 
 # Caregiver workforce crisis shows all 50 states experiencing shortages with 43 states reporting facility closures signaling care infrastructure collapse
diff --git a/domains/health/clinical-ai-hallucination-rates-vary-100x-by-task-making-single-regulatory-thresholds-operationally-inadequate.md b/domains/health/clinical-ai-hallucination-rates-vary-100x-by-task-making-single-regulatory-thresholds-operationally-inadequate.md
index 0b2abf300..8e49b5d0f 100644
--- a/domains/health/clinical-ai-hallucination-rates-vary-100x-by-task-making-single-regulatory-thresholds-operationally-inadequate.md
+++ b/domains/health/clinical-ai-hallucination-rates-vary-100x-by-task-making-single-regulatory-thresholds-operationally-inadequate.md
@@ -12,10 +12,10 @@ sourcer: npj Digital Medicine
 related_claims: ["[[AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk]]", "[[healthcare AI regulation needs blank-sheet redesign because the FDA drug-and-device model built for static products cannot govern continuously learning software]]"]
 supports:
 - No regulatory body globally has established mandatory hallucination rate benchmarks for clinical AI despite evidence base and proposed frameworks
-- Clinical AI errors are 76 percent omissions not commissions inverting the hallucination safety model
+- clinical-ai-errors-are-76-percent-omissions-not-commissions-inverting-the-hallucination-safety-model
 reweave_edges:
 - No regulatory body globally has established mandatory hallucination rate benchmarks for clinical AI despite evidence base and proposed frameworks|supports|2026-04-04
-- Clinical AI errors are 76 percent omissions not commissions inverting the hallucination safety model|supports|2026-04-07
+- clinical-ai-errors-are-76-percent-omissions-not-commissions-inverting-the-hallucination-safety-model|supports|2026-04-07
 ---
 
 # Clinical AI hallucination rates vary 100x by task making single regulatory thresholds operationally inadequate
diff --git a/domains/health/consumer willingness to pay out of pocket for AI-enhanced care is outpacing reimbursement creating a cash-pay adoption pathway that bypasses traditional payer gatekeeping.md b/domains/health/consumer willingness to pay out of pocket for AI-enhanced care is outpacing reimbursement creating a cash-pay adoption pathway that bypasses traditional payer gatekeeping.md
index 2a9bcf338..1f532187f 100644
--- a/domains/health/consumer willingness to pay out of pocket for AI-enhanced care is outpacing reimbursement creating a cash-pay adoption pathway that bypasses traditional payer gatekeeping.md	
+++ b/domains/health/consumer willingness to pay out of pocket for AI-enhanced care is outpacing reimbursement creating a cash-pay adoption pathway that bypasses traditional payer gatekeeping.md	
@@ -7,9 +7,9 @@ confidence: likely
 source: "Bessemer Venture Partners, State of Health AI 2026 (bvp.com/atlas/state-of-health-ai-2026)"
 created: 2026-03-07
 related:
-- CMS is creating AI specific reimbursement codes which will formalize a two speed adoption system where proven AI applications get payment parity while experimental ones remain in cash pay limbo
+- CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo
 reweave_edges:
-- CMS is creating AI specific reimbursement codes which will formalize a two speed adoption system where proven AI applications get payment parity while experimental ones remain in cash pay limbo|related|2026-03-28
+- CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo|related|2026-03-28
 ---
 
 # consumer willingness to pay out of pocket for AI-enhanced care is outpacing reimbursement creating a cash-pay adoption pathway that bypasses traditional payer gatekeeping
diff --git a/domains/health/double-coverage-compression-simultaneous-medicaid-cuts-and-aptc-expiry-eliminate-coverage-for-under-400-fpl.md b/domains/health/double-coverage-compression-simultaneous-medicaid-cuts-and-aptc-expiry-eliminate-coverage-for-under-400-fpl.md
index e54a3cd48..1bc464afc 100644
--- a/domains/health/double-coverage-compression-simultaneous-medicaid-cuts-and-aptc-expiry-eliminate-coverage-for-under-400-fpl.md
+++ b/domains/health/double-coverage-compression-simultaneous-medicaid-cuts-and-aptc-expiry-eliminate-coverage-for-under-400-fpl.md
@@ -11,9 +11,9 @@ scope: structural
 sourcer: AMA
 related_claims: ["[[value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk]]"]
 supports:
-- enhanced aca premium tax credit expiration creates second simultaneous coverage loss pathway above medicaid income threshold
+- enhanced-aca-premium-tax-credit-expiration-creates-second-simultaneous-coverage-loss-pathway-above-medicaid-income-threshold
 reweave_edges:
-- enhanced aca premium tax credit expiration creates second simultaneous coverage loss pathway above medicaid income threshold|supports|2026-04-09
+- enhanced-aca-premium-tax-credit-expiration-creates-second-simultaneous-coverage-loss-pathway-above-medicaid-income-threshold|supports|2026-04-09
 ---
 
 # Double coverage compression occurs when Medicaid work requirements contract coverage below 138 percent FPL while APTC expiry eliminates subsidies for 138-400 percent FPL simultaneously
diff --git a/domains/health/family-caregiving-functions-as-poverty-transmission-mechanism-forcing-debt-savings-depletion-and-food-insecurity-on-working-age-population.md b/domains/health/family-caregiving-functions-as-poverty-transmission-mechanism-forcing-debt-savings-depletion-and-food-insecurity-on-working-age-population.md
index a706cfd46..1f1988c01 100644
--- a/domains/health/family-caregiving-functions-as-poverty-transmission-mechanism-forcing-debt-savings-depletion-and-food-insecurity-on-working-age-population.md
+++ b/domains/health/family-caregiving-functions-as-poverty-transmission-mechanism-forcing-debt-savings-depletion-and-food-insecurity-on-working-age-population.md
@@ -7,9 +7,9 @@ confidence: likely
 source: "AARP 2025 Caregiving Report"
 created: 2026-03-11
 supports:
-- caregiver workforce crisis shows all 50 states experiencing shortages with 43 states reporting facility closures signaling care infrastructure collapse
+- caregiver-workforce-crisis-shows-all-50-states-experiencing-shortages-with-43-states-reporting-facility-closures-signaling-care-infrastructure-collapse
 reweave_edges:
-- caregiver workforce crisis shows all 50 states experiencing shortages with 43 states reporting facility closures signaling care infrastructure collapse|supports|2026-03-28
+- caregiver-workforce-crisis-shows-all-50-states-experiencing-shortages-with-43-states-reporting-facility-closures-signaling-care-infrastructure-collapse|supports|2026-03-28
 ---
 
 # Family caregiving functions as poverty transmission mechanism forcing debt savings depletion and food insecurity on working-age population
diff --git a/domains/health/five-adverse-sdoh-independently-predict-hypertension-risk-food-insecurity-unemployment-poverty-low-education-inadequate-insurance.md b/domains/health/five-adverse-sdoh-independently-predict-hypertension-risk-food-insecurity-unemployment-poverty-low-education-inadequate-insurance.md
index 6e8410850..d6046fe0c 100644
--- a/domains/health/five-adverse-sdoh-independently-predict-hypertension-risk-food-insecurity-unemployment-poverty-low-education-inadequate-insurance.md
+++ b/domains/health/five-adverse-sdoh-independently-predict-hypertension-risk-food-insecurity-unemployment-poverty-low-education-inadequate-insurance.md
@@ -12,13 +12,13 @@ attribution:
     - handle: "american-heart-association"
       context: "American Heart Association Hypertension journal, systematic review of 57 studies following PRISMA guidelines, 2024"
 related:
-- only 23 percent of treated us hypertensives achieve blood pressure control demonstrating pharmacological availability is not the binding constraint
+- only-23-percent-of-treated-us-hypertensives-achieve-blood-pressure-control-demonstrating-pharmacological-availability-is-not-the-binding-constraint
 - SNAP receipt reduces antihypertensive medication nonadherence by 13.6 percentage points in food-insecure hypertensive patients but has no effect in food-secure patients, establishing the food-medication trade-off as a specific SDOH mechanism
 supports:
-- food as medicine interventions produce clinically significant improvements during active delivery but benefits fully revert when structural food environment support is removed
+- food-as-medicine-interventions-produce-clinically-significant-improvements-during-active-delivery-but-benefits-fully-revert-when-structural-food-environment-support-is-removed
 - Food insecurity creates a bidirectional reinforcing loop with cardiovascular disease where disease drives dietary insufficiency through medical costs and dietary insufficiency drives disease through ultra-processed food reliance
 reweave_edges:
-- food as medicine interventions produce clinically significant improvements during active delivery but benefits fully revert when structural food environment support is removed|supports|2026-04-03
+- food-as-medicine-interventions-produce-clinically-significant-improvements-during-active-delivery-but-benefits-fully-revert-when-structural-food-environment-support-is-removed|supports|2026-04-03
 - Food insecurity creates a bidirectional reinforcing loop with cardiovascular disease where disease drives dietary insufficiency through medical costs and dietary insufficiency drives disease through ultra-processed food reliance|supports|2026-04-07
 - SNAP receipt reduces antihypertensive medication nonadherence by 13.6 percentage points in food-insecure hypertensive patients but has no effect in food-secure patients, establishing the food-medication trade-off as a specific SDOH mechanism|related|2026-04-17
 ---
diff --git a/domains/health/food-insecurity-independently-predicts-41-percent-higher-cvd-incidence-establishing-temporality-for-sdoh-cardiovascular-pathway.md b/domains/health/food-insecurity-independently-predicts-41-percent-higher-cvd-incidence-establishing-temporality-for-sdoh-cardiovascular-pathway.md
index afc2db15a..ffc3ed6c7 100644
--- a/domains/health/food-insecurity-independently-predicts-41-percent-higher-cvd-incidence-establishing-temporality-for-sdoh-cardiovascular-pathway.md
+++ b/domains/health/food-insecurity-independently-predicts-41-percent-higher-cvd-incidence-establishing-temporality-for-sdoh-cardiovascular-pathway.md
@@ -12,10 +12,10 @@ attribution:
     - handle: "northwestern-medicine-/-cardia-study-group"
       context: "CARDIA Study Group / Northwestern Medicine, JAMA Cardiology 2025, 3,616 participants followed 2000-2020"
 supports:
-- food as medicine interventions produce clinically significant improvements during active delivery but benefits fully revert when structural food environment support is removed
+- food-as-medicine-interventions-produce-clinically-significant-improvements-during-active-delivery-but-benefits-fully-revert-when-structural-food-environment-support-is-removed
 - Food insecurity creates a bidirectional reinforcing loop with cardiovascular disease where disease drives dietary insufficiency through medical costs and dietary insufficiency drives disease through ultra-processed food reliance
 reweave_edges:
-- food as medicine interventions produce clinically significant improvements during active delivery but benefits fully revert when structural food environment support is removed|supports|2026-04-03
+- food-as-medicine-interventions-produce-clinically-significant-improvements-during-active-delivery-but-benefits-fully-revert-when-structural-food-environment-support-is-removed|supports|2026-04-03
 - Food insecurity creates a bidirectional reinforcing loop with cardiovascular disease where disease drives dietary insufficiency through medical costs and dietary insufficiency drives disease through ultra-processed food reliance|supports|2026-04-07
 ---
 
diff --git a/domains/health/gene editing is shifting from ex vivo to in vivo delivery via lipid nanoparticles which will reduce curative therapy costs from millions to hundreds of thousands per treatment.md b/domains/health/gene editing is shifting from ex vivo to in vivo delivery via lipid nanoparticles which will reduce curative therapy costs from millions to hundreds of thousands per treatment.md
index 7778dd262..f520978e9 100644
--- a/domains/health/gene editing is shifting from ex vivo to in vivo delivery via lipid nanoparticles which will reduce curative therapy costs from millions to hundreds of thousands per treatment.md	
+++ b/domains/health/gene editing is shifting from ex vivo to in vivo delivery via lipid nanoparticles which will reduce curative therapy costs from millions to hundreds of thousands per treatment.md	
@@ -7,9 +7,9 @@ created: 2026-02-17
 source: "IGI CRISPR clinical trials update 2025; BioPharma Dive Verve PCSK9 data; BioInformant FDA-approved CGT database; GEN reimbursement outlook 2025; PMC gene therapy pipeline analysis"
 confidence: likely
 related:
-- FDA is replacing animal testing with AI models and organ on chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate
+- FDA is replacing animal testing with AI models and organ-on-chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate
 reweave_edges:
-- FDA is replacing animal testing with AI models and organ on chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate|related|2026-03-28
+- FDA is replacing animal testing with AI models and organ-on-chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate|related|2026-03-28
 ---
 
 # gene editing is shifting from ex vivo to in vivo delivery via lipid nanoparticles which will reduce curative therapy costs from millions to hundreds of thousands per treatment
diff --git a/domains/health/glp-1-multi-organ-protection-creates-compounding-value-across-kidney-cardiovascular-and-metabolic-endpoints.md b/domains/health/glp-1-multi-organ-protection-creates-compounding-value-across-kidney-cardiovascular-and-metabolic-endpoints.md
index fa2a75529..bf29c7f58 100644
--- a/domains/health/glp-1-multi-organ-protection-creates-compounding-value-across-kidney-cardiovascular-and-metabolic-endpoints.md
+++ b/domains/health/glp-1-multi-organ-protection-creates-compounding-value-across-kidney-cardiovascular-and-metabolic-endpoints.md
@@ -7,13 +7,13 @@ source: "NEJM FLOW Trial kidney outcomes, Nature Medicine SGLT2 combination anal
 created: 2026-03-11
 related:
 - GLP-1 receptor agonists show 20% individual-level mortality reduction but are projected to reduce US population mortality by only 3.5% by 2045 because access barriers and adherence constraints create a 20-year lag between clinical efficacy and population-level detectability
-- semaglutide cardiovascular benefit is 67 percent independent of weight loss with inflammation as primary mediator
+- semaglutide-cardiovascular-benefit-is-67-percent-independent-of-weight-loss-with-inflammation-as-primary-mediator
 reweave_edges:
 - GLP-1 receptor agonists show 20% individual-level mortality reduction but are projected to reduce US population mortality by only 3.5% by 2045 because access barriers and adherence constraints create a 20-year lag between clinical efficacy and population-level detectability|related|2026-04-04
-- semaglutide cardiovascular benefit is 67 percent independent of weight loss with inflammation as primary mediator|related|2026-04-04
-- semaglutide reduces kidney disease progression 24 percent and delays dialysis creating largest per patient cost savings|supports|2026-04-04
+- semaglutide-cardiovascular-benefit-is-67-percent-independent-of-weight-loss-with-inflammation-as-primary-mediator|related|2026-04-04
+- semaglutide-reduces-kidney-disease-progression-24-percent-and-delays-dialysis-creating-largest-per-patient-cost-savings|supports|2026-04-04
 supports:
-- semaglutide reduces kidney disease progression 24 percent and delays dialysis creating largest per patient cost savings
+- semaglutide-reduces-kidney-disease-progression-24-percent-and-delays-dialysis-creating-largest-per-patient-cost-savings
 ---
 
 # GLP-1 multi-organ protection creates compounding value across kidney cardiovascular and metabolic endpoints simultaneously rather than treating conditions in isolation
diff --git a/domains/health/glp-1-persistence-drops-to-15-percent-at-two-years-for-non-diabetic-obesity-patients-undermining-chronic-use-economics.md b/domains/health/glp-1-persistence-drops-to-15-percent-at-two-years-for-non-diabetic-obesity-patients-undermining-chronic-use-economics.md
index 2db0d2690..0288b91a4 100644
--- a/domains/health/glp-1-persistence-drops-to-15-percent-at-two-years-for-non-diabetic-obesity-patients-undermining-chronic-use-economics.md
+++ b/domains/health/glp-1-persistence-drops-to-15-percent-at-two-years-for-non-diabetic-obesity-patients-undermining-chronic-use-economics.md
@@ -13,7 +13,7 @@ challenges:
 - Is the GLP-1 economic problem unsustainable chronic costs or wasted investment from low persistence?
 reweave_edges:
 - GLP-1 receptor agonists show 20% individual-level mortality reduction but are projected to reduce US population mortality by only 3.5% by 2045 because access barriers and adherence constraints create a 20-year lag between clinical efficacy and population-level detectability|challenges|2026-04-04
-- GLP-1 receptor agonists require continuous treatment because metabolic benefits reverse within 28-52 weeks of discontinuation|related|2026-04-09
+- glp-1-receptor-agonists-require-continuous-treatment-because-metabolic-benefits-reverse-within-28-52-weeks-of-discontinuation|related|2026-04-09
 - GLP-1 long-term persistence remains structurally limited at 14 percent by year two despite year-one improvements|supports|2026-04-09
 - GLP-1 year-one persistence for obesity nearly doubled from 2021 to 2024 driven by supply normalization and improved patient management|challenges|2026-04-09
 - Comprehensive behavioral wraparound may enable durable weight maintenance post-GLP-1 cessation, challenging the unconditional continuous-delivery requirement|related|2026-04-14
@@ -21,7 +21,7 @@ reweave_edges:
 supports:
 - GLP-1 long-term persistence remains structurally limited at 14 percent by year two despite year-one improvements
 related:
-- GLP-1 receptor agonists require continuous treatment because metabolic benefits reverse within 28-52 weeks of discontinuation
+- glp-1-receptor-agonists-require-continuous-treatment-because-metabolic-benefits-reverse-within-28-52-weeks-of-discontinuation
 - Comprehensive behavioral wraparound may enable durable weight maintenance post-GLP-1 cessation, challenging the unconditional continuous-delivery requirement
 ---
 
diff --git a/domains/health/glp-1-population-mortality-impact-delayed-20-years-by-access-and-adherence-constraints.md b/domains/health/glp-1-population-mortality-impact-delayed-20-years-by-access-and-adherence-constraints.md
index 4f7effa94..1cc019869 100644
--- a/domains/health/glp-1-population-mortality-impact-delayed-20-years-by-access-and-adherence-constraints.md
+++ b/domains/health/glp-1-population-mortality-impact-delayed-20-years-by-access-and-adherence-constraints.md
@@ -15,10 +15,10 @@ supports:
 - The USPSTF's 2018 adult obesity B recommendation predates therapeutic-dose GLP-1 agonists and remains unupdated, leaving the ACA mandatory coverage mechanism dormant for the drug class most likely to change obesity outcomes
 reweave_edges:
 - GLP-1 access structure is inverted relative to clinical need because populations with highest obesity prevalence and cardiometabolic risk face the highest barriers creating an equity paradox where the most effective cardiovascular intervention will disproportionately benefit already-advantaged populations|supports|2026-04-04
-- GLP-1 receptor agonists require continuous treatment because metabolic benefits reverse within 28-52 weeks of discontinuation|related|2026-04-09
+- glp-1-receptor-agonists-require-continuous-treatment-because-metabolic-benefits-reverse-within-28-52-weeks-of-discontinuation|related|2026-04-09
 - The USPSTF's 2018 adult obesity B recommendation predates therapeutic-dose GLP-1 agonists and remains unupdated, leaving the ACA mandatory coverage mechanism dormant for the drug class most likely to change obesity outcomes|supports|2026-04-14
 related:
-- GLP-1 receptor agonists require continuous treatment because metabolic benefits reverse within 28-52 weeks of discontinuation
+- glp-1-receptor-agonists-require-continuous-treatment-because-metabolic-benefits-reverse-within-28-52-weeks-of-discontinuation
 ---
 
 # GLP-1 receptor agonists show 20% individual-level mortality reduction but are projected to reduce US population mortality by only 3.5% by 2045 because access barriers and adherence constraints create a 20-year lag between clinical efficacy and population-level detectability
diff --git a/domains/health/glp-1-receptor-agonists-require-continuous-treatment-because-metabolic-benefits-reverse-within-28-52-weeks-of-discontinuation.md b/domains/health/glp-1-receptor-agonists-require-continuous-treatment-because-metabolic-benefits-reverse-within-28-52-weeks-of-discontinuation.md
index c9b662382..d146f461f 100644
--- a/domains/health/glp-1-receptor-agonists-require-continuous-treatment-because-metabolic-benefits-reverse-within-28-52-weeks-of-discontinuation.md
+++ b/domains/health/glp-1-receptor-agonists-require-continuous-treatment-because-metabolic-benefits-reverse-within-28-52-weeks-of-discontinuation.md
@@ -10,10 +10,16 @@ agent: vida
 scope: causal
 sourcer: Tzang et al. (Lancet eClinicalMedicine)
 related_claims: ["[[GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035]]", "[[SDOH interventions show strong ROI but adoption stalls because Z-code documentation remains below 3 percent and no operational infrastructure connects screening to action]]"]
-related: ["GLP-1 receptor agonists produce nutritional deficiencies in 12-14 percent of users within 6-12 months requiring monitoring infrastructure current prescribing lacks", "glp-1-receptor-agonists-require-continuous-treatment-because-metabolic-benefits-reverse-within-28-52-weeks-of-discontinuation", "semaglutide-outperforms-tirzepatide-cardiovascular-outcomes-despite-inferior-weight-loss-suggesting-glp1r-specific-cardiac-mechanism", "semaglutide-outperforms-tirzepatide-cardiovascular-outcomes-despite-inferior-weight-loss", "comprehensive-behavioral-wraparound-enables-durable-weight-maintenance-post-glp1-cessation", "glp1-receptor-agonists-provide-cardiovascular-benefits-through-weight-independent-mechanisms"]
-reweave_edges: ["GLP-1 receptor agonists produce nutritional deficiencies in 12-14 percent of users within 6-12 months requiring monitoring infrastructure current prescribing lacks|related|2026-04-09", "GLP-1 therapy requires continuous nutritional monitoring infrastructure but 92 percent of patients receive no dietitian support creating a care gap that widens as adoption scales|supports|2026-04-12", "Comprehensive behavioral wraparound may enable durable weight maintenance post-GLP-1 cessation, challenging the unconditional continuous-delivery requirement|challenges|2026-04-14"]
-supports: ["GLP-1 therapy requires continuous nutritional monitoring infrastructure but 92 percent of patients receive no dietitian support creating a care gap that widens as adoption scales"]
-challenges: ["Comprehensive behavioral wraparound may enable durable weight maintenance post-GLP-1 cessation, challenging the unconditional continuous-delivery requirement"]
+related:
+- glp-1-receptor-agonists-produce-nutritional-deficiencies-in-12-14-percent-of-users-within-6-12-months-requiring-monitoring-infrastructure-current-prescribing-lacks
+reweave_edges:
+- glp-1-receptor-agonists-produce-nutritional-deficiencies-in-12-14-percent-of-users-within-6-12-months-requiring-monitoring-infrastructure-current-prescribing-lacks|related|2026-04-09
+- GLP-1 therapy requires continuous nutritional monitoring infrastructure but 92 percent of patients receive no dietitian support creating a care gap that widens as adoption scales|supports|2026-04-12
+- Comprehensive behavioral wraparound may enable durable weight maintenance post-GLP-1 cessation, challenging the unconditional continuous-delivery requirement|challenges|2026-04-14
+supports:
+- GLP-1 therapy requires continuous nutritional monitoring infrastructure but 92 percent of patients receive no dietitian support creating a care gap that widens as adoption scales
+challenges:
+- Comprehensive behavioral wraparound may enable durable weight maintenance post-GLP-1 cessation, challenging the unconditional continuous-delivery requirement
 ---
 
 # GLP-1 receptor agonists require continuous treatment because metabolic benefits reverse within 28-52 weeks of discontinuation
diff --git a/domains/health/glp1-cardiac-benefits-weight-independent-via-fibrosis-attenuation.md b/domains/health/glp1-cardiac-benefits-weight-independent-via-fibrosis-attenuation.md
index 83011aeec..f564dfe69 100644
--- a/domains/health/glp1-cardiac-benefits-weight-independent-via-fibrosis-attenuation.md
+++ b/domains/health/glp1-cardiac-benefits-weight-independent-via-fibrosis-attenuation.md
@@ -11,10 +11,10 @@ scope: causal
 sourcer: bioRxiv preprint
 related_claims: ["[[GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035]]"]
 supports:
-- acc 2025 distinguishes glp1 symptom improvement from mortality reduction in hfpef
+- acc-2025-distinguishes-glp1-symptom-improvement-from-mortality-reduction-in-hfpef
 - GLP-1 receptor agonists provide cardiovascular benefits through weight-independent mechanisms including direct cardiac GLP-1R signaling which explains why semaglutide outperforms tirzepatide in MACE reduction despite inferior weight loss
 reweave_edges:
-- acc 2025 distinguishes glp1 symptom improvement from mortality reduction in hfpef|supports|2026-04-12
+- acc-2025-distinguishes-glp1-symptom-improvement-from-mortality-reduction-in-hfpef|supports|2026-04-12
 - GLP-1 receptor agonists provide cardiovascular benefits through weight-independent mechanisms including direct cardiac GLP-1R signaling which explains why semaglutide outperforms tirzepatide in MACE reduction despite inferior weight loss|supports|2026-04-12
 ---
 
diff --git a/domains/health/glp1-hfpef-creates-competing-mechanisms-cardiac-benefit-versus-sarcopenic-malnutrition-risk.md b/domains/health/glp1-hfpef-creates-competing-mechanisms-cardiac-benefit-versus-sarcopenic-malnutrition-risk.md
index 40d39fc85..798257db0 100644
--- a/domains/health/glp1-hfpef-creates-competing-mechanisms-cardiac-benefit-versus-sarcopenic-malnutrition-risk.md
+++ b/domains/health/glp1-hfpef-creates-competing-mechanisms-cardiac-benefit-versus-sarcopenic-malnutrition-risk.md
@@ -11,10 +11,10 @@ scope: causal
 sourcer: Journal of Cardiac Failure / PMC
 related_claims: ["[[GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035]]"]
 related:
-- acc 2025 distinguishes glp1 symptom improvement from mortality reduction in hfpef
+- acc-2025-distinguishes-glp1-symptom-improvement-from-mortality-reduction-in-hfpef
 - GLP-1 receptor agonism provides weight-independent cardioprotective benefits in HFpEF through attenuated cardiac fibrosis and reverse lipid transport
 reweave_edges:
-- acc 2025 distinguishes glp1 symptom improvement from mortality reduction in hfpef|related|2026-04-12
+- acc-2025-distinguishes-glp1-symptom-improvement-from-mortality-reduction-in-hfpef|related|2026-04-12
 - GLP-1 receptor agonism provides weight-independent cardioprotective benefits in HFpEF through attenuated cardiac fibrosis and reverse lipid transport|related|2026-04-12
 ---
 
diff --git a/domains/health/glp1-long-term-persistence-ceiling-14-percent-year-two.md b/domains/health/glp1-long-term-persistence-ceiling-14-percent-year-two.md
index 60cad6236..93d8a647e 100644
--- a/domains/health/glp1-long-term-persistence-ceiling-14-percent-year-two.md
+++ b/domains/health/glp1-long-term-persistence-ceiling-14-percent-year-two.md
@@ -11,10 +11,10 @@ scope: structural
 sourcer: BCBS Health Institute
 related_claims: ["[[GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035]]", "[[AI middleware bridges consumer wearable data to clinical utility because continuous data is too voluminous for direct clinician review]]"]
 related:
-- GLP-1 receptor agonists require continuous treatment because metabolic benefits reverse within 28-52 weeks of discontinuation
+- glp-1-receptor-agonists-require-continuous-treatment-because-metabolic-benefits-reverse-within-28-52-weeks-of-discontinuation
 - GLP-1 year-one persistence for obesity nearly doubled from 2021 to 2024 driven by supply normalization and improved patient management
 reweave_edges:
-- GLP-1 receptor agonists require continuous treatment because metabolic benefits reverse within 28-52 weeks of discontinuation|related|2026-04-09
+- glp-1-receptor-agonists-require-continuous-treatment-because-metabolic-benefits-reverse-within-28-52-weeks-of-discontinuation|related|2026-04-09
 - GLP-1 year-one persistence for obesity nearly doubled from 2021 to 2024 driven by supply normalization and improved patient management|related|2026-04-09
 ---
 
diff --git a/domains/health/glp1-receptor-agonists-provide-cardiovascular-benefits-through-weight-independent-mechanisms.md b/domains/health/glp1-receptor-agonists-provide-cardiovascular-benefits-through-weight-independent-mechanisms.md
index 20954f49d..6c52915ad 100644
--- a/domains/health/glp1-receptor-agonists-provide-cardiovascular-benefits-through-weight-independent-mechanisms.md
+++ b/domains/health/glp1-receptor-agonists-provide-cardiovascular-benefits-through-weight-independent-mechanisms.md
@@ -13,9 +13,9 @@ related_claims: ["[[GLP-1 receptor agonists are the largest therapeutic category
 supports:
 - GLP-1 receptor agonism provides weight-independent cardioprotective benefits in HFpEF through attenuated cardiac fibrosis and reverse lipid transport
 related:
-- acc 2025 distinguishes glp1 symptom improvement from mortality reduction in hfpef
+- acc-2025-distinguishes-glp1-symptom-improvement-from-mortality-reduction-in-hfpef
 reweave_edges:
-- acc 2025 distinguishes glp1 symptom improvement from mortality reduction in hfpef|related|2026-04-12
+- acc-2025-distinguishes-glp1-symptom-improvement-from-mortality-reduction-in-hfpef|related|2026-04-12
 - GLP-1 receptor agonism provides weight-independent cardioprotective benefits in HFpEF through attenuated cardiac fibrosis and reverse lipid transport|supports|2026-04-12
 ---
 
diff --git a/domains/health/healthcare AI creates a Jevons paradox because adding capacity to sick care induces more demand for sick care.md b/domains/health/healthcare AI creates a Jevons paradox because adding capacity to sick care induces more demand for sick care.md
index 6ac8e3b89..a46b50f08 100644
--- a/domains/health/healthcare AI creates a Jevons paradox because adding capacity to sick care induces more demand for sick care.md	
+++ b/domains/health/healthcare AI creates a Jevons paradox because adding capacity to sick care induces more demand for sick care.md	
@@ -9,15 +9,15 @@ created: 2026-02-23
 source: "Devoted Health AI Overview Memo, 2026"
 confidence: likely
 related:
-- AI native health companies achieve 3 5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output
-- CMS is creating AI specific reimbursement codes which will formalize a two speed adoption system where proven AI applications get payment parity while experimental ones remain in cash pay limbo
-- consumer willingness to pay out of pocket for AI enhanced care is outpacing reimbursement creating a cash pay adoption pathway that bypasses traditional payer gatekeeping
+- AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output
+- CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo
+- consumer willingness to pay out of pocket for AI-enhanced care is outpacing reimbursement creating a cash-pay adoption pathway that bypasses traditional payer gatekeeping
 supports:
 - optimization for efficiency without regard for resilience creates systemic fragility because interconnected systems transmit and amplify local failures into cascading breakdowns
 reweave_edges:
-- AI native health companies achieve 3 5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output|related|2026-03-28
-- CMS is creating AI specific reimbursement codes which will formalize a two speed adoption system where proven AI applications get payment parity while experimental ones remain in cash pay limbo|related|2026-03-28
-- consumer willingness to pay out of pocket for AI enhanced care is outpacing reimbursement creating a cash pay adoption pathway that bypasses traditional payer gatekeeping|related|2026-03-28
+- AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output|related|2026-03-28
+- CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo|related|2026-03-28
+- consumer willingness to pay out of pocket for AI-enhanced care is outpacing reimbursement creating a cash-pay adoption pathway that bypasses traditional payer gatekeeping|related|2026-03-28
 ---
 
 # healthcare AI creates a Jevons paradox because adding capacity to sick care induces more demand for sick care
diff --git a/domains/health/healthcare AI funding follows a winner-take-most pattern with category leaders absorbing capital at unprecedented velocity while 35 percent of deals are flat or down rounds.md b/domains/health/healthcare AI funding follows a winner-take-most pattern with category leaders absorbing capital at unprecedented velocity while 35 percent of deals are flat or down rounds.md
index 2e57ad184..2fbf03470 100644
--- a/domains/health/healthcare AI funding follows a winner-take-most pattern with category leaders absorbing capital at unprecedented velocity while 35 percent of deals are flat or down rounds.md	
+++ b/domains/health/healthcare AI funding follows a winner-take-most pattern with category leaders absorbing capital at unprecedented velocity while 35 percent of deals are flat or down rounds.md	
@@ -7,9 +7,9 @@ created: 2026-02-17
 source: "Health tech VC landscape analysis February 2026; OpenEvidence Abridge Hippocratic AI fundraising disclosures; Agilon Health SEC filings; Rock Health digital health funding reports 2025; Bessemer Venture Partners State of Health AI 2026"
 confidence: likely
 related:
-- AI native health companies achieve 3 5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output
+- AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output
 reweave_edges:
-- AI native health companies achieve 3 5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output|related|2026-03-28
+- AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output|related|2026-03-28
 ---
 
 # healthcare AI funding follows a winner-take-most pattern with category leaders absorbing capital at unprecedented velocity while 35 percent of deals are flat or down rounds
diff --git a/domains/health/healthcare AI regulation needs blank-sheet redesign because the FDA drug-and-device model built for static products cannot govern continuously learning software.md b/domains/health/healthcare AI regulation needs blank-sheet redesign because the FDA drug-and-device model built for static products cannot govern continuously learning software.md
index bcf2e00a3..c78eb6fa2 100644
--- a/domains/health/healthcare AI regulation needs blank-sheet redesign because the FDA drug-and-device model built for static products cannot govern continuously learning software.md	
+++ b/domains/health/healthcare AI regulation needs blank-sheet redesign because the FDA drug-and-device model built for static products cannot govern continuously learning software.md	
@@ -9,13 +9,13 @@ created: 2026-02-18
 source: "DJ Patil interviewing Bob Wachter, Commonwealth Club, February 9 2026; Wachter 'A Giant Leap' (2026)"
 confidence: likely
 related:
-- CMS is creating AI specific reimbursement codes which will formalize a two speed adoption system where proven AI applications get payment parity while experimental ones remain in cash pay limbo
-- FDA is replacing animal testing with AI models and organ on chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate
-- consumer willingness to pay out of pocket for AI enhanced care is outpacing reimbursement creating a cash pay adoption pathway that bypasses traditional payer gatekeeping
+- CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo
+- FDA is replacing animal testing with AI models and organ-on-chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate
+- consumer willingness to pay out of pocket for AI-enhanced care is outpacing reimbursement creating a cash-pay adoption pathway that bypasses traditional payer gatekeeping
 reweave_edges:
-- CMS is creating AI specific reimbursement codes which will formalize a two speed adoption system where proven AI applications get payment parity while experimental ones remain in cash pay limbo|related|2026-03-28
-- FDA is replacing animal testing with AI models and organ on chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate|related|2026-03-28
-- consumer willingness to pay out of pocket for AI enhanced care is outpacing reimbursement creating a cash pay adoption pathway that bypasses traditional payer gatekeeping|related|2026-03-28
+- CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo|related|2026-03-28
+- FDA is replacing animal testing with AI models and organ-on-chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate|related|2026-03-28
+- consumer willingness to pay out of pocket for AI-enhanced care is outpacing reimbursement creating a cash-pay adoption pathway that bypasses traditional payer gatekeeping|related|2026-03-28
 ---
 
 # healthcare AI regulation needs blank-sheet redesign because the FDA drug-and-device model built for static products cannot govern continuously learning software
diff --git a/domains/health/home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift.md b/domains/health/home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift.md
index b37fb9231..31ea065fc 100644
--- a/domains/health/home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift.md
+++ b/domains/health/home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift.md
@@ -6,9 +6,9 @@ confidence: likely
 source: "McKinsey & Company, From Facility to Home: How Healthcare Could Shift by 2025 (2021)"
 created: 2026-03-11
 supports:
-- rpm technology stack enables facility to home care migration through ai middleware that converts continuous data into clinical utility
+- rpm-technology-stack-enables-facility-to-home-care-migration-through-ai-middleware-that-converts-continuous-data-into-clinical-utility
 reweave_edges:
-- rpm technology stack enables facility to home care migration through ai middleware that converts continuous data into clinical utility|supports|2026-03-31
+- rpm-technology-stack-enables-facility-to-home-care-migration-through-ai-middleware-that-converts-continuous-data-into-clinical-utility|supports|2026-03-31
 ---
 
 # Home-based care could capture $265 billion in Medicare spending by 2025 through hospital-at-home remote monitoring and post-acute shift
diff --git a/domains/health/hypertension-related-cvd-mortality-doubled-2000-2023-despite-available-treatment-indicating-behavioral-sdoh-failure.md b/domains/health/hypertension-related-cvd-mortality-doubled-2000-2023-despite-available-treatment-indicating-behavioral-sdoh-failure.md
index ccbfb5b83..7b60598c5 100644
--- a/domains/health/hypertension-related-cvd-mortality-doubled-2000-2023-despite-available-treatment-indicating-behavioral-sdoh-failure.md
+++ b/domains/health/hypertension-related-cvd-mortality-doubled-2000-2023-despite-available-treatment-indicating-behavioral-sdoh-failure.md
@@ -12,15 +12,15 @@ attribution:
     - handle: "jacc-data-report-authors"
       context: "JACC Data Report 2025, JACC Cardiovascular Statistics 2026, Hypertension journal 2000-2019 analysis"
 related:
-- racial disparities in hypertension persist after controlling for income and neighborhood indicating structural racism operates through unmeasured mechanisms
+- racial-disparities-in-hypertension-persist-after-controlling-for-income-and-neighborhood-indicating-structural-racism-operates-through-unmeasured-mechanisms
 reweave_edges:
-- racial disparities in hypertension persist after controlling for income and neighborhood indicating structural racism operates through unmeasured mechanisms|related|2026-04-03
-- us cvd mortality bifurcating ischemic declining heart failure hypertension worsening|supports|2026-04-04
+- racial-disparities-in-hypertension-persist-after-controlling-for-income-and-neighborhood-indicating-structural-racism-operates-through-unmeasured-mechanisms|related|2026-04-03
+- us-cvd-mortality-bifurcating-ischemic-declining-heart-failure-hypertension-worsening|supports|2026-04-04
 - Hypertension became the primary contributing cardiovascular cause of death in the US since 2022 marking a shift from acute ischemia to chronic metabolic disease as the dominant CVD mortality driver|supports|2026-04-07
 - Hypertensive disease mortality doubled in the US from 1999 to 2023, becoming the leading contributing cause of cardiovascular death by 2022 because obesity and sedentary behavior create treatment-resistant metabolic burden|supports|2026-04-07
 - US hypertension-related cardiovascular mortality nearly doubled from 2000 to 2019 while treatment and control rates stagnated for 15 years demonstrating structural access failure not drug unavailability|supports|2026-04-10
 supports:
-- us cvd mortality bifurcating ischemic declining heart failure hypertension worsening
+- us-cvd-mortality-bifurcating-ischemic-declining-heart-failure-hypertension-worsening
 - Hypertension became the primary contributing cardiovascular cause of death in the US since 2022 marking a shift from acute ischemia to chronic metabolic disease as the dominant CVD mortality driver
 - Hypertensive disease mortality doubled in the US from 1999 to 2023, becoming the leading contributing cause of cardiovascular death by 2022 because obesity and sedentary behavior create treatment-resistant metabolic burden
 - US hypertension-related cardiovascular mortality nearly doubled from 2000 to 2019 while treatment and control rates stagnated for 15 years demonstrating structural access failure not drug unavailability
diff --git a/domains/health/hypertensive-disease-mortality-doubled-1999-2023-becoming-leading-contributing-cvd-cause.md b/domains/health/hypertensive-disease-mortality-doubled-1999-2023-becoming-leading-contributing-cvd-cause.md
index d602da65f..ba2fc6f73 100644
--- a/domains/health/hypertensive-disease-mortality-doubled-1999-2023-becoming-leading-contributing-cvd-cause.md
+++ b/domains/health/hypertensive-disease-mortality-doubled-1999-2023-becoming-leading-contributing-cvd-cause.md
@@ -11,11 +11,11 @@ scope: causal
 sourcer: Yan et al. / JACC
 related_claims: ["[[Big Food companies engineer addictive products by hacking evolutionary reward pathways creating a noncommunicable disease epidemic more deadly than the famines specialization eliminated]]", "[[GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035]]"]
 supports:
-- us cvd mortality bifurcating ischemic declining heart failure hypertension worsening
+- us-cvd-mortality-bifurcating-ischemic-declining-heart-failure-hypertension-worsening
 - Hypertension became the primary contributing cardiovascular cause of death in the US since 2022 marking a shift from acute ischemia to chronic metabolic disease as the dominant CVD mortality driver
 - US hypertension-related cardiovascular mortality nearly doubled from 2000 to 2019 while treatment and control rates stagnated for 15 years demonstrating structural access failure not drug unavailability
 reweave_edges:
-- us cvd mortality bifurcating ischemic declining heart failure hypertension worsening|supports|2026-04-04
+- us-cvd-mortality-bifurcating-ischemic-declining-heart-failure-hypertension-worsening|supports|2026-04-04
 - Hypertension became the primary contributing cardiovascular cause of death in the US since 2022 marking a shift from acute ischemia to chronic metabolic disease as the dominant CVD mortality driver|supports|2026-04-07
 - US hypertension-related cardiovascular mortality nearly doubled from 2000 to 2019 while treatment and control rates stagnated for 15 years demonstrating structural access failure not drug unavailability|supports|2026-04-10
 ---
diff --git a/domains/health/japan-ltci-proves-mandatory-universal-long-term-care-insurance-is-viable-at-national-scale.md b/domains/health/japan-ltci-proves-mandatory-universal-long-term-care-insurance-is-viable-at-national-scale.md
index ece14c6d3..29cac1ddb 100644
--- a/domains/health/japan-ltci-proves-mandatory-universal-long-term-care-insurance-is-viable-at-national-scale.md
+++ b/domains/health/japan-ltci-proves-mandatory-universal-long-term-care-insurance-is-viable-at-national-scale.md
@@ -6,9 +6,9 @@ confidence: proven
 source: "PMC/JMA Journal, 'The Long-Term Care Insurance System in Japan: Past, Present, and Future' (2021)"
 created: 2026-03-11
 supports:
-- japan demographic trajectory provides 20 year preview of us long term care challenge
+- japan-demographic-trajectory-provides-20-year-preview-of-us-long-term-care-challenge
 reweave_edges:
-- japan demographic trajectory provides 20 year preview of us long term care challenge|supports|2026-03-31
+- japan-demographic-trajectory-provides-20-year-preview-of-us-long-term-care-challenge|supports|2026-03-31
 ---
 
 # Japan's LTCI proves mandatory universal long-term care insurance is viable at national scale
diff --git a/domains/health/lower-income-patients-show-higher-glp-1-discontinuation-rates-suggesting-affordability-not-just-clinical-factors-drive-persistence.md b/domains/health/lower-income-patients-show-higher-glp-1-discontinuation-rates-suggesting-affordability-not-just-clinical-factors-drive-persistence.md
index 7a7e3ad2b..3a9691ee3 100644
--- a/domains/health/lower-income-patients-show-higher-glp-1-discontinuation-rates-suggesting-affordability-not-just-clinical-factors-drive-persistence.md
+++ b/domains/health/lower-income-patients-show-higher-glp-1-discontinuation-rates-suggesting-affordability-not-just-clinical-factors-drive-persistence.md
@@ -6,16 +6,16 @@ confidence: experimental
 source: "Journal of Managed Care & Specialty Pharmacy, Real-world Persistence and Adherence to GLP-1 RAs Among Obese Commercially Insured Adults Without Diabetes, 2024-08-01"
 created: 2026-03-11
 related:
-- federal budget scoring methodology systematically undervalues preventive interventions because 10 year window excludes long term savings
-- glp 1 multi organ protection creates compounding value across kidney cardiovascular and metabolic endpoints
-- pcsk9 inhibitors achieved only 1 to 2 5 percent penetration despite proven efficacy demonstrating access mediated pharmacological ceiling
-- GLP 1 cost evidence accelerates value based care adoption by proving that prevention first interventions generate net savings under capitation within 24 months
+- federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings
+- glp-1-multi-organ-protection-creates-compounding-value-across-kidney-cardiovascular-and-metabolic-endpoints
+- pcsk9-inhibitors-achieved-only-1-to-2-5-percent-penetration-despite-proven-efficacy-demonstrating-access-mediated-pharmacological-ceiling
+- GLP-1 cost evidence accelerates value-based care adoption by proving that prevention-first interventions generate net savings under capitation within 24 months
 - Is the GLP-1 economic problem unsustainable chronic costs or wasted investment from low persistence?
 reweave_edges:
-- federal budget scoring methodology systematically undervalues preventive interventions because 10 year window excludes long term savings|related|2026-03-31
-- glp 1 multi organ protection creates compounding value across kidney cardiovascular and metabolic endpoints|related|2026-03-31
-- pcsk9 inhibitors achieved only 1 to 2 5 percent penetration despite proven efficacy demonstrating access mediated pharmacological ceiling|related|2026-03-31
-- GLP 1 cost evidence accelerates value based care adoption by proving that prevention first interventions generate net savings under capitation within 24 months|related|2026-04-04
+- federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings|related|2026-03-31
+- glp-1-multi-organ-protection-creates-compounding-value-across-kidney-cardiovascular-and-metabolic-endpoints|related|2026-03-31
+- pcsk9-inhibitors-achieved-only-1-to-2-5-percent-penetration-despite-proven-efficacy-demonstrating-access-mediated-pharmacological-ceiling|related|2026-03-31
+- GLP-1 cost evidence accelerates value-based care adoption by proving that prevention-first interventions generate net savings under capitation within 24 months|related|2026-04-04
 - GLP-1 access structure is inverted relative to clinical need because populations with highest obesity prevalence and cardiometabolic risk face the highest barriers creating an equity paradox where the most effective cardiovascular intervention will disproportionately benefit already-advantaged populations|supports|2026-04-04
 - GLP-1 access follows systematic inversion where states with highest obesity prevalence have both lowest Medicaid coverage rates and highest income-relative out-of-pocket costs|supports|2026-04-14
 - Is the GLP-1 economic problem unsustainable chronic costs or wasted investment from low persistence?|related|2026-04-17
diff --git a/domains/health/medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm.md b/domains/health/medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm.md
index 3c24e169b..17a27a66b 100644
--- a/domains/health/medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm.md	
+++ b/domains/health/medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm.md	
@@ -6,12 +6,12 @@ created: 2026-02-20
 source: "Braveman & Egerter 2019, Schroeder 2007, County Health Rankings, Dever 1976"
 confidence: proven
 supports:
-- hypertension related cvd mortality doubled 2000 2023 despite available treatment indicating behavioral sdoh failure
+- hypertension-related-cvd-mortality-doubled-2000-2023-despite-available-treatment-indicating-behavioral-sdoh-failure
 reweave_edges:
-- hypertension related cvd mortality doubled 2000 2023 despite available treatment indicating behavioral sdoh failure|supports|2026-03-31
-- us healthcare ranks last among peer nations despite highest spending because access and equity failures override clinical quality|related|2026-04-04
+- hypertension-related-cvd-mortality-doubled-2000-2023-despite-available-treatment-indicating-behavioral-sdoh-failure|supports|2026-03-31
+- us-healthcare-ranks-last-among-peer-nations-despite-highest-spending-because-access-and-equity-failures-override-clinical-quality|related|2026-04-04
 related:
-- us healthcare ranks last among peer nations despite highest spending because access and equity failures override clinical quality
+- us-healthcare-ranks-last-among-peer-nations-despite-highest-spending-because-access-and-equity-failures-override-clinical-quality
 ---
 
 # medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm
diff --git a/domains/health/medicare-advantage-crossed-majority-enrollment-in-2023-marking-structural-transformation-from-supplement-to-dominant-program.md b/domains/health/medicare-advantage-crossed-majority-enrollment-in-2023-marking-structural-transformation-from-supplement-to-dominant-program.md
index 6c38df974..cf78edea7 100644
--- a/domains/health/medicare-advantage-crossed-majority-enrollment-in-2023-marking-structural-transformation-from-supplement-to-dominant-program.md
+++ b/domains/health/medicare-advantage-crossed-majority-enrollment-in-2023-marking-structural-transformation-from-supplement-to-dominant-program.md
@@ -7,9 +7,9 @@ confidence: proven
 source: "Kaiser Family Foundation, Medicare Advantage in 2025: Enrollment Update and Key Trends (2025)"
 created: 2025-07-24
 supports:
-- chronic condition special needs plans grew 71 percent in one year indicating explosive demand for disease management infrastructure
+- chronic-condition-special-needs-plans-grew-71-percent-in-one-year-indicating-explosive-demand-for-disease-management-infrastructure
 reweave_edges:
-- chronic condition special needs plans grew 71 percent in one year indicating explosive demand for disease management infrastructure|supports|2026-03-28
+- chronic-condition-special-needs-plans-grew-71-percent-in-one-year-indicating-explosive-demand-for-disease-management-infrastructure|supports|2026-03-28
 ---
 
 # Medicare Advantage crossed majority enrollment in 2023 marking structural transformation from supplement to dominant program
diff --git a/domains/health/medicare-trust-fund-insolvency-accelerated-12-years-by-tax-policy-demonstrating-fiscal-fragility.md b/domains/health/medicare-trust-fund-insolvency-accelerated-12-years-by-tax-policy-demonstrating-fiscal-fragility.md
index 1f94d3314..274cedbfc 100644
--- a/domains/health/medicare-trust-fund-insolvency-accelerated-12-years-by-tax-policy-demonstrating-fiscal-fragility.md
+++ b/domains/health/medicare-trust-fund-insolvency-accelerated-12-years-by-tax-policy-demonstrating-fiscal-fragility.md
@@ -6,9 +6,9 @@ confidence: proven
 source: "Congressional Budget Office projections (March 2025, February 2026) via Healthcare Dive"
 created: 2026-03-11
 related:
-- medicare advantage spending gap grew 47x while enrollment doubled indicating scale worsens overpayment problem
+- medicare-advantage-spending-gap-grew-47x-while-enrollment-doubled-indicating-scale-worsens-overpayment-problem
 reweave_edges:
-- medicare advantage spending gap grew 47x while enrollment doubled indicating scale worsens overpayment problem|related|2026-03-31
+- medicare-advantage-spending-gap-grew-47x-while-enrollment-doubled-indicating-scale-worsens-overpayment-problem|related|2026-03-31
 ---
 
 # Medicare trust fund insolvency accelerated 12 years by single tax bill demonstrating fiscal fragility of demographic-dependent entitlements
diff --git a/domains/health/modernization dismantles family and community structures replacing them with market and state relationships that increase individual freedom but erode psychosocial foundations of wellbeing.md b/domains/health/modernization dismantles family and community structures replacing them with market and state relationships that increase individual freedom but erode psychosocial foundations of wellbeing.md
index 37703e7c7..584828d50 100644
--- a/domains/health/modernization dismantles family and community structures replacing them with market and state relationships that increase individual freedom but erode psychosocial foundations of wellbeing.md	
+++ b/domains/health/modernization dismantles family and community structures replacing them with market and state relationships that increase individual freedom but erode psychosocial foundations of wellbeing.md	
@@ -7,13 +7,13 @@ source: "Architectural Investing, Ch. Dark Side of Specialization; Harari (Sapie
 confidence: likely
 created: 2026-02-28
 related:
-- family caregiving functions as poverty transmission mechanism forcing debt savings depletion and food insecurity on working age population
+- family-caregiving-functions-as-poverty-transmission-mechanism-forcing-debt-savings-depletion-and-food-insecurity-on-working-age-population
 - after a threshold of material development relative deprivation replaces absolute deprivation as the primary driver of health outcomes
-- unpaid family caregiving provides 870 billion annually representing 16 percent of total us health economy invisible to policy models
+- unpaid-family-caregiving-provides-870-billion-annually-representing-16-percent-of-total-us-health-economy-invisible-to-policy-models
 reweave_edges:
-- family caregiving functions as poverty transmission mechanism forcing debt savings depletion and food insecurity on working age population|related|2026-03-28
+- family-caregiving-functions-as-poverty-transmission-mechanism-forcing-debt-savings-depletion-and-food-insecurity-on-working-age-population|related|2026-03-28
 - after a threshold of material development relative deprivation replaces absolute deprivation as the primary driver of health outcomes|related|2026-04-17
-- unpaid family caregiving provides 870 billion annually representing 16 percent of total us health economy invisible to policy models|related|2026-04-17
+- unpaid-family-caregiving-provides-870-billion-annually-representing-16-percent-of-total-us-health-economy-invisible-to-policy-models|related|2026-04-17
 ---
 
 # modernization dismantles family and community structures replacing them with market and state relationships that increase individual freedom but erode psychosocial foundations of wellbeing
diff --git a/domains/health/nhs-demonstrates-universal-coverage-without-adequate-funding-produces-excellent-primary-care-but-catastrophic-specialty-access.md b/domains/health/nhs-demonstrates-universal-coverage-without-adequate-funding-produces-excellent-primary-care-but-catastrophic-specialty-access.md
index ea245aa0a..3491aa355 100644
--- a/domains/health/nhs-demonstrates-universal-coverage-without-adequate-funding-produces-excellent-primary-care-but-catastrophic-specialty-access.md
+++ b/domains/health/nhs-demonstrates-universal-coverage-without-adequate-funding-produces-excellent-primary-care-but-catastrophic-specialty-access.md
@@ -6,11 +6,11 @@ confidence: likely
 source: "UK Parliament Public Accounts Committee, BMA, NHS England (2024-2025)"
 created: 2025-01-15
 supports:
-- gatekeeping systems optimize primary care at the expense of specialty access creating structural bottlenecks
-- us healthcare ranks last among peer nations despite highest spending because access and equity failures override clinical quality
+- gatekeeping-systems-optimize-primary-care-at-the-expense-of-specialty-access-creating-structural-bottlenecks
+- us-healthcare-ranks-last-among-peer-nations-despite-highest-spending-because-access-and-equity-failures-override-clinical-quality
 reweave_edges:
-- gatekeeping systems optimize primary care at the expense of specialty access creating structural bottlenecks|supports|2026-03-31
-- us healthcare ranks last among peer nations despite highest spending because access and equity failures override clinical quality|supports|2026-04-04
+- gatekeeping-systems-optimize-primary-care-at-the-expense-of-specialty-access-creating-structural-bottlenecks|supports|2026-03-31
+- us-healthcare-ranks-last-among-peer-nations-despite-highest-spending-because-access-and-equity-failures-override-clinical-quality|supports|2026-04-04
 ---
 
 # NHS demonstrates universal coverage without adequate funding produces excellent primary care but catastrophic specialty access
@@ -62,7 +62,7 @@ For US policy debates, the NHS is ammunition against both extremes:
 Relevant Notes:
 - [[medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm]]
 - [[value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk]]
-- gatekeeping systems optimize primary care at the expense of specialty access creating structural bottlenecks
+- gatekeeping-systems-optimize-primary-care-at-the-expense-of-specialty-access-creating-structural-bottlenecks
 
 Topics:
 - domains/health/_map
\ No newline at end of file
diff --git a/domains/health/no-regulatory-body-globally-has-established-mandatory-hallucination-rate-benchmarks-for-clinical-ai-despite-evidence-base.md b/domains/health/no-regulatory-body-globally-has-established-mandatory-hallucination-rate-benchmarks-for-clinical-ai-despite-evidence-base.md
index c3466a4d3..828d6a341 100644
--- a/domains/health/no-regulatory-body-globally-has-established-mandatory-hallucination-rate-benchmarks-for-clinical-ai-despite-evidence-base.md
+++ b/domains/health/no-regulatory-body-globally-has-established-mandatory-hallucination-rate-benchmarks-for-clinical-ai-despite-evidence-base.md
@@ -11,10 +11,10 @@ scope: structural
 sourcer: npj Digital Medicine
 related_claims: ["[[AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk]]", "[[healthcare AI regulation needs blank-sheet redesign because the FDA drug-and-device model built for static products cannot govern continuously learning software]]"]
 supports:
-- Clinical AI hallucination rates vary 100x by task making single regulatory thresholds operationally inadequate
+- clinical-ai-hallucination-rates-vary-100x-by-task-making-single-regulatory-thresholds-operationally-inadequate
 - Generative AI in medical devices requires categorically different regulatory frameworks than narrow AI because non-deterministic outputs, continuous model updates, and inherent hallucination are architectural properties not correctable defects
 reweave_edges:
-- Clinical AI hallucination rates vary 100x by task making single regulatory thresholds operationally inadequate|supports|2026-04-04
+- clinical-ai-hallucination-rates-vary-100x-by-task-making-single-regulatory-thresholds-operationally-inadequate|supports|2026-04-04
 - Generative AI in medical devices requires categorically different regulatory frameworks than narrow AI because non-deterministic outputs, continuous model updates, and inherent hallucination are architectural properties not correctable defects|supports|2026-04-04
 ---
 
diff --git a/domains/health/only-23-percent-of-treated-us-hypertensives-achieve-blood-pressure-control-demonstrating-pharmacological-availability-is-not-the-binding-constraint.md b/domains/health/only-23-percent-of-treated-us-hypertensives-achieve-blood-pressure-control-demonstrating-pharmacological-availability-is-not-the-binding-constraint.md
index 857ab186d..ba9e6e067 100644
--- a/domains/health/only-23-percent-of-treated-us-hypertensives-achieve-blood-pressure-control-demonstrating-pharmacological-availability-is-not-the-binding-constraint.md
+++ b/domains/health/only-23-percent-of-treated-us-hypertensives-achieve-blood-pressure-control-demonstrating-pharmacological-availability-is-not-the-binding-constraint.md
@@ -12,16 +12,16 @@ attribution:
     - handle: "jacc-study-authors"
       context: "JACC longitudinal study 1999-2023, NHANES nationally representative data"
 supports:
-- hypertension related cvd mortality doubled 2000 2023 despite available treatment indicating behavioral sdoh failure
+- hypertension-related-cvd-mortality-doubled-2000-2023-despite-available-treatment-indicating-behavioral-sdoh-failure
 - US hypertension-related cardiovascular mortality nearly doubled from 2000 to 2019 while treatment and control rates stagnated for 15 years demonstrating structural access failure not drug unavailability
 reweave_edges:
-- hypertension related cvd mortality doubled 2000 2023 despite available treatment indicating behavioral sdoh failure|supports|2026-03-31
-- food as medicine interventions produce clinically significant improvements during active delivery but benefits fully revert when structural food environment support is removed|related|2026-04-03
-- generic digital health deployment reproduces existing disparities by disproportionately benefiting higher income users despite nominal technology access equity|related|2026-04-03
+- hypertension-related-cvd-mortality-doubled-2000-2023-despite-available-treatment-indicating-behavioral-sdoh-failure|supports|2026-03-31
+- food-as-medicine-interventions-produce-clinically-significant-improvements-during-active-delivery-but-benefits-fully-revert-when-structural-food-environment-support-is-removed|related|2026-04-03
+- generic-digital-health-deployment-reproduces-existing-disparities-by-disproportionately-benefiting-higher-income-users-despite-nominal-technology-access-equity|related|2026-04-03
 - US hypertension-related cardiovascular mortality nearly doubled from 2000 to 2019 while treatment and control rates stagnated for 15 years demonstrating structural access failure not drug unavailability|supports|2026-04-10
 related:
-- food as medicine interventions produce clinically significant improvements during active delivery but benefits fully revert when structural food environment support is removed
-- generic digital health deployment reproduces existing disparities by disproportionately benefiting higher income users despite nominal technology access equity
+- food-as-medicine-interventions-produce-clinically-significant-improvements-during-active-delivery-but-benefits-fully-revert-when-structural-food-environment-support-is-removed
+- generic-digital-health-deployment-reproduces-existing-disparities-by-disproportionately-benefiting-higher-income-users-despite-nominal-technology-access-equity
 ---
 
 # Only 23 percent of treated US hypertensives achieve blood pressure control demonstrating pharmacological availability is not the binding constraint in cardiometabolic disease management
diff --git a/domains/health/pace-restructures-costs-from-acute-to-chronic-spending-without-reducing-total-expenditure-challenging-prevention-saves-money-narrative.md b/domains/health/pace-restructures-costs-from-acute-to-chronic-spending-without-reducing-total-expenditure-challenging-prevention-saves-money-narrative.md
index 25c0de93d..221bfdb73 100644
--- a/domains/health/pace-restructures-costs-from-acute-to-chronic-spending-without-reducing-total-expenditure-challenging-prevention-saves-money-narrative.md
+++ b/domains/health/pace-restructures-costs-from-acute-to-chronic-spending-without-reducing-total-expenditure-challenging-prevention-saves-money-narrative.md
@@ -49,4 +49,4 @@ Relevant Notes:
 - [[medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm]]
 
 Topics:
-- [[health/_map]]
\ No newline at end of file
+- [[_map]]
\ No newline at end of file
diff --git a/domains/health/rpm-technology-stack-enables-facility-to-home-care-migration-through-ai-middleware-that-converts-continuous-data-into-clinical-utility.md b/domains/health/rpm-technology-stack-enables-facility-to-home-care-migration-through-ai-middleware-that-converts-continuous-data-into-clinical-utility.md
index 84972bb2c..5287f9fd4 100644
--- a/domains/health/rpm-technology-stack-enables-facility-to-home-care-migration-through-ai-middleware-that-converts-continuous-data-into-clinical-utility.md
+++ b/domains/health/rpm-technology-stack-enables-facility-to-home-care-migration-through-ai-middleware-that-converts-continuous-data-into-clinical-utility.md
@@ -6,9 +6,9 @@ confidence: likely
 source: "McKinsey & Company, From Facility to Home report (2021); market data on RPM and AI middleware growth"
 created: 2026-03-11
 supports:
-- home based care could capture 265 billion in medicare spending by 2025 through hospital at home remote monitoring and post acute shift
+- home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift
 reweave_edges:
-- home based care could capture 265 billion in medicare spending by 2025 through hospital at home remote monitoring and post acute shift|supports|2026-03-31
+- home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift|supports|2026-03-31
 ---
 
 # RPM technology stack enables facility-to-home care migration through AI middleware that converts continuous data into clinical utility
diff --git a/domains/health/semaglutide-achieves-47-percent-one-year-persistence-versus-19-percent-for-liraglutide-showing-drug-specific-adherence-variation-of-2-5x.md b/domains/health/semaglutide-achieves-47-percent-one-year-persistence-versus-19-percent-for-liraglutide-showing-drug-specific-adherence-variation-of-2-5x.md
index bcde37904..326d38e23 100644
--- a/domains/health/semaglutide-achieves-47-percent-one-year-persistence-versus-19-percent-for-liraglutide-showing-drug-specific-adherence-variation-of-2-5x.md
+++ b/domains/health/semaglutide-achieves-47-percent-one-year-persistence-versus-19-percent-for-liraglutide-showing-drug-specific-adherence-variation-of-2-5x.md
@@ -6,11 +6,11 @@ confidence: likely
 source: "Journal of Managed Care & Specialty Pharmacy, Real-world Persistence and Adherence to GLP-1 RAs Among Obese Commercially Insured Adults Without Diabetes, 2024-08-01"
 created: 2026-03-11
 related:
-- semaglutide reduces kidney disease progression 24 percent and delays dialysis creating largest per patient cost savings
+- semaglutide-reduces-kidney-disease-progression-24-percent-and-delays-dialysis-creating-largest-per-patient-cost-savings
 - GLP-1 long-term persistence remains structurally limited at 14 percent by year two despite year-one improvements
 - GLP-1 year-one persistence for obesity nearly doubled from 2021 to 2024 driven by supply normalization and improved patient management
 reweave_edges:
-- semaglutide reduces kidney disease progression 24 percent and delays dialysis creating largest per patient cost savings|related|2026-04-04
+- semaglutide-reduces-kidney-disease-progression-24-percent-and-delays-dialysis-creating-largest-per-patient-cost-savings|related|2026-04-04
 - GLP-1 long-term persistence remains structurally limited at 14 percent by year two despite year-one improvements|related|2026-04-09
 - GLP-1 year-one persistence for obesity nearly doubled from 2021 to 2024 driven by supply normalization and improved patient management|related|2026-04-09
 ---
diff --git a/domains/health/semaglutide-reduces-kidney-disease-progression-24-percent-and-delays-dialysis-creating-largest-per-patient-cost-savings.md b/domains/health/semaglutide-reduces-kidney-disease-progression-24-percent-and-delays-dialysis-creating-largest-per-patient-cost-savings.md
index a2c774b3d..be309a61e 100644
--- a/domains/health/semaglutide-reduces-kidney-disease-progression-24-percent-and-delays-dialysis-creating-largest-per-patient-cost-savings.md
+++ b/domains/health/semaglutide-reduces-kidney-disease-progression-24-percent-and-delays-dialysis-creating-largest-per-patient-cost-savings.md
@@ -6,12 +6,12 @@ confidence: proven
 source: "NEJM FLOW Trial (N=3,533, stopped early for efficacy), FDA indication expansion 2024"
 created: 2026-03-11
 supports:
-- glp 1 multi organ protection creates compounding value across kidney cardiovascular and metabolic endpoints
+- glp-1-multi-organ-protection-creates-compounding-value-across-kidney-cardiovascular-and-metabolic-endpoints
 reweave_edges:
-- glp 1 multi organ protection creates compounding value across kidney cardiovascular and metabolic endpoints|supports|2026-03-31
-- semaglutide achieves 47 percent one year persistence versus 19 percent for liraglutide showing drug specific adherence variation of 2 5x|related|2026-04-04
+- glp-1-multi-organ-protection-creates-compounding-value-across-kidney-cardiovascular-and-metabolic-endpoints|supports|2026-03-31
+- semaglutide-achieves-47-percent-one-year-persistence-versus-19-percent-for-liraglutide-showing-drug-specific-adherence-variation-of-2-5x|related|2026-04-04
 related:
-- semaglutide achieves 47 percent one year persistence versus 19 percent for liraglutide showing drug specific adherence variation of 2 5x
+- semaglutide-achieves-47-percent-one-year-persistence-versus-19-percent-for-liraglutide-showing-drug-specific-adherence-variation-of-2-5x
 ---
 
 # Semaglutide reduces kidney disease progression by 24 percent and delays dialysis onset creating the largest per-patient cost savings of any GLP-1 indication because dialysis costs $90K+ per year
diff --git a/domains/health/the FDA now separates wellness devices from medical devices based on claims not sensor technology enabling health insights without full medical device classification.md b/domains/health/the FDA now separates wellness devices from medical devices based on claims not sensor technology enabling health insights without full medical device classification.md
index 9c140793c..12505b6a0 100644
--- a/domains/health/the FDA now separates wellness devices from medical devices based on claims not sensor technology enabling health insights without full medical device classification.md	
+++ b/domains/health/the FDA now separates wellness devices from medical devices based on claims not sensor technology enabling health insights without full medical device classification.md	
@@ -6,9 +6,9 @@ created: 2026-02-17
 source: "FDA January 2026 guidance update on CDS and general wellness; TEMPO pilot (Federal Register December 2025); Faegre Drinker analysis"
 confidence: likely
 related:
-- tempo pilot creates medicare digital health pathway while medicaid coverage contracts
+- tempo-pilot-creates-medicare-digital-health-pathway-while-medicaid-coverage-contracts
 reweave_edges:
-- tempo pilot creates medicare digital health pathway while medicaid coverage contracts|related|2026-04-04
+- tempo-pilot-creates-medicare-digital-health-pathway-while-medicaid-coverage-contracts|related|2026-04-04
 ---
 
 # the FDA now separates wellness devices from medical devices based on claims not sensor technology enabling health insights without full medical device classification
diff --git a/domains/health/the epidemiological transition marks the shift from material scarcity to social disadvantage as the primary driver of health outcomes in developed nations.md b/domains/health/the epidemiological transition marks the shift from material scarcity to social disadvantage as the primary driver of health outcomes in developed nations.md
index 86bf9dba5..f657b3689 100644
--- a/domains/health/the epidemiological transition marks the shift from material scarcity to social disadvantage as the primary driver of health outcomes in developed nations.md	
+++ b/domains/health/the epidemiological transition marks the shift from material scarcity to social disadvantage as the primary driver of health outcomes in developed nations.md	
@@ -6,9 +6,9 @@ source: "Architectural Investing, Ch. Epidemiological Transition; Wilkinson (199
 confidence: likely
 created: 2026-02-28
 related:
-- us healthcare ranks last among peer nations despite highest spending because access and equity failures override clinical quality
+- us-healthcare-ranks-last-among-peer-nations-despite-highest-spending-because-access-and-equity-failures-override-clinical-quality
 reweave_edges:
-- us healthcare ranks last among peer nations despite highest spending because access and equity failures override clinical quality|related|2026-04-04
+- us-healthcare-ranks-last-among-peer-nations-despite-highest-spending-because-access-and-equity-failures-override-clinical-quality|related|2026-04-04
 - after a threshold of material development relative deprivation replaces absolute deprivation as the primary driver of health outcomes|supports|2026-04-17
 supports:
 - after a threshold of material development relative deprivation replaces absolute deprivation as the primary driver of health outcomes
diff --git a/domains/health/the mental health supply gap is widening not closing because demand outpaces workforce growth and technology primarily serves the already-served rather than expanding access.md b/domains/health/the mental health supply gap is widening not closing because demand outpaces workforce growth and technology primarily serves the already-served rather than expanding access.md
index af73d9adc..bf112c2b5 100644
--- a/domains/health/the mental health supply gap is widening not closing because demand outpaces workforce growth and technology primarily serves the already-served rather than expanding access.md	
+++ b/domains/health/the mental health supply gap is widening not closing because demand outpaces workforce growth and technology primarily serves the already-served rather than expanding access.md	
@@ -3,11 +3,10 @@ type: claim
 domain: health
 description: SAMHSA projects a 250K professional shortage while nearly half the US lives in mental health HPSAs and teletherapy has not improved access for high-deprivation populations creating a two-tier system where technology helps the insured while underserved populations fall further behind
 confidence: likely
-source: SAMHSA workforce projections 2025; KFF mental health HPSA data; PNAS Nexus telehealth equity analysis 2025; National Council workforce survey; Motivo Health licensure gap data 2025
-created: 2026-02-17
-supports: ["generic digital health deployment reproduces existing disparities by disproportionately benefiting higher income users despite nominal technology access equity"]
-reweave_edges: ["generic digital health deployment reproduces existing disparities by disproportionately benefiting higher income users despite nominal technology access equity|supports|2026-04-03"]
-related: ["the mental health supply gap is widening not closing because demand outpaces workforce growth and technology primarily serves the already-served rather than expanding access"]
+supports:
+- generic-digital-health-deployment-reproduces-existing-disparities-by-disproportionately-benefiting-higher-income-users-despite-nominal-technology-access-equity
+reweave_edges:
+- generic-digital-health-deployment-reproduces-existing-disparities-by-disproportionately-benefiting-higher-income-users-despite-nominal-technology-access-equity|supports|2026-04-03
 ---
 
 # the mental health supply gap is widening not closing because demand outpaces workforce growth and technology primarily serves the already-served rather than expanding access
diff --git a/domains/health/unpaid-family-caregiving-provides-870-billion-annually-representing-16-percent-of-total-us-health-economy-invisible-to-policy-models.md b/domains/health/unpaid-family-caregiving-provides-870-billion-annually-representing-16-percent-of-total-us-health-economy-invisible-to-policy-models.md
index 1bc05c91e..e4b2a9d65 100644
--- a/domains/health/unpaid-family-caregiving-provides-870-billion-annually-representing-16-percent-of-total-us-health-economy-invisible-to-policy-models.md
+++ b/domains/health/unpaid-family-caregiving-provides-870-billion-annually-representing-16-percent-of-total-us-health-economy-invisible-to-policy-models.md
@@ -8,12 +8,12 @@ confidence: proven
 source: "AARP 2025 Caregiving Report"
 created: 2026-03-11
 related:
-- caregiver workforce crisis shows all 50 states experiencing shortages with 43 states reporting facility closures signaling care infrastructure collapse
+- caregiver-workforce-crisis-shows-all-50-states-experiencing-shortages-with-43-states-reporting-facility-closures-signaling-care-infrastructure-collapse
 reweave_edges:
-- caregiver workforce crisis shows all 50 states experiencing shortages with 43 states reporting facility closures signaling care infrastructure collapse|related|2026-03-28
-- family caregiving functions as poverty transmission mechanism forcing debt savings depletion and food insecurity on working age population|supports|2026-03-28
+- caregiver-workforce-crisis-shows-all-50-states-experiencing-shortages-with-43-states-reporting-facility-closures-signaling-care-infrastructure-collapse|related|2026-03-28
+- family-caregiving-functions-as-poverty-transmission-mechanism-forcing-debt-savings-depletion-and-food-insecurity-on-working-age-population|supports|2026-03-28
 supports:
-- family caregiving functions as poverty transmission mechanism forcing debt savings depletion and food insecurity on working age population
+- family-caregiving-functions-as-poverty-transmission-mechanism-forcing-debt-savings-depletion-and-food-insecurity-on-working-age-population
 ---
 
 # Unpaid family caregiving provides 870 billion annually representing 16 percent of total US health economy invisible to policy models
diff --git a/domains/health/us-heart-failure-mortality-reversed-1999-2023-exceeding-baseline-despite-acute-care-improvements.md b/domains/health/us-heart-failure-mortality-reversed-1999-2023-exceeding-baseline-despite-acute-care-improvements.md
index 20d7d290c..8c71c5ecd 100644
--- a/domains/health/us-heart-failure-mortality-reversed-1999-2023-exceeding-baseline-despite-acute-care-improvements.md
+++ b/domains/health/us-heart-failure-mortality-reversed-1999-2023-exceeding-baseline-despite-acute-care-improvements.md
@@ -11,10 +11,10 @@ scope: causal
 sourcer: Yan et al. / JACC
 related_claims: ["[[Americas declining life expectancy is driven by deaths of despair concentrated in populations and regions most damaged by economic restructuring since the 1980s]]", "[[the epidemiological transition marks the shift from material scarcity to social disadvantage as the primary driver of health outcomes in developed nations]]"]
 supports:
-- us cvd mortality bifurcating ischemic declining heart failure hypertension worsening
+- us-cvd-mortality-bifurcating-ischemic-declining-heart-failure-hypertension-worsening
 - Long-term US cardiovascular mortality gains are slowing or reversing across major conditions as of 2026 after decades of continuous improvement
 reweave_edges:
-- us cvd mortality bifurcating ischemic declining heart failure hypertension worsening|supports|2026-04-04
+- us-cvd-mortality-bifurcating-ischemic-declining-heart-failure-hypertension-worsening|supports|2026-04-04
 - Long-term US cardiovascular mortality gains are slowing or reversing across major conditions as of 2026 after decades of continuous improvement|supports|2026-04-10
 ---
 
diff --git a/domains/health/us-long-term-care-financing-gap-is-largest-unaddressed-structural-problem-in-american-healthcare.md b/domains/health/us-long-term-care-financing-gap-is-largest-unaddressed-structural-problem-in-american-healthcare.md
index 15e5bca14..00eef67ea 100644
--- a/domains/health/us-long-term-care-financing-gap-is-largest-unaddressed-structural-problem-in-american-healthcare.md
+++ b/domains/health/us-long-term-care-financing-gap-is-largest-unaddressed-structural-problem-in-american-healthcare.md
@@ -6,9 +6,9 @@ confidence: likely
 source: "PMC/JMA Journal Japan LTCI paper (2021); comparison to US Medicare/Medicaid structure"
 created: 2026-03-11
 supports:
-- japan demographic trajectory provides 20 year preview of us long term care challenge
+- japan-demographic-trajectory-provides-20-year-preview-of-us-long-term-care-challenge
 reweave_edges:
-- japan demographic trajectory provides 20 year preview of us long term care challenge|supports|2026-03-31
+- japan-demographic-trajectory-provides-20-year-preview-of-us-long-term-care-challenge|supports|2026-03-31
 ---
 
 # US long-term care financing gap is the largest unaddressed structural problem in American healthcare
diff --git a/domains/health/value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk.md b/domains/health/value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk.md
index 792661f38..ab5c1bd0f 100644
--- a/domains/health/value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk.md	
+++ b/domains/health/value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk.md	
@@ -6,14 +6,14 @@ created: 2026-02-17
 source: "HCP-LAN 2022-2025 measurement; IMO Health VBC Update June 2025; Grand View Research VBC market analysis; Larsson et al NEJM Catalyst 2022"
 confidence: likely
 related:
-- federal budget scoring methodology systematically undervalues preventive interventions because 10 year window excludes long term savings
-- home based care could capture 265 billion in medicare spending by 2025 through hospital at home remote monitoring and post acute shift
-- GLP 1 cost evidence accelerates value based care adoption by proving that prevention first interventions generate net savings under capitation within 24 months
+- federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings
+- home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift
+- GLP-1 cost evidence accelerates value-based care adoption by proving that prevention-first interventions generate net savings under capitation within 24 months
 - Does prevention-first care reduce total healthcare costs or just redistribute them from acute to chronic spending?
 reweave_edges:
-- federal budget scoring methodology systematically undervalues preventive interventions because 10 year window excludes long term savings|related|2026-03-31
-- home based care could capture 265 billion in medicare spending by 2025 through hospital at home remote monitoring and post acute shift|related|2026-03-31
-- GLP 1 cost evidence accelerates value based care adoption by proving that prevention first interventions generate net savings under capitation within 24 months|related|2026-04-04
+- federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings|related|2026-03-31
+- home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift|related|2026-03-31
+- GLP-1 cost evidence accelerates value-based care adoption by proving that prevention-first interventions generate net savings under capitation within 24 months|related|2026-04-04
 - Does prevention-first care reduce total healthcare costs or just redistribute them from acute to chronic spending?|related|2026-04-17
 ---
 
diff --git a/domains/internet-finance/AI labor displacement operates as a self-funding feedback loop because companies substitute AI for labor as OpEx not CapEx meaning falling aggregate demand does not slow AI adoption.md b/domains/internet-finance/AI labor displacement operates as a self-funding feedback loop because companies substitute AI for labor as OpEx not CapEx meaning falling aggregate demand does not slow AI adoption.md
index b00490c82..197046afb 100644
--- a/domains/internet-finance/AI labor displacement operates as a self-funding feedback loop because companies substitute AI for labor as OpEx not CapEx meaning falling aggregate demand does not slow AI adoption.md	
+++ b/domains/internet-finance/AI labor displacement operates as a self-funding feedback loop because companies substitute AI for labor as OpEx not CapEx meaning falling aggregate demand does not slow AI adoption.md	
@@ -6,21 +6,21 @@ confidence: experimental
 source: "Citrini Research '2028 Global Intelligence Crisis' (Feb 2026); challenged by Bloch '2028 Global Intelligence Boom' and Loeber 'Contra Citrini7'"
 created: 2026-03-05
 depends_on:
-- "[['LLMs shift investment management from economies of scale to economies of edge because AI collapses the analyst labor cost that forced funds to accumulate AUM rather than generate alpha']]"
+- "[[LLMs shift investment management from economies of scale to economies of edge because AI collapses the analyst labor cost that forced funds to accumulate AUM rather than generate alpha]]"
 challenged_by:
 - Bloch argues displaced capital gets redeployed to expansion, R&D, and new hires — making this a reallocation, not a destruction
 - Loeber argues institutional momentum and Jevons Paradox create a natural speed limit on displacement
 - "{'Citadel Securities argues technological diffusion follows S-curves (not exponentials) — slow adoption, acceleration, then plateau as marginal returns diminish. Physical constraint': 'expanding automation requires exponentially more compute, raising costs until substitution becomes uneconomical. Feb 2026 data showed software engineering demand still rising 11% YoY.'}"
 related:
-- ai powered support infrastructure enables protocol scaling without human operations headcount
-- profit wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one
-- sovereign AI tooling is a viable displacement response only for the technically sophisticated top percentile which means it cannot serve as a macro level solution to AI labor disruption
-- technological diffusion follows S curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution
+- ai-powered-support-infrastructure-enables-protocol-scaling-without-human-operations-headcount
+- profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one
+- sovereign AI tooling is a viable displacement response only for the technically sophisticated top percentile which means it cannot serve as a macro-level solution to AI labor disruption
+- technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution
 reweave_edges:
-- ai powered support infrastructure enables protocol scaling without human operations headcount|related|2026-04-17
-- profit wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one|related|2026-04-19
-- sovereign AI tooling is a viable displacement response only for the technically sophisticated top percentile which means it cannot serve as a macro level solution to AI labor disruption|related|2026-04-19
-- technological diffusion follows S curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution|related|2026-04-19
+- ai-powered-support-infrastructure-enables-protocol-scaling-without-human-operations-headcount|related|2026-04-17
+- profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one|related|2026-04-19
+- sovereign AI tooling is a viable displacement response only for the technically sophisticated top percentile which means it cannot serve as a macro-level solution to AI labor disruption|related|2026-04-19
+- technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution|related|2026-04-19
 ---
 
 # AI labor displacement operates as a self-funding feedback loop because companies substitute AI for labor as OpEx not CapEx meaning falling aggregate demand does not slow AI adoption
diff --git a/domains/internet-finance/MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale.md b/domains/internet-finance/MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale.md
index 2b5a3a5a8..70d329251 100644
--- a/domains/internet-finance/MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale.md	
+++ b/domains/internet-finance/MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale.md	
@@ -6,15 +6,15 @@ created: 2026-03-04
 confidence: likely
 source: "MetaDAO Terms of Service, Founder/Operator Legal Pack, inbox research files, web research"
 related:
-- Futarchy Labs
-- Metaplex Genesis
-- Pantera Capital
-- umia brings futarchy governance to ethereum creating the first direct cross chain competitor to metadaos solana implementation
+- futarchy-labs
+- metaplex-genesis
+- pantera-capital
+- umia-brings-futarchy-governance-to-ethereum-creating-the-first-direct-cross-chain-competitor-to-metadaos-solana-implementation
 reweave_edges:
-- Futarchy Labs|related|2026-04-18
-- Metaplex Genesis|related|2026-04-18
-- Pantera Capital|related|2026-04-19
-- umia brings futarchy governance to ethereum creating the first direct cross chain competitor to metadaos solana implementation|related|2026-04-20
+- futarchy-labs|related|2026-04-18
+- metaplex-genesis|related|2026-04-18
+- pantera-capital|related|2026-04-19
+- umia-brings-futarchy-governance-to-ethereum-creating-the-first-direct-cross-chain-competitor-to-metadaos-solana-implementation|related|2026-04-20
 ---
 
 # MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale
diff --git a/domains/internet-finance/MetaDAO oversubscription is rational capital cycling under pro-rata not governance validation.md b/domains/internet-finance/MetaDAO oversubscription is rational capital cycling under pro-rata not governance validation.md
index 35a54e644..7f32511d6 100644
--- a/domains/internet-finance/MetaDAO oversubscription is rational capital cycling under pro-rata not governance validation.md	
+++ b/domains/internet-finance/MetaDAO oversubscription is rational capital cycling under pro-rata not governance validation.md	
@@ -8,13 +8,13 @@ created: 2026-03-11
 updated: 2026-04-05
 replaces: "metadao-ico-platform-demonstrates-15x-oversubscription-validating-futarchy-governed-capital-formation.md"
 related:
-- Fixed-target ICO capital concentration creates whale dominance reflexivity risk because small contributor counts mask extreme capital distribution
+- fixed-target-ico-capital-concentration-creates-whale-dominance-reflexivity-risk-because-small-contributor-counts-mask-extreme-capital-distribution
 - Futarchy governance scaling constraint is trader sophistication not launch volume because governance markets are only as good as the people trading them
-- XP-weighted allocation in oversubscribed raises aligns ownership with prior contribution by redistributing allocation not price
+- xp-weighted-allocation-in-oversubscribed-raises-aligns-ownership-with-prior-contribution-by-redistributing-allocation-not-price
 reweave_edges:
-- Fixed-target ICO capital concentration creates whale dominance reflexivity risk because small contributor counts mask extreme capital distribution|related|2026-04-18
+- fixed-target-ico-capital-concentration-creates-whale-dominance-reflexivity-risk-because-small-contributor-counts-mask-extreme-capital-distribution|related|2026-04-18
 - Futarchy governance scaling constraint is trader sophistication not launch volume because governance markets are only as good as the people trading them|related|2026-04-19
-- XP-weighted allocation in oversubscribed raises aligns ownership with prior contribution by redistributing allocation not price|related|2026-04-20
+- xp-weighted-allocation-in-oversubscribed-raises-aligns-ownership-with-prior-contribution-by-redistributing-allocation-not-price|related|2026-04-20
 ---
 
 # MetaDAO oversubscription is rational capital cycling under pro-rata not governance validation
diff --git a/domains/internet-finance/access-friction-functions-as-a-natural-conviction-filter-in-token-launches-because-process-difficulty-selects-for-genuine-believers-while-price-friction-selects-for-wealthy-speculators.md b/domains/internet-finance/access-friction-functions-as-a-natural-conviction-filter-in-token-launches-because-process-difficulty-selects-for-genuine-believers-while-price-friction-selects-for-wealthy-speculators.md
index cd6155aa8..f9168f167 100644
--- a/domains/internet-finance/access-friction-functions-as-a-natural-conviction-filter-in-token-launches-because-process-difficulty-selects-for-genuine-believers-while-price-friction-selects-for-wealthy-speculators.md
+++ b/domains/internet-finance/access-friction-functions-as-a-natural-conviction-filter-in-token-launches-because-process-difficulty-selects-for-genuine-believers-while-price-friction-selects-for-wealthy-speculators.md
@@ -14,9 +14,9 @@ challenged_by:
 - "Survivorship bias: we only observe the friction-gated assets that succeeded. The majority of friction-gated assets (ordinals that went to zero, early DeFi protocols) produced terrible outcomes."
 - Access friction may simply correlate with early timing, and early timing in bull markets produces outsized returns regardless of friction mechanism.
 related:
-- social login and embedded fiat on ramps target the two structural barriers to mainstream crypto adoption
+- social-login-and-embedded-fiat-on-ramps-target-the-two-structural-barriers-to-mainstream-crypto-adoption
 reweave_edges:
-- social login and embedded fiat on ramps target the two structural barriers to mainstream crypto adoption|related|2026-04-19
+- social-login-and-embedded-fiat-on-ramps-target-the-two-structural-barriers-to-mainstream-crypto-adoption|related|2026-04-19
 ---
 
 # Access friction functions as a natural conviction filter in token launches because process difficulty selects for genuine believers while price friction selects for wealthy speculators
diff --git a/domains/internet-finance/ai-agent-futarchy-governance-eliminates-organizational-overhead-through-mechanism-substitution.md b/domains/internet-finance/ai-agent-futarchy-governance-eliminates-organizational-overhead-through-mechanism-substitution.md
index ce82f5071..90b2abd94 100644
--- a/domains/internet-finance/ai-agent-futarchy-governance-eliminates-organizational-overhead-through-mechanism-substitution.md
+++ b/domains/internet-finance/ai-agent-futarchy-governance-eliminates-organizational-overhead-through-mechanism-substitution.md
@@ -9,9 +9,9 @@ title: AI agent futarchy governance eliminates organizational overhead through m
 agent: rio
 scope: structural
 sourcer: "@m3taversal"
-supports: ["coin-price-is-the-fairest-objective-function-for-asset-futarchy"]
-challenges: ["futarchy-governed-DAOs-converge-on-traditional-corporate-governance-scaffolding-for-treasury-operations-because-market-mechanisms-alone-cannot-provide-operational-security-and-legal-compliance"]
-related: ["futarchy-governed-DAOs-converge-on-traditional-corporate-governance-scaffolding-for-treasury-operations-because-market-mechanisms-alone-cannot-provide-operational-security-and-legal-compliance", "MetaDAO-is-the-futarchy-launchpad-on-Solana-where-projects-raise-capital-through-unruggable-ICOs-governed-by-conditional-markets-creating-the-first-platform-for-ownership-coins-at-scale", "futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs", "futarchy is manipulation-resistant because attack attempts create profitable opportunities for defenders"]
+supports: ["coin price is the fairest objective function for asset futarchy"]
+challenges: ["futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance"]
+related: ["futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance", "MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale", "futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs", "futarchy is manipulation-resistant because attack attempts create profitable opportunities for defenders"]
 ---
 
 # AI agent futarchy governance eliminates organizational overhead through mechanism substitution because market-governed decision-making replaces committee structures that require human coordination costs
diff --git a/domains/internet-finance/aimd-congestion-control-generalizes-to-distributed-resource-allocation-because-queue-dynamics-are-structurally-identical-across-networks-and-compute-pipelines.md b/domains/internet-finance/aimd-congestion-control-generalizes-to-distributed-resource-allocation-because-queue-dynamics-are-structurally-identical-across-networks-and-compute-pipelines.md
index a55e4db2a..865234e93 100644
--- a/domains/internet-finance/aimd-congestion-control-generalizes-to-distributed-resource-allocation-because-queue-dynamics-are-structurally-identical-across-networks-and-compute-pipelines.md
+++ b/domains/internet-finance/aimd-congestion-control-generalizes-to-distributed-resource-allocation-because-queue-dynamics-are-structurally-identical-across-networks-and-compute-pipelines.md
@@ -6,12 +6,12 @@ confidence: likely
 source: "Vlahakis, Athanasopoulos et al., AIMD Scheduling and Resource Allocation in Distributed Computing Systems (2021)"
 created: 2026-03-11
 supports:
-- aimd scaling solves variable load expensive compute coordination without prediction
+- aimd-scaling-solves-variable-load-expensive-compute-coordination-without-prediction
 reweave_edges:
-- aimd scaling solves variable load expensive compute coordination without prediction|supports|2026-04-04
-- aimd worker scaling requires only queue state observation not load prediction making it simpler than ml based autoscaling|related|2026-04-04
+- aimd-scaling-solves-variable-load-expensive-compute-coordination-without-prediction|supports|2026-04-04
+- aimd-worker-scaling-requires-only-queue-state-observation-not-load-prediction-making-it-simpler-than-ml-based-autoscaling|related|2026-04-04
 related:
-- aimd worker scaling requires only queue state observation not load prediction making it simpler than ml based autoscaling
+- aimd-worker-scaling-requires-only-queue-state-observation-not-load-prediction-making-it-simpler-than-ml-based-autoscaling
 ---
 
 # AIMD congestion control generalizes to distributed resource allocation because queue dynamics are structurally identical across networks and compute pipelines
diff --git a/domains/internet-finance/aimd-converges-to-fair-resource-allocation-without-global-coordination-through-local-congestion-signals.md b/domains/internet-finance/aimd-converges-to-fair-resource-allocation-without-global-coordination-through-local-congestion-signals.md
index 320b8bf12..644a58747 100644
--- a/domains/internet-finance/aimd-converges-to-fair-resource-allocation-without-global-coordination-through-local-congestion-signals.md
+++ b/domains/internet-finance/aimd-converges-to-fair-resource-allocation-without-global-coordination-through-local-congestion-signals.md
@@ -7,11 +7,11 @@ source: "Corless, King, Shorten, Wirth (SIAM 2016) - AIMD Dynamics and Distribut
 created: 2026-03-11
 secondary_domains: [mechanisms, collective-intelligence]
 supports:
-- aimd congestion control generalizes to distributed resource allocation because queue dynamics are structurally identical across networks and compute pipelines
-- aimd scaling solves variable load expensive compute coordination without prediction
+- aimd-congestion-control-generalizes-to-distributed-resource-allocation-because-queue-dynamics-are-structurally-identical-across-networks-and-compute-pipelines
+- aimd-scaling-solves-variable-load-expensive-compute-coordination-without-prediction
 reweave_edges:
-- aimd congestion control generalizes to distributed resource allocation because queue dynamics are structurally identical across networks and compute pipelines|supports|2026-04-04
-- aimd scaling solves variable load expensive compute coordination without prediction|supports|2026-04-04
+- aimd-congestion-control-generalizes-to-distributed-resource-allocation-because-queue-dynamics-are-structurally-identical-across-networks-and-compute-pipelines|supports|2026-04-04
+- aimd-scaling-solves-variable-load-expensive-compute-coordination-without-prediction|supports|2026-04-04
 ---
 
 # AIMD converges to fair resource allocation without global coordination through local congestion signals
diff --git a/domains/internet-finance/aimd-scaling-solves-variable-load-expensive-compute-coordination-without-prediction.md b/domains/internet-finance/aimd-scaling-solves-variable-load-expensive-compute-coordination-without-prediction.md
index 9781a3be2..caabafe81 100644
--- a/domains/internet-finance/aimd-scaling-solves-variable-load-expensive-compute-coordination-without-prediction.md
+++ b/domains/internet-finance/aimd-scaling-solves-variable-load-expensive-compute-coordination-without-prediction.md
@@ -7,11 +7,11 @@ source: "Corless et al. (SIAM 2016) applied to Teleo pipeline architecture"
 created: 2026-03-11
 secondary_domains: [mechanisms, critical-systems]
 supports:
-- aimd congestion control generalizes to distributed resource allocation because queue dynamics are structurally identical across networks and compute pipelines
-- aimd worker scaling requires only queue state observation not load prediction making it simpler than ml based autoscaling
+- aimd-congestion-control-generalizes-to-distributed-resource-allocation-because-queue-dynamics-are-structurally-identical-across-networks-and-compute-pipelines
+- aimd-worker-scaling-requires-only-queue-state-observation-not-load-prediction-making-it-simpler-than-ml-based-autoscaling
 reweave_edges:
-- aimd congestion control generalizes to distributed resource allocation because queue dynamics are structurally identical across networks and compute pipelines|supports|2026-04-04
-- aimd worker scaling requires only queue state observation not load prediction making it simpler than ml based autoscaling|supports|2026-04-04
+- aimd-congestion-control-generalizes-to-distributed-resource-allocation-because-queue-dynamics-are-structurally-identical-across-networks-and-compute-pipelines|supports|2026-04-04
+- aimd-worker-scaling-requires-only-queue-state-observation-not-load-prediction-making-it-simpler-than-ml-based-autoscaling|supports|2026-04-04
 ---
 
 # AIMD scaling solves variable-load expensive-compute coordination without prediction
diff --git a/domains/internet-finance/aimd-worker-scaling-requires-only-queue-state-observation-not-load-prediction-making-it-simpler-than-ml-based-autoscaling.md b/domains/internet-finance/aimd-worker-scaling-requires-only-queue-state-observation-not-load-prediction-making-it-simpler-than-ml-based-autoscaling.md
index 55a5222ff..75d4f3af7 100644
--- a/domains/internet-finance/aimd-worker-scaling-requires-only-queue-state-observation-not-load-prediction-making-it-simpler-than-ml-based-autoscaling.md
+++ b/domains/internet-finance/aimd-worker-scaling-requires-only-queue-state-observation-not-load-prediction-making-it-simpler-than-ml-based-autoscaling.md
@@ -6,12 +6,12 @@ confidence: experimental
 source: "Vlahakis, Athanasopoulos et al., AIMD Scheduling (2021), applied to Teleo pipeline context"
 created: 2026-03-11
 related:
-- aimd congestion control generalizes to distributed resource allocation because queue dynamics are structurally identical across networks and compute pipelines
+- aimd-congestion-control-generalizes-to-distributed-resource-allocation-because-queue-dynamics-are-structurally-identical-across-networks-and-compute-pipelines
 reweave_edges:
-- aimd congestion control generalizes to distributed resource allocation because queue dynamics are structurally identical across networks and compute pipelines|related|2026-04-04
-- aimd scaling solves variable load expensive compute coordination without prediction|supports|2026-04-04
+- aimd-congestion-control-generalizes-to-distributed-resource-allocation-because-queue-dynamics-are-structurally-identical-across-networks-and-compute-pipelines|related|2026-04-04
+- aimd-scaling-solves-variable-load-expensive-compute-coordination-without-prediction|supports|2026-04-04
 supports:
-- aimd scaling solves variable load expensive compute coordination without prediction
+- aimd-scaling-solves-variable-load-expensive-compute-coordination-without-prediction
 ---
 
 # AIMD worker scaling requires only queue state observation not load prediction making it simpler than ML-based autoscaling
diff --git a/domains/internet-finance/amm-futarchy-bootstraps-liquidity-through-high-fee-incentives-and-required-proposer-initial-liquidity-creating-self-reinforcing-depth.md b/domains/internet-finance/amm-futarchy-bootstraps-liquidity-through-high-fee-incentives-and-required-proposer-initial-liquidity-creating-self-reinforcing-depth.md
index 9bc0fbda6..16f0e20d1 100644
--- a/domains/internet-finance/amm-futarchy-bootstraps-liquidity-through-high-fee-incentives-and-required-proposer-initial-liquidity-creating-self-reinforcing-depth.md
+++ b/domains/internet-finance/amm-futarchy-bootstraps-liquidity-through-high-fee-incentives-and-required-proposer-initial-liquidity-creating-self-reinforcing-depth.md
@@ -6,12 +6,12 @@ confidence: experimental
 source: "MetaDAO AMM proposal by joebuild, 2024-01-24"
 created: 2024-01-24
 related:
-- amm futarchy reduces state rent costs from 135 225 sol annually to near zero by replacing clob market pairs
-- high fee amms create lp incentive and manipulation deterrent simultaneously by making passive provision profitable and active trading expensive
+- amm-futarchy-reduces-state-rent-costs-from-135-225-sol-annually-to-near-zero-by-replacing-clob-market-pairs
+- high-fee-amms-create-lp-incentive-and-manipulation-deterrent-simultaneously-by-making-passive-provision-profitable-and-active-trading-expensive
 - Reclaimable OpenBook market rent reduces futarchy proposal friction because the ~4 SOL creation cost previously deterred marginal proposals
 reweave_edges:
-- amm futarchy reduces state rent costs from 135 225 sol annually to near zero by replacing clob market pairs|related|2026-04-04
-- high fee amms create lp incentive and manipulation deterrent simultaneously by making passive provision profitable and active trading expensive|related|2026-04-18
+- amm-futarchy-reduces-state-rent-costs-from-135-225-sol-annually-to-near-zero-by-replacing-clob-market-pairs|related|2026-04-04
+- high-fee-amms-create-lp-incentive-and-manipulation-deterrent-simultaneously-by-making-passive-provision-profitable-and-active-trading-expensive|related|2026-04-18
 - Reclaimable OpenBook market rent reduces futarchy proposal friction because the ~4 SOL creation cost previously deterred marginal proposals|related|2026-04-19
 ---
 
diff --git a/domains/internet-finance/amm-futarchy-reduces-state-rent-costs-by-99-percent-versus-clob-by-eliminating-orderbook-storage-requirements.md b/domains/internet-finance/amm-futarchy-reduces-state-rent-costs-by-99-percent-versus-clob-by-eliminating-orderbook-storage-requirements.md
index ddf160424..7d836ab78 100644
--- a/domains/internet-finance/amm-futarchy-reduces-state-rent-costs-by-99-percent-versus-clob-by-eliminating-orderbook-storage-requirements.md
+++ b/domains/internet-finance/amm-futarchy-reduces-state-rent-costs-by-99-percent-versus-clob-by-eliminating-orderbook-storage-requirements.md
@@ -6,9 +6,9 @@ confidence: likely
 source: "MetaDAO proposal CF9QUBS251FnNGZHLJ4WbB2CVRi5BtqJbCqMi47NX1PG, 2024-01-24"
 created: 2026-03-11
 supports:
-- amm futarchy reduces state rent costs from 135 225 sol annually to near zero by replacing clob market pairs
+- amm-futarchy-reduces-state-rent-costs-from-135-225-sol-annually-to-near-zero-by-replacing-clob-market-pairs
 reweave_edges:
-- amm futarchy reduces state rent costs from 135 225 sol annually to near zero by replacing clob market pairs|supports|2026-04-04
+- amm-futarchy-reduces-state-rent-costs-from-135-225-sol-annually-to-near-zero-by-replacing-clob-market-pairs|supports|2026-04-04
 - Reclaimable OpenBook market rent reduces futarchy proposal friction because the ~4 SOL creation cost previously deterred marginal proposals|related|2026-04-19
 related:
 - Reclaimable OpenBook market rent reduces futarchy proposal friction because the ~4 SOL creation cost previously deterred marginal proposals
diff --git a/domains/internet-finance/amm-futarchy-reduces-state-rent-costs-from-135-225-sol-annually-to-near-zero-by-replacing-clob-market-pairs.md b/domains/internet-finance/amm-futarchy-reduces-state-rent-costs-from-135-225-sol-annually-to-near-zero-by-replacing-clob-market-pairs.md
index 868bba4dd..9ba3a568e 100644
--- a/domains/internet-finance/amm-futarchy-reduces-state-rent-costs-from-135-225-sol-annually-to-near-zero-by-replacing-clob-market-pairs.md
+++ b/domains/internet-finance/amm-futarchy-reduces-state-rent-costs-from-135-225-sol-annually-to-near-zero-by-replacing-clob-market-pairs.md
@@ -6,10 +6,10 @@ confidence: proven
 source: "MetaDAO proposal by joebuild, 2024-01-24"
 created: 2024-01-24
 supports:
-- amm futarchy reduces state rent costs by 99 percent versus clob by eliminating orderbook storage requirements
+- amm-futarchy-reduces-state-rent-costs-by-99-percent-versus-clob-by-eliminating-orderbook-storage-requirements
 - Reclaimable OpenBook market rent reduces futarchy proposal friction because the ~4 SOL creation cost previously deterred marginal proposals
 reweave_edges:
-- amm futarchy reduces state rent costs by 99 percent versus clob by eliminating orderbook storage requirements|supports|2026-04-04
+- amm-futarchy-reduces-state-rent-costs-by-99-percent-versus-clob-by-eliminating-orderbook-storage-requirements|supports|2026-04-04
 - Reclaimable OpenBook market rent reduces futarchy proposal friction because the ~4 SOL creation cost previously deterred marginal proposals|supports|2026-04-19
 ---
 
diff --git a/domains/internet-finance/archer-exchange-implements-dedicated-writable-only-order-books-per-market-maker-enabling-permissionless-on-chain-matching.md b/domains/internet-finance/archer-exchange-implements-dedicated-writable-only-order-books-per-market-maker-enabling-permissionless-on-chain-matching.md
index f18eacbfb..9c2f006d7 100644
--- a/domains/internet-finance/archer-exchange-implements-dedicated-writable-only-order-books-per-market-maker-enabling-permissionless-on-chain-matching.md
+++ b/domains/internet-finance/archer-exchange-implements-dedicated-writable-only-order-books-per-market-maker-enabling-permissionless-on-chain-matching.md
@@ -6,10 +6,10 @@ confidence: experimental
 source: "Dhrumil (@mmdhrumil), Archer Exchange co-founder, X archive 2026-03-09"
 created: 2026-03-11
 supports:
-- Archer Exchange
+- archer-exchange
 - Dhrumil
 reweave_edges:
-- Archer Exchange|supports|2026-04-04
+- archer-exchange|supports|2026-04-04
 - Dhrumil|supports|2026-04-18
 ---
 
@@ -24,7 +24,7 @@ Dhrumil describes this as "fully on-chain matching" with "dedicated, writable-on
 The design was explicitly "inspired by observation that 'prop AMMs did extremely well'" — suggesting that giving market makers dedicated state control (similar to how proprietary AMM pools control their own liquidity) enables better performance than shared order book architectures.
 
 ## Evidence
-- Archer Exchange architecture: dedicated per-MM order books, on-chain matching, competitive quotes
+- archer-exchange architecture: dedicated per-MM order books, on-chain matching, competitive quotes
 - Design rationale: "prop AMMs did extremely well" observation driving architecture decisions
 - Positioning: infrastructure layer for Solana DeFi execution quality
 - Source: Direct statement from co-founder on architecture and design philosophy
diff --git a/domains/internet-finance/cftc-anprm-comment-record-lacks-futarchy-governance-market-distinction-creating-default-gambling-framework.md b/domains/internet-finance/cftc-anprm-comment-record-lacks-futarchy-governance-market-distinction-creating-default-gambling-framework.md
index 3619a4bf6..5f41d8952 100644
--- a/domains/internet-finance/cftc-anprm-comment-record-lacks-futarchy-governance-market-distinction-creating-default-gambling-framework.md
+++ b/domains/internet-finance/cftc-anprm-comment-record-lacks-futarchy-governance-market-distinction-creating-default-gambling-framework.md
@@ -10,7 +10,7 @@ agent: rio
 scope: structural
 sourcer: Federal Register / Gambling Insider / Law Firm Analyses
 related_claims: ["[[futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires]]", "futarchy is manipulation-resistant because attack attempts create profitable opportunities for defenders", "[[futarchy solves trustless joint ownership not just better decision-making]]"]
-supports: ["Futarchy governance markets risk regulatory capture by anti-gambling frameworks because event betting and organizational governance use cases are conflated in current policy discourse", "Retail mobilization against prediction markets creates asymmetric regulatory input because anti-gambling advocates dominate comment periods while governance market proponents remain silent"]
+supports: ["Futarchy governance markets risk regulatory capture by anti-gambling frameworks because event betting and organizational governance use cases are conflated in current policy discourse", "retail-mobilization-against-prediction-markets-creates-asymmetric-regulatory-input-because-anti-gambling-advocates-dominate-comment-periods-while-governance-market-proponents-remain-silent"]
 reweave_edges: ["Futarchy governance markets risk regulatory capture by anti-gambling frameworks because event betting and organizational governance use cases are conflated in current policy discourse|supports|2026-04-18", "Retail mobilization against prediction markets creates asymmetric regulatory input because anti-gambling advocates dominate comment periods while governance market proponents remain silent|supports|2026-04-19"]
 related: ["cftc-anprm-comment-record-lacks-futarchy-governance-market-distinction-creating-default-gambling-framework", "retail-mobilization-against-prediction-markets-creates-asymmetric-regulatory-input-because-anti-gambling-advocates-dominate-comment-periods-while-governance-market-proponents-remain-silent", "futarchy-governance-markets-risk-regulatory-capture-by-anti-gambling-frameworks-because-the-event-betting-and-organizational-governance-use-cases-are-conflated-in-current-policy-discourse"]
 ---
diff --git a/domains/internet-finance/cftc-multi-state-litigation-represents-qualitative-shift-from-regulatory-drafting-to-active-jurisdictional-defense.md b/domains/internet-finance/cftc-multi-state-litigation-represents-qualitative-shift-from-regulatory-drafting-to-active-jurisdictional-defense.md
index c90878838..edf68e630 100644
--- a/domains/internet-finance/cftc-multi-state-litigation-represents-qualitative-shift-from-regulatory-drafting-to-active-jurisdictional-defense.md
+++ b/domains/internet-finance/cftc-multi-state-litigation-represents-qualitative-shift-from-regulatory-drafting-to-active-jurisdictional-defense.md
@@ -9,7 +9,7 @@ title: The CFTC's multi-state litigation posture represents a qualitative shift
 agent: rio
 scope: functional
 sourcer: CNBC
-supports: ["Executive branch offensive litigation creates preemption through simultaneous multi-state suits not defensive case-law"]
+supports: ["executive-branch-offensive-litigation-creates-preemption-through-simultaneous-multi-state-suits-not-defensive-case-law"]
 related: ["Democratic demand for CFTC enforcement of existing war-bet rules creates a regulatory dilemma where enforcing expands offshore jurisdiction while refusing creates political ammunition", "cftc-multi-state-litigation-represents-qualitative-shift-from-regulatory-drafting-to-active-jurisdictional-defense", "executive-branch-offensive-litigation-creates-preemption-through-simultaneous-multi-state-suits-not-defensive-case-law"]
 reweave_edges: ["Democratic demand for CFTC enforcement of existing war-bet rules creates a regulatory dilemma where enforcing expands offshore jurisdiction while refusing creates political ammunition|related|2026-04-18", "Executive branch offensive litigation creates preemption through simultaneous multi-state suits not defensive case-law|supports|2026-04-18"]
 ---
diff --git a/domains/internet-finance/conditional-decision-markets-are-structurally-biased-toward-selection-correlations-rather-than-causal-policy-effects.md b/domains/internet-finance/conditional-decision-markets-are-structurally-biased-toward-selection-correlations-rather-than-causal-policy-effects.md
index b992caa40..1566f56f4 100644
--- a/domains/internet-finance/conditional-decision-markets-are-structurally-biased-toward-selection-correlations-rather-than-causal-policy-effects.md
+++ b/domains/internet-finance/conditional-decision-markets-are-structurally-biased-toward-selection-correlations-rather-than-causal-policy-effects.md
@@ -12,19 +12,19 @@ sourcer: Nicolas Rasmont
 related_claims: ["[[coin price is the fairest objective function for asset futarchy]]", "[[futarchy enables trustless joint ownership by forcing dissenters to be bought out through pass markets]]", "[[decision markets make majority theft unprofitable through conditional token arbitrage]]", "[[called-off bets enable conditional estimates without requiring counterfactual verification]]"]
 supports:
 - Advisory futarchy avoids selection distortion by decoupling prediction from execution because non-binding markets cannot create the approval-signals-prosperity correlation that Rasmont identifies
-- Nicolas Rasmont
+- nicolas-rasmont
 reweave_edges:
 - Advisory futarchy avoids selection distortion by decoupling prediction from execution because non-binding markets cannot create the approval-signals-prosperity correlation that Rasmont identifies|supports|2026-04-17
 - Conditional decision market selection bias is mitigatable through decision-maker market participation, timing transparency, and low-rate random rejection without requiring structural redesign|related|2026-04-18
 - Hanson's decision-selection-bias solution requires decision-makers to trade in markets to reveal private information and approximately 5 percent random rejection of otherwise-approved proposals|challenges|2026-04-18
-- Mikhail Samin|related|2026-04-18
-- Nicolas Rasmont|supports|2026-04-18
+- mikhail-samin|related|2026-04-18
+- nicolas-rasmont|supports|2026-04-18
 - Post-hoc randomization requires implausibly high implementation rates (50%+) to overcome selection bias in futarchy|related|2026-04-19
 challenges:
 - Hanson's decision-selection-bias solution requires decision-makers to trade in markets to reveal private information and approximately 5 percent random rejection of otherwise-approved proposals
 related:
 - Conditional decision market selection bias is mitigatable through decision-maker market participation, timing transparency, and low-rate random rejection without requiring structural redesign
-- Mikhail Samin
+- mikhail-samin
 - Post-hoc randomization requires implausibly high implementation rates (50%+) to overcome selection bias in futarchy
 ---
 
diff --git a/domains/internet-finance/constant-rate-approximation-of-time-varying-arrivals-causes-systematic-staffing-errors.md b/domains/internet-finance/constant-rate-approximation-of-time-varying-arrivals-causes-systematic-staffing-errors.md
index 5eb6a8045..7e36cbcdb 100644
--- a/domains/internet-finance/constant-rate-approximation-of-time-varying-arrivals-causes-systematic-staffing-errors.md
+++ b/domains/internet-finance/constant-rate-approximation-of-time-varying-arrivals-causes-systematic-staffing-errors.md
@@ -6,11 +6,11 @@ confidence: proven
 source: "Liu et al. (NC State), 'Modeling and Simulation of Nonstationary Non-Poisson Arrival Processes' (2019)"
 created: 2026-03-11
 supports:
-- non stationary service systems require dynamic worker allocation because fixed staffing wastes capacity during low demand and creates bottlenecks during peaks
-- time varying arrival rates require dynamic staffing not constant max workers
+- non-stationary-service-systems-require-dynamic-worker-allocation-because-fixed-staffing-wastes-capacity-during-low-demand-and-creates-bottlenecks-during-peaks
+- time-varying-arrival-rates-require-dynamic-staffing-not-constant-max-workers
 reweave_edges:
-- non stationary service systems require dynamic worker allocation because fixed staffing wastes capacity during low demand and creates bottlenecks during peaks|supports|2026-04-18
-- time varying arrival rates require dynamic staffing not constant max workers|supports|2026-04-20
+- non-stationary-service-systems-require-dynamic-worker-allocation-because-fixed-staffing-wastes-capacity-during-low-demand-and-creates-bottlenecks-during-peaks|supports|2026-04-18
+- time-varying-arrival-rates-require-dynamic-staffing-not-constant-max-workers|supports|2026-04-20
 ---
 
 # Constant rate approximation of time-varying arrivals causes systematic staffing errors
diff --git a/domains/internet-finance/consumer-crypto-adoption-requires-apps-optimized-for-earning-and-belonging-not-speculation.md b/domains/internet-finance/consumer-crypto-adoption-requires-apps-optimized-for-earning-and-belonging-not-speculation.md
index bd4e0381a..1a78009e9 100644
--- a/domains/internet-finance/consumer-crypto-adoption-requires-apps-optimized-for-earning-and-belonging-not-speculation.md
+++ b/domains/internet-finance/consumer-crypto-adoption-requires-apps-optimized-for-earning-and-belonging-not-speculation.md
@@ -15,10 +15,10 @@ created: 2025-03-28
 supports:
 - "Sanctum: Should Sanctum build a Sanctum Mobile App (Wonder)?"
 related:
-- social login and embedded fiat on ramps target the two structural barriers to mainstream crypto adoption
+- social-login-and-embedded-fiat-on-ramps-target-the-two-structural-barriers-to-mainstream-crypto-adoption
 reweave_edges:
 - "Sanctum: Should Sanctum build a Sanctum Mobile App (Wonder)?|supports|2026-04-19"
-- social login and embedded fiat on ramps target the two structural barriers to mainstream crypto adoption|related|2026-04-19
+- social-login-and-embedded-fiat-on-ramps-target-the-two-structural-barriers-to-mainstream-crypto-adoption|related|2026-04-19
 ---
 
 # Consumer crypto adoption requires apps optimized for earning and belonging, not speculation
diff --git a/domains/internet-finance/cryptographic-stake-weighted-trust-enables-autonomous-agent-coordination-in-objectively-verifiable-domains-because-agentrank-adapts-pagerank-to-computational-contribution.md b/domains/internet-finance/cryptographic-stake-weighted-trust-enables-autonomous-agent-coordination-in-objectively-verifiable-domains-because-agentrank-adapts-pagerank-to-computational-contribution.md
index 2a04529dd..0290d632f 100644
--- a/domains/internet-finance/cryptographic-stake-weighted-trust-enables-autonomous-agent-coordination-in-objectively-verifiable-domains-because-agentrank-adapts-pagerank-to-computational-contribution.md
+++ b/domains/internet-finance/cryptographic-stake-weighted-trust-enables-autonomous-agent-coordination-in-objectively-verifiable-domains-because-agentrank-adapts-pagerank-to-computational-contribution.md
@@ -17,10 +17,10 @@ challenged_by:
 - Computational stake may create plutocratic dynamics where GPU-rich agents dominate rankings regardless of experiment quality.
 supports:
 - Hyperspace
-- cryptographic agent trust ratings enable meta monitoring of AI feedback systems because persistent auditable reputation scores detect degrading review quality before it causes knowledge base corruption
+- cryptographic agent trust ratings enable meta-monitoring of AI feedback systems because persistent auditable reputation scores detect degrading review quality before it causes knowledge base corruption
 reweave_edges:
 - Hyperspace|supports|2026-04-18
-- cryptographic agent trust ratings enable meta monitoring of AI feedback systems because persistent auditable reputation scores detect degrading review quality before it causes knowledge base corruption|supports|2026-04-19
+- cryptographic agent trust ratings enable meta-monitoring of AI feedback systems because persistent auditable reputation scores detect degrading review quality before it causes knowledge base corruption|supports|2026-04-19
 ---
 
 # Cryptographic stake-weighted trust enables autonomous agent coordination in objectively-verifiable domains because AgentRank adapts PageRank to computational contribution
diff --git a/domains/internet-finance/cryptos primary use case is capital formation not payments or store of value because permissionless token issuance solves the fundraising bottleneck that solo founders and small teams face.md b/domains/internet-finance/cryptos primary use case is capital formation not payments or store of value because permissionless token issuance solves the fundraising bottleneck that solo founders and small teams face.md
index dfda7656c..8f7c58a34 100644
--- a/domains/internet-finance/cryptos primary use case is capital formation not payments or store of value because permissionless token issuance solves the fundraising bottleneck that solo founders and small teams face.md	
+++ b/domains/internet-finance/cryptos primary use case is capital formation not payments or store of value because permissionless token issuance solves the fundraising bottleneck that solo founders and small teams face.md	
@@ -12,9 +12,9 @@ challenged_by:
 - Stablecoin volume ($200B+ monthly) dwarfs token launch volume, suggesting payments IS the primary use case by revealed preference
 - Bitcoin's $1T+ market cap as store of value suggests digital gold IS the primary use case by capital allocation
 related:
-- Shayon Sengupta
+- shayon-sengupta
 reweave_edges:
-- Shayon Sengupta|related|2026-04-19
+- shayon-sengupta|related|2026-04-19
 ---
 
 # Cryptos primary use case is capital formation not payments or store of value because permissionless token issuance solves the fundraising bottleneck that solo founders and small teams face
diff --git a/domains/internet-finance/curated-metadao-icos-achieved-higher-committed-capital-than-permissionless-launches-through-pre-launch-validation.md b/domains/internet-finance/curated-metadao-icos-achieved-higher-committed-capital-than-permissionless-launches-through-pre-launch-validation.md
index 2db7836c1..676b2816b 100644
--- a/domains/internet-finance/curated-metadao-icos-achieved-higher-committed-capital-than-permissionless-launches-through-pre-launch-validation.md
+++ b/domains/internet-finance/curated-metadao-icos-achieved-higher-committed-capital-than-permissionless-launches-through-pre-launch-validation.md
@@ -11,7 +11,7 @@ scope: causal
 sourcer: "@m3taversal"
 supports: ["permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"]
 challenges: ["futardio-cult-raised-11-4-million-in-one-day-through-futarchy-governed-meme-coin-launch"]
-related: ["futardio-cult-raised-11-4-million-in-one-day-through-futarchy-governed-meme-coin-launch", "metadao-oversubscription-is-rational-capital-cycling-under-pro-rata-not-governance-validation", "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms", "MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale", "internet capital markets compress fundraising from months to days because permissionless raises eliminate gatekeepers while futarchy replaces due diligence bottlenecks with real-time market pricing"]
+related: ["futardio-cult-raised-11-4-million-in-one-day-through-futarchy-governed-meme-coin-launch", "MetaDAO oversubscription is rational capital cycling under pro-rata not governance validation", "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms", "MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale", "internet capital markets compress fundraising from months to days because permissionless raises eliminate gatekeepers while futarchy replaces due diligence bottlenecks with real-time market pricing"]
 ---
 
 # Curated MetaDAO ICOs achieved higher committed capital than permissionless launches through pre-launch validation
diff --git a/domains/internet-finance/current productivity statistics cannot distinguish AI impact from noise because measurement resolution is too low and adoption too early for macro attribution.md b/domains/internet-finance/current productivity statistics cannot distinguish AI impact from noise because measurement resolution is too low and adoption too early for macro attribution.md
index 016739262..297d5f7c0 100644
--- a/domains/internet-finance/current productivity statistics cannot distinguish AI impact from noise because measurement resolution is too low and adoption too early for macro attribution.md	
+++ b/domains/internet-finance/current productivity statistics cannot distinguish AI impact from noise because measurement resolution is too low and adoption too early for macro attribution.md	
@@ -6,12 +6,12 @@ confidence: likely
 source: "Noah Smith 'Roundup #78: Roboliberalism' (Feb 2026, Noahopinion); cites Brynjolfsson (Stanford), Gimbel (counter), Imas (J-curve), Yotzov survey (6000 executives)"
 created: 2026-03-06
 challenges:
-- [['internet finance generates 50 to 100 basis points of additional annual GDP growth by unlocking capital allocation to previously inaccessible assets and eliminating intermediation friction']]
+- [[internet finance generates 50 to 100 basis points of additional annual GDP growth by unlocking capital allocation to previously inaccessible assets and eliminating intermediation friction]]
 - [[internet finance generates 50 to 100 basis points of additional annual GDP growth by unlocking capital allocation to previously inaccessible assets and eliminating intermediation friction]]
 related:
-- macro AI productivity gains remain statistically undetectable despite clear micro level benefits because coordination costs verification tax and workslop absorb individual level improvements before they reach aggregate measures
+- macro AI productivity gains remain statistically undetectable despite clear micro-level benefits because coordination costs verification tax and workslop absorb individual-level improvements before they reach aggregate measures
 reweave_edges:
-- macro AI productivity gains remain statistically undetectable despite clear micro level benefits because coordination costs verification tax and workslop absorb individual level improvements before they reach aggregate measures|related|2026-04-06
+- macro AI productivity gains remain statistically undetectable despite clear micro-level benefits because coordination costs verification tax and workslop absorb individual-level improvements before they reach aggregate measures|related|2026-04-06
 ---
 
 # current productivity statistics cannot distinguish AI impact from noise because measurement resolution is too low and adoption too early for macro attribution
diff --git a/domains/internet-finance/dcm-field-preemption-protects-all-contracts-on-registered-platforms-regardless-of-type.md b/domains/internet-finance/dcm-field-preemption-protects-all-contracts-on-registered-platforms-regardless-of-type.md
index 8afdbafe3..6e45db678 100644
--- a/domains/internet-finance/dcm-field-preemption-protects-all-contracts-on-registered-platforms-regardless-of-type.md
+++ b/domains/internet-finance/dcm-field-preemption-protects-all-contracts-on-registered-platforms-regardless-of-type.md
@@ -9,7 +9,7 @@ title: DCM field preemption protects all contracts on registered platforms regar
 agent: rio
 scope: structural
 sourcer: CNBC
-related: ["futarchy-governed-entities-are-structurally-not-securities-because-prediction-market-participation-replaces-the-concentrated-promoter-effort-that-the-howey-test-requires", "cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets", "third-circuit-ruling-creates-first-federal-appellate-precedent-for-cftc-preemption-of-state-gambling-laws"]
+related: ["futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires", "cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets", "third-circuit-ruling-creates-first-federal-appellate-precedent-for-cftc-preemption-of-state-gambling-laws"]
 ---
 
 # DCM field preemption protects all contracts on registered platforms regardless of contract type because the 3rd Circuit interprets CEA preemption as applying to the trading activity itself not individual contract authorization
diff --git a/domains/internet-finance/decision markets make majority theft unprofitable through conditional token arbitrage.md b/domains/internet-finance/decision markets make majority theft unprofitable through conditional token arbitrage.md
index 854240166..651e35175 100644
--- a/domains/internet-finance/decision markets make majority theft unprofitable through conditional token arbitrage.md	
+++ b/domains/internet-finance/decision markets make majority theft unprofitable through conditional token arbitrage.md	
@@ -7,11 +7,9 @@ source: "Heavey, Futarchy as Trustless Joint Ownership (2024)"
 confidence: proven
 tradition: "futarchy, mechanism design, DAO governance"
 related:
-- DeFi insurance hybrid claims assessment routes clear exploits to automation and ambiguous disputes to governance, resolving the speed-fairness tradeoff
-- MetaDAO futarchy has a perfect OTC pricing record rejecting every below market deal and accepting every at or above market deal across 9 documented proposals
+- defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff
 reweave_edges:
-- DeFi insurance hybrid claims assessment routes clear exploits to automation and ambiguous disputes to governance, resolving the speed-fairness tradeoff|related|2026-04-18
-- MetaDAO futarchy has a perfect OTC pricing record rejecting every below market deal and accepting every at or above market deal across 9 documented proposals|related|2026-04-21
+- defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff|related|2026-04-18
 ---
 
 Decision markets create a mechanism where attempting to steal from minority holders becomes a losing trade. The four conditional tokens (fABC, pABC, pUSD, fUSD) establish a constraint: for a treasury-raiding proposal to pass, pABC/pUSD must trade higher than fABC/fUSD. But from any rational perspective, 1 fABC is worth 1 ABC (DAO continues normally) while 1 pABC is worth 0 (DAO becomes empty after raid).
diff --git a/domains/internet-finance/domain-expertise-loses-to-trading-skill-in-futarchy-markets-because-prediction-accuracy-requires-calibration-not-just-knowledge.md b/domains/internet-finance/domain-expertise-loses-to-trading-skill-in-futarchy-markets-because-prediction-accuracy-requires-calibration-not-just-knowledge.md
index a023344d1..e86d1e950 100644
--- a/domains/internet-finance/domain-expertise-loses-to-trading-skill-in-futarchy-markets-because-prediction-accuracy-requires-calibration-not-just-knowledge.md
+++ b/domains/internet-finance/domain-expertise-loses-to-trading-skill-in-futarchy-markets-because-prediction-accuracy-requires-calibration-not-just-knowledge.md
@@ -11,10 +11,10 @@ challenges:
 related:
 - insider-trading-in-futarchy-improves-governance-by-accelerating-ground-truth-incorporation-into-conditional-markets
 - Advisory futarchy avoids selection distortion by decoupling prediction from execution because non-binding markets cannot create the approval-signals-prosperity correlation that Rasmont identifies
-- play money futarchy attracts participation but produces uncalibrated predictions because absence of downside risk removes selection pressure
+- play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure
 reweave_edges:
 - Advisory futarchy avoids selection distortion by decoupling prediction from execution because non-binding markets cannot create the approval-signals-prosperity correlation that Rasmont identifies|related|2026-04-17
-- play money futarchy attracts participation but produces uncalibrated predictions because absence of downside risk removes selection pressure|related|2026-04-19
+- play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure|related|2026-04-19
 ---
 
 # Domain expertise loses to trading skill in futarchy markets because prediction accuracy requires calibration not just knowledge
diff --git a/domains/internet-finance/early AI adoption increases firm productivity without reducing employment suggesting capital deepening not labor replacement as the dominant mechanism.md b/domains/internet-finance/early AI adoption increases firm productivity without reducing employment suggesting capital deepening not labor replacement as the dominant mechanism.md
index 37b191191..6610dd019 100644
--- a/domains/internet-finance/early AI adoption increases firm productivity without reducing employment suggesting capital deepening not labor replacement as the dominant mechanism.md	
+++ b/domains/internet-finance/early AI adoption increases firm productivity without reducing employment suggesting capital deepening not labor replacement as the dominant mechanism.md	
@@ -6,17 +6,17 @@ confidence: experimental
 source: "Aldasoro et al (BIS), cited in Noah Smith 'Roundup #78: Roboliberalism' (Feb 2026, Noahopinion); EU firm-level data"
 created: 2026-03-06
 challenges:
-- "[['AI labor displacement operates as a self-funding feedback loop because companies substitute AI for labor as OpEx not CapEx meaning falling aggregate demand does not slow AI adoption']]"
+- "[[AI labor displacement operates as a self-funding feedback loop because companies substitute AI for labor as OpEx not CapEx meaning falling aggregate demand does not slow AI adoption]]"
 related:
-- macro AI productivity gains remain statistically undetectable despite clear micro level benefits because coordination costs verification tax and workslop absorb individual level improvements before they reach aggregate measures
+- macro AI productivity gains remain statistically undetectable despite clear micro-level benefits because coordination costs verification tax and workslop absorb individual-level improvements before they reach aggregate measures
 - Does AI substitute for human labor or complement it — and at what phase does the pattern shift?
-- ai powered support infrastructure enables protocol scaling without human operations headcount
-- technological diffusion follows S curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution
+- ai-powered-support-infrastructure-enables-protocol-scaling-without-human-operations-headcount
+- technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution
 reweave_edges:
-- macro AI productivity gains remain statistically undetectable despite clear micro level benefits because coordination costs verification tax and workslop absorb individual level improvements before they reach aggregate measures|related|2026-04-06
+- macro AI productivity gains remain statistically undetectable despite clear micro-level benefits because coordination costs verification tax and workslop absorb individual-level improvements before they reach aggregate measures|related|2026-04-06
 - Does AI substitute for human labor or complement it — and at what phase does the pattern shift?|related|2026-04-17
-- ai powered support infrastructure enables protocol scaling without human operations headcount|related|2026-04-17
-- technological diffusion follows S curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution|related|2026-04-19
+- ai-powered-support-infrastructure-enables-protocol-scaling-without-human-operations-headcount|related|2026-04-17
+- technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution|related|2026-04-19
 ---
 
 # early AI adoption increases firm productivity without reducing employment suggesting capital deepening not labor replacement as the dominant mechanism
diff --git a/domains/internet-finance/expert staking in Living Capital uses Numerai-style bounded burns for performance and escalating dispute bonds for fraud creating accountability without deterring participation.md b/domains/internet-finance/expert staking in Living Capital uses Numerai-style bounded burns for performance and escalating dispute bonds for fraud creating accountability without deterring participation.md
index 22e5aa999..145b41ff9 100644
--- a/domains/internet-finance/expert staking in Living Capital uses Numerai-style bounded burns for performance and escalating dispute bonds for fraud creating accountability without deterring participation.md	
+++ b/domains/internet-finance/expert staking in Living Capital uses Numerai-style bounded burns for performance and escalating dispute bonds for fraud creating accountability without deterring participation.md	
@@ -7,9 +7,9 @@ confidence: experimental
 source: "Numerai, Augur, UMA, EigenLayer, a16z cryptoeconomics, STAKESURE, Feb 2026"
 tradition: "Mechanism design"
 related:
-- Protocol-specific first-loss staking creates stronger DeFi insurance underwriting incentives than socialized coverage pools because stakers bear concentrated losses on protocols they select
+- protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select
 reweave_edges:
-- Protocol-specific first-loss staking creates stronger DeFi insurance underwriting incentives than socialized coverage pools because stakers bear concentrated losses on protocols they select|related|2026-04-19
+- protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select|related|2026-04-19
 ---
 
 # expert staking in Living Capital uses Numerai-style bounded burns for performance and escalating dispute bonds for fraud creating accountability without deterring participation
diff --git a/domains/internet-finance/fiat-onramp-conversion-rates-are-under-10-percent-creating-structural-bottleneck-for-crypto-adoption.md b/domains/internet-finance/fiat-onramp-conversion-rates-are-under-10-percent-creating-structural-bottleneck-for-crypto-adoption.md
index cdc59209d..9b7a690bf 100644
--- a/domains/internet-finance/fiat-onramp-conversion-rates-are-under-10-percent-creating-structural-bottleneck-for-crypto-adoption.md
+++ b/domains/internet-finance/fiat-onramp-conversion-rates-are-under-10-percent-creating-structural-bottleneck-for-crypto-adoption.md
@@ -10,9 +10,9 @@ agent: rio
 scope: structural
 sourcer: Shayon Sengupta
 related:
-- social login and embedded fiat on ramps target the two structural barriers to mainstream crypto adoption
+- social-login-and-embedded-fiat-on-ramps-target-the-two-structural-barriers-to-mainstream-crypto-adoption
 reweave_edges:
-- social login and embedded fiat on ramps target the two structural barriers to mainstream crypto adoption|related|2026-04-19
+- social-login-and-embedded-fiat-on-ramps-target-the-two-structural-barriers-to-mainstream-crypto-adoption|related|2026-04-19
 ---
 
 # Fiat onramp conversion rates under 10 percent create a structural bottleneck for crypto adoption because payment verification and fraud prevention remain unsolved at scale
diff --git a/domains/internet-finance/fixed-target-ico-capital-concentration-creates-whale-dominance-reflexivity-risk-because-small-contributor-counts-mask-extreme-capital-distribution.md b/domains/internet-finance/fixed-target-ico-capital-concentration-creates-whale-dominance-reflexivity-risk-because-small-contributor-counts-mask-extreme-capital-distribution.md
index 7d9c42cea..24e73e822 100644
--- a/domains/internet-finance/fixed-target-ico-capital-concentration-creates-whale-dominance-reflexivity-risk-because-small-contributor-counts-mask-extreme-capital-distribution.md
+++ b/domains/internet-finance/fixed-target-ico-capital-concentration-creates-whale-dominance-reflexivity-risk-because-small-contributor-counts-mask-extreme-capital-distribution.md
@@ -10,8 +10,8 @@ agent: rio
 scope: structural
 sourcer: "@jussy_world"
 supports: ["ico-whale-concentration-creates-reflexive-governance-risk-through-conditional-market-manipulation"]
-challenges: ["metadao-oversubscription-is-rational-capital-cycling-under-pro-rata-not-governance-validation"]
-related: ["futarchy-governed-liquidation-is-the-enforcement-mechanism-that-makes-unruggable-icos-credible-because-investors-can-force-full-treasury-return-when-teams-materially-misrepresent", "metadao-oversubscription-is-rational-capital-cycling-under-pro-rata-not-governance-validation", "ico-whale-concentration-creates-reflexive-governance-risk-through-conditional-market-manipulation", "fixed-target-ico-capital-concentration-creates-whale-dominance-reflexivity-risk-because-small-contributor-counts-mask-extreme-capital-distribution", "p2p", "p2p-me"]
+challenges: ["MetaDAO oversubscription is rational capital cycling under pro-rata not governance validation"]
+related: ["futarchy-governed liquidation is the enforcement mechanism that makes unruggable ICOs credible because investors can force full treasury return when teams materially misrepresent", "MetaDAO oversubscription is rational capital cycling under pro-rata not governance validation", "ico-whale-concentration-creates-reflexive-governance-risk-through-conditional-market-manipulation", "fixed-target-ico-capital-concentration-creates-whale-dominance-reflexivity-risk-because-small-contributor-counts-mask-extreme-capital-distribution", "p2p", "p2p-me"]
 ---
 
 # Fixed-target ICO capital concentration creates whale dominance reflexivity risk because small contributor counts mask extreme capital distribution
diff --git a/domains/internet-finance/futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md b/domains/internet-finance/futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md
index 1d253f4da..521642649 100644
--- a/domains/internet-finance/futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md	
+++ b/domains/internet-finance/futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md	
@@ -9,15 +9,15 @@ tradition: "futarchy, behavioral economics, market microstructure"
 related:
 - Is futarchy's low participation in uncontested decisions efficient disuse or a sign of structural adoption barriers?
 - Futarchy requires quantifiable exogenous KPIs as a deployment constraint because most DAO proposals lack measurable objectives
-- myco realms demonstrates futarchy governed physical infrastructure through 125k mushroom farm raise with market controlled capex deployment
-- Futarchy governance overhead increases decision friction because every significant action requires conditional market consensus preventing fast pivots
-- play money futarchy attracts participation but produces uncalibrated predictions because absence of downside risk removes selection pressure
+- myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment
+- futarchy-governance-overhead-increases-decision-friction-because-every-significant-action-requires-conditional-market-consensus-preventing-fast-pivots
+- play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure
 reweave_edges:
 - Is futarchy's low participation in uncontested decisions efficient disuse or a sign of structural adoption barriers?|related|2026-04-18
 - Futarchy requires quantifiable exogenous KPIs as a deployment constraint because most DAO proposals lack measurable objectives|related|2026-04-18
-- myco realms demonstrates futarchy governed physical infrastructure through 125k mushroom farm raise with market controlled capex deployment|related|2026-04-18
-- Futarchy governance overhead increases decision friction because every significant action requires conditional market consensus preventing fast pivots|related|2026-04-19
-- play money futarchy attracts participation but produces uncalibrated predictions because absence of downside risk removes selection pressure|related|2026-04-19
+- myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment|related|2026-04-18
+- futarchy-governance-overhead-increases-decision-friction-because-every-significant-action-requires-conditional-market-consensus-preventing-fast-pivots|related|2026-04-19
+- play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure|related|2026-04-19
 ---
 
 Futarchy faces three concrete adoption barriers that compound to limit participation: token price psychology, proposal creation difficulty, and liquidity requirements. These aren't theoretical concerns but observed friction in MetaDAO's implementation.
diff --git a/domains/internet-finance/futarchy can override its own prior decisions when new evidence emerges because conditional markets re-evaluate proposals against current information not historical commitments.md b/domains/internet-finance/futarchy can override its own prior decisions when new evidence emerges because conditional markets re-evaluate proposals against current information not historical commitments.md
index 10cb04116..db4199401 100644
--- a/domains/internet-finance/futarchy can override its own prior decisions when new evidence emerges because conditional markets re-evaluate proposals against current information not historical commitments.md	
+++ b/domains/internet-finance/futarchy can override its own prior decisions when new evidence emerges because conditional markets re-evaluate proposals against current information not historical commitments.md	
@@ -10,10 +10,10 @@ depends_on:
 - 97% pass likelihood indicates market consensus that override is value-positive
 related:
 - Futarchy network effects emerge from governance lock-in not brand because conditional market treasury governance creates switching costs
-- Institutional holder redemption windows signal conviction through revealed preference not lockup duration
+- institutional-holder-redemption-windows-signal-conviction-through-revealed-preference-not-lockup-duration
 reweave_edges:
 - Futarchy network effects emerge from governance lock-in not brand because conditional market treasury governance creates switching costs|related|2026-04-19
-- Institutional holder redemption windows signal conviction through revealed preference not lockup duration|related|2026-04-19
+- institutional-holder-redemption-windows-signal-conviction-through-revealed-preference-not-lockup-duration|related|2026-04-19
 ---
 
 # Futarchy can override its own prior decisions when new evidence emerges because conditional markets re-evaluate proposals against current information not historical commitments
diff --git a/domains/internet-finance/futarchy protocols capture market share during downturns because governance-aligned capital formation attracts serious builders while speculative platforms lose volume proportionally to market sentiment.md b/domains/internet-finance/futarchy protocols capture market share during downturns because governance-aligned capital formation attracts serious builders while speculative platforms lose volume proportionally to market sentiment.md
index 78828ca36..7ebe623df 100644
--- a/domains/internet-finance/futarchy protocols capture market share during downturns because governance-aligned capital formation attracts serious builders while speculative platforms lose volume proportionally to market sentiment.md	
+++ b/domains/internet-finance/futarchy protocols capture market share during downturns because governance-aligned capital formation attracts serious builders while speculative platforms lose volume proportionally to market sentiment.md	
@@ -10,10 +10,10 @@ challenged_by:
 - Revenue correlated with broader market sentiment means sustained downturn could compress futarchy adoption alongside everything else
 related:
 - Futarchy governance scaling constraint is trader sophistication not launch volume because governance markets are only as good as the people trading them
-- Futarchy ICO capital inflows concentrate in final 24 hours creating massive acceleration into close
+- futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close
 reweave_edges:
 - Futarchy governance scaling constraint is trader sophistication not launch volume because governance markets are only as good as the people trading them|related|2026-04-19
-- Futarchy ICO capital inflows concentrate in final 24 hours creating massive acceleration into close|related|2026-04-19
+- futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close|related|2026-04-19
 ---
 
 # Futarchy protocols capture market share during downturns because governance-aligned capital formation attracts serious builders while speculative platforms lose volume proportionally to market sentiment
diff --git a/domains/internet-finance/futarchy solves trustless joint ownership not just better decision-making.md b/domains/internet-finance/futarchy solves trustless joint ownership not just better decision-making.md
index 6f252cb3f..96bf5342e 100644
--- a/domains/internet-finance/futarchy solves trustless joint ownership not just better decision-making.md	
+++ b/domains/internet-finance/futarchy solves trustless joint ownership not just better decision-making.md	
@@ -7,10 +7,10 @@ source: "Heavey, Futarchy as Trustless Joint Ownership (2024)"
 confidence: likely
 tradition: "futarchy, mechanism design, DAO governance"
 related:
-- Ownership coins require dual-mechanism architecture because futarchy governance provides downside protection while legal wrappers provide upside claims
+- ownership-coins-require-dual-mechanism-architecture-because-futarchy-governance-provides-downside-protection-while-legal-wrappers-provide-upside-claims
 - Ownership coins solve minority investor protection through conditional market forced buyouts not governance quality
 reweave_edges:
-- Ownership coins require dual-mechanism architecture because futarchy governance provides downside protection while legal wrappers provide upside claims|related|2026-04-19
+- ownership-coins-require-dual-mechanism-architecture-because-futarchy-governance-provides-downside-protection-while-legal-wrappers-provide-upside-claims|related|2026-04-19
 - Ownership coins solve minority investor protection through conditional market forced buyouts not governance quality|related|2026-04-19
 ---
 
diff --git a/domains/internet-finance/futarchy-based fundraising creates regulatory separation because there are no beneficial owners and investment decisions emerge from market forces not centralized control.md b/domains/internet-finance/futarchy-based fundraising creates regulatory separation because there are no beneficial owners and investment decisions emerge from market forces not centralized control.md
index 8f26a1493..f45b53f0e 100644
--- a/domains/internet-finance/futarchy-based fundraising creates regulatory separation because there are no beneficial owners and investment decisions emerge from market forces not centralized control.md	
+++ b/domains/internet-finance/futarchy-based fundraising creates regulatory separation because there are no beneficial owners and investment decisions emerge from market forces not centralized control.md	
@@ -6,9 +6,9 @@ created: 2026-02-28
 confidence: experimental
 source: "LivingIP Master Plan"
 related:
-- governance first capital second sequencing prevents token capture of protocol development because early capital injection selects for financialized governance participants
+- governance-first-capital-second-sequencing-prevents-token-capture-of-protocol-development-because-early-capital-injection-selects-for-financialized-governance-participants
 reweave_edges:
-- governance first capital second sequencing prevents token capture of protocol development because early capital injection selects for financialized governance participants|related|2026-04-18
+- governance-first-capital-second-sequencing-prevents-token-capture-of-protocol-development-because-early-capital-injection-selects-for-financialized-governance-participants|related|2026-04-18
 ---
 
 # futarchy-based fundraising creates regulatory separation because there are no beneficial owners and investment decisions emerge from market forces not centralized control
diff --git a/domains/internet-finance/futarchy-clob-liquidity-fragmentation-creates-wide-spreads-because-pricing-counterfactual-governance-outcomes-has-inherent-uncertainty.md b/domains/internet-finance/futarchy-clob-liquidity-fragmentation-creates-wide-spreads-because-pricing-counterfactual-governance-outcomes-has-inherent-uncertainty.md
index 776692c03..7b46b31e2 100644
--- a/domains/internet-finance/futarchy-clob-liquidity-fragmentation-creates-wide-spreads-because-pricing-counterfactual-governance-outcomes-has-inherent-uncertainty.md
+++ b/domains/internet-finance/futarchy-clob-liquidity-fragmentation-creates-wide-spreads-because-pricing-counterfactual-governance-outcomes-has-inherent-uncertainty.md
@@ -6,9 +6,9 @@ confidence: likely
 source: "MetaDAO AMM proposal CF9QUBS251FnNGZHLJ4WbB2CVRi5BtqJbCqMi47NX1PG, 2024-01-24"
 created: 2026-03-11
 related:
-- liquidity weighted price over time solves futarchy manipulation through wash trading costs because high fees make price movement expensive
+- liquidity-weighted-price-over-time-solves-futarchy-manipulation-through-wash-trading-costs-because-high-fees-make-price-movement-expensive
 reweave_edges:
-- liquidity weighted price over time solves futarchy manipulation through wash trading costs because high fees make price movement expensive|related|2026-04-18
+- liquidity-weighted-price-over-time-solves-futarchy-manipulation-through-wash-trading-costs-because-high-fees-make-price-movement-expensive|related|2026-04-18
 ---
 
 # Futarchy CLOB liquidity fragmentation creates wide spreads because pricing counterfactual governance outcomes has inherent uncertainty
diff --git a/domains/internet-finance/futarchy-conditional-markets-aggregate-information-through-financial-stake-not-voting-participation.md b/domains/internet-finance/futarchy-conditional-markets-aggregate-information-through-financial-stake-not-voting-participation.md
index d36aac0b4..2006d5b94 100644
--- a/domains/internet-finance/futarchy-conditional-markets-aggregate-information-through-financial-stake-not-voting-participation.md
+++ b/domains/internet-finance/futarchy-conditional-markets-aggregate-information-through-financial-stake-not-voting-participation.md
@@ -9,8 +9,8 @@ title: Futarchy conditional markets aggregate information through financial stak
 agent: rio
 scope: functional
 sourcer: "@m3taversal"
-supports: ["speculative-markets-aggregate-information-through-incentive-and-selection-effects-not-wisdom-of-crowds"]
-related: ["futarchy-is-manipulation-resistant-because-attack-attempts-create-profitable-opportunities-for-arbitrageurs", "speculative-markets-aggregate-information-through-incentive-and-selection-effects-not-wisdom-of-crowds", "futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs", "futarchy enables trustless joint ownership by forcing dissenters to be bought out through pass markets", "futarchy is manipulation-resistant because attack attempts create profitable opportunities for defenders"]
+supports: ["speculative markets aggregate information through incentive and selection effects not wisdom of crowds"]
+related: ["futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs", "speculative markets aggregate information through incentive and selection effects not wisdom of crowds", "futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs", "futarchy enables trustless joint ownership by forcing dissenters to be bought out through pass markets", "futarchy is manipulation-resistant because attack attempts create profitable opportunities for defenders"]
 ---
 
 # Futarchy conditional markets aggregate information through financial stake not voting participation
diff --git a/domains/internet-finance/futarchy-daos-require-mintable-governance-tokens-because-fixed-supply-treasuries-exhaust-without-issuance-authority-forcing-disruptive-token-architecture-migrations.md b/domains/internet-finance/futarchy-daos-require-mintable-governance-tokens-because-fixed-supply-treasuries-exhaust-without-issuance-authority-forcing-disruptive-token-architecture-migrations.md
index ad21fa295..12515e870 100644
--- a/domains/internet-finance/futarchy-daos-require-mintable-governance-tokens-because-fixed-supply-treasuries-exhaust-without-issuance-authority-forcing-disruptive-token-architecture-migrations.md
+++ b/domains/internet-finance/futarchy-daos-require-mintable-governance-tokens-because-fixed-supply-treasuries-exhaust-without-issuance-authority-forcing-disruptive-token-architecture-migrations.md
@@ -10,9 +10,9 @@ depends_on:
 - METAC supply ~20K unmintable, treasury exhausted
 - META supply ~20M mintable, DAO v0.5 Squads migration
 supports:
-- MetaDAO treasury exhaustion forces token architecture migration because fixed supply prevents future governance flexibility
+- metadao-treasury-exhaustion-forces-token-architecture-migration-because-fixed-supply-prevents-future-governance-flexibility
 reweave_edges:
-- MetaDAO treasury exhaustion forces token architecture migration because fixed supply prevents future governance flexibility|supports|2026-04-19
+- metadao-treasury-exhaustion-forces-token-architecture-migration-because-fixed-supply-prevents-future-governance-flexibility|supports|2026-04-19
 ---
 
 # Futarchy DAOs require mintable governance tokens because fixed-supply treasuries exhaust without issuance authority forcing disruptive token architecture migrations
diff --git a/domains/internet-finance/futarchy-excels-at-relative-selection-but-fails-at-absolute-prediction-because-ordinal-ranking-works-while-cardinal-estimation-requires-calibration.md b/domains/internet-finance/futarchy-excels-at-relative-selection-but-fails-at-absolute-prediction-because-ordinal-ranking-works-while-cardinal-estimation-requires-calibration.md
index 0d0e097ee..7dd3e1f32 100644
--- a/domains/internet-finance/futarchy-excels-at-relative-selection-but-fails-at-absolute-prediction-because-ordinal-ranking-works-while-cardinal-estimation-requires-calibration.md
+++ b/domains/internet-finance/futarchy-excels-at-relative-selection-but-fails-at-absolute-prediction-because-ordinal-ranking-works-while-cardinal-estimation-requires-calibration.md
@@ -9,11 +9,11 @@ created: 2025-06-12
 depends_on:
 - MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions.md
 related:
-- futarchy variance creates portfolio problem because mechanism selects both top performers and worst performers simultaneously
-- play money futarchy attracts participation but produces uncalibrated predictions because absence of downside risk removes selection pressure
+- futarchy-variance-creates-portfolio-problem-because-mechanism-selects-both-top-performers-and-worst-performers-simultaneously
+- play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure
 reweave_edges:
-- futarchy variance creates portfolio problem because mechanism selects both top performers and worst performers simultaneously|related|2026-04-18
-- play money futarchy attracts participation but produces uncalibrated predictions because absence of downside risk removes selection pressure|related|2026-04-19
+- futarchy-variance-creates-portfolio-problem-because-mechanism-selects-both-top-performers-and-worst-performers-simultaneously|related|2026-04-18
+- play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure|related|2026-04-19
 ---
 
 # Futarchy excels at relative selection but fails at absolute prediction because ordinal ranking works while cardinal estimation requires calibration
diff --git a/domains/internet-finance/futarchy-fundraising-eliminates-founder-treasury-control-creating-continuous-market-accountability-versus-traditional-raise-autonomy.md b/domains/internet-finance/futarchy-fundraising-eliminates-founder-treasury-control-creating-continuous-market-accountability-versus-traditional-raise-autonomy.md
index e9639cf62..c4022133d 100644
--- a/domains/internet-finance/futarchy-fundraising-eliminates-founder-treasury-control-creating-continuous-market-accountability-versus-traditional-raise-autonomy.md
+++ b/domains/internet-finance/futarchy-fundraising-eliminates-founder-treasury-control-creating-continuous-market-accountability-versus-traditional-raise-autonomy.md
@@ -9,8 +9,8 @@ title: Futarchy fundraising eliminates founder treasury control creating continu
 agent: rio
 scope: structural
 sourcer: "@m3taversal"
-supports: ["ownership-coins-primary-value-proposition-is-investor-protection-not-governance-quality-because-anti-rug-enforcement-through-market-governed-liquidation-creates-credible-exit-guarantees-that-no-amount-of-decision-optimization-can-match"]
-related: ["futarchy-solves-capital-formation-trust-problem-through-market-enforced-liquidation-rights", "ownership-coins-primary-value-proposition-is-investor-protection-not-governance-quality-because-anti-rug-enforcement-through-market-governed-liquidation-creates-credible-exit-guarantees-that-no-amount-of-decision-optimization-can-match", "futarchy-governance-requires-operational-scaffolding-for-treasury-security", "futarchy protocols capture market share during downturns because governance-aligned capital formation attracts serious builders while speculative platforms lose volume proportionally to market sentiment", "internet capital markets compress fundraising from months to days because permissionless raises eliminate gatekeepers while futarchy replaces due diligence bottlenecks with real-time market pricing", "futarchy enables trustless joint ownership by forcing dissenters to be bought out through pass markets"]
+supports: ["ownership coins primary value proposition is investor protection not governance quality because anti-rug enforcement through market-governed liquidation creates credible exit guarantees that no amount of decision optimization can match"]
+related: ["futarchy-solves-capital-formation-trust-problem-through-market-enforced-liquidation-rights", "ownership coins primary value proposition is investor protection not governance quality because anti-rug enforcement through market-governed liquidation creates credible exit guarantees that no amount of decision optimization can match", "futarchy-governance-requires-operational-scaffolding-for-treasury-security", "futarchy protocols capture market share during downturns because governance-aligned capital formation attracts serious builders while speculative platforms lose volume proportionally to market sentiment", "internet capital markets compress fundraising from months to days because permissionless raises eliminate gatekeepers while futarchy replaces due diligence bottlenecks with real-time market pricing", "futarchy enables trustless joint ownership by forcing dissenters to be bought out through pass markets"]
 ---
 
 # Futarchy fundraising eliminates founder treasury control creating continuous market accountability versus traditional raise autonomy
diff --git a/domains/internet-finance/futarchy-governance-markets-create-insider-trading-paradox-because-informed-governance-participants-are-simultaneously-the-most-valuable-traders-and-the-most-restricted-under-insider-trading-frameworks.md b/domains/internet-finance/futarchy-governance-markets-create-insider-trading-paradox-because-informed-governance-participants-are-simultaneously-the-most-valuable-traders-and-the-most-restricted-under-insider-trading-frameworks.md
index 729fb74f6..834ad3e3b 100644
--- a/domains/internet-finance/futarchy-governance-markets-create-insider-trading-paradox-because-informed-governance-participants-are-simultaneously-the-most-valuable-traders-and-the-most-restricted-under-insider-trading-frameworks.md
+++ b/domains/internet-finance/futarchy-governance-markets-create-insider-trading-paradox-because-informed-governance-participants-are-simultaneously-the-most-valuable-traders-and-the-most-restricted-under-insider-trading-frameworks.md
@@ -16,11 +16,9 @@ challenged_by:
 related:
 - insider-trading-in-futarchy-improves-governance-by-accelerating-ground-truth-incorporation-into-conditional-markets
 - stock-markets-function-despite-20-40-percent-insider-trading-proving-information-asymmetry-does-not-break-price-discovery
-- Congressional insider trading legislation for prediction markets treats them as financial instruments not gambling strengthening DCM regulatory legitimacy
-- Polymarket updated its insider trading rules two days after P2P.me's bet creating a multi-platform enforcement gap where no single platform has visibility into cross-market positions
+- congressional-insider-trading-legislation-for-prediction-markets-treats-them-as-financial-instruments-not-gambling-strengthening-dcm-regulatory-legitimacy
 reweave_edges:
-- Congressional insider trading legislation for prediction markets treats them as financial instruments not gambling strengthening DCM regulatory legitimacy|related|2026-04-18
-- Polymarket updated its insider trading rules two days after P2P.me's bet creating a multi-platform enforcement gap where no single platform has visibility into cross-market positions|related|2026-04-21
+- congressional-insider-trading-legislation-for-prediction-markets-treats-them-as-financial-instruments-not-gambling-strengthening-dcm-regulatory-legitimacy|related|2026-04-18
 ---
 
 # Futarchy governance markets create insider trading paradox because informed governance participants are simultaneously the most valuable traders and the most restricted under insider trading frameworks
diff --git a/domains/internet-finance/futarchy-governance-markets-risk-regulatory-capture-by-anti-gambling-frameworks-because-the-event-betting-and-organizational-governance-use-cases-are-conflated-in-current-policy-discourse.md b/domains/internet-finance/futarchy-governance-markets-risk-regulatory-capture-by-anti-gambling-frameworks-because-the-event-betting-and-organizational-governance-use-cases-are-conflated-in-current-policy-discourse.md
index fa8d0f0f9..b12bba906 100644
--- a/domains/internet-finance/futarchy-governance-markets-risk-regulatory-capture-by-anti-gambling-frameworks-because-the-event-betting-and-organizational-governance-use-cases-are-conflated-in-current-policy-discourse.md
+++ b/domains/internet-finance/futarchy-governance-markets-risk-regulatory-capture-by-anti-gambling-frameworks-because-the-event-betting-and-organizational-governance-use-cases-are-conflated-in-current-policy-discourse.md
@@ -14,9 +14,9 @@ supports:
 - The CFTC ANPRM comment record as of April 2026 contains zero filings distinguishing futarchy governance markets from event betting markets, creating a default regulatory framework that will apply gambling-use-case restrictions to governance-use-case mechanisms
 reweave_edges:
 - The CFTC ANPRM comment record as of April 2026 contains zero filings distinguishing futarchy governance markets from event betting markets, creating a default regulatory framework that will apply gambling-use-case restrictions to governance-use-case mechanisms|supports|2026-04-17
-- Retail mobilization against prediction markets creates asymmetric regulatory input because anti-gambling advocates dominate comment periods while governance market proponents remain silent|related|2026-04-19
+- retail-mobilization-against-prediction-markets-creates-asymmetric-regulatory-input-because-anti-gambling-advocates-dominate-comment-periods-while-governance-market-proponents-remain-silent|related|2026-04-19
 related:
-- Retail mobilization against prediction markets creates asymmetric regulatory input because anti-gambling advocates dominate comment periods while governance market proponents remain silent
+- retail-mobilization-against-prediction-markets-creates-asymmetric-regulatory-input-because-anti-gambling-advocates-dominate-comment-periods-while-governance-market-proponents-remain-silent
 ---
 
 # Futarchy governance markets risk regulatory capture by anti-gambling frameworks because event betting and organizational governance use cases are conflated in current policy discourse
diff --git a/domains/internet-finance/futarchy-governance-overhead-increases-decision-friction-because-every-significant-action-requires-conditional-market-consensus-preventing-fast-pivots.md b/domains/internet-finance/futarchy-governance-overhead-increases-decision-friction-because-every-significant-action-requires-conditional-market-consensus-preventing-fast-pivots.md
index 6e75c0531..a3e2c8a89 100644
--- a/domains/internet-finance/futarchy-governance-overhead-increases-decision-friction-because-every-significant-action-requires-conditional-market-consensus-preventing-fast-pivots.md
+++ b/domains/internet-finance/futarchy-governance-overhead-increases-decision-friction-because-every-significant-action-requires-conditional-market-consensus-preventing-fast-pivots.md
@@ -10,7 +10,7 @@ agent: rio
 scope: functional
 sourcer: "@m3taversal"
 supports: ["futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance"]
-related: ["futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance", "futarchy-adoption-faces-friction-from-token-price-psychology-proposal-complexity-and-liquidity-requirements", "futarchy can override its own prior decisions when new evidence emerges because conditional markets re-evaluate proposals against current information not historical commitments", "futarchy-governance-requires-operational-scaffolding-for-treasury-security", "futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs", "futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements", "futarchy is manipulation-resistant because attack attempts create profitable opportunities for defenders"]
+related: ["futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance", "futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements", "futarchy can override its own prior decisions when new evidence emerges because conditional markets re-evaluate proposals against current information not historical commitments", "futarchy-governance-requires-operational-scaffolding-for-treasury-security", "futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs", "futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements", "futarchy is manipulation-resistant because attack attempts create profitable opportunities for defenders"]
 ---
 
 # Futarchy governance overhead increases decision friction because every significant action requires conditional market consensus preventing fast pivots
diff --git a/domains/internet-finance/futarchy-governance-requires-operational-scaffolding-for-treasury-security.md b/domains/internet-finance/futarchy-governance-requires-operational-scaffolding-for-treasury-security.md
index 3e1152ccb..b5e87a538 100644
--- a/domains/internet-finance/futarchy-governance-requires-operational-scaffolding-for-treasury-security.md
+++ b/domains/internet-finance/futarchy-governance-requires-operational-scaffolding-for-treasury-security.md
@@ -11,9 +11,9 @@ scope: structural
 sourcer: MetaDAO
 related_claims: ["[[futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance]]"]
 related:
-- Futarchy fundraising eliminates founder treasury control creating continuous market accountability versus traditional raise autonomy
+- futarchy-fundraising-eliminates-founder-treasury-control-creating-continuous-market-accountability-versus-traditional-raise-autonomy
 reweave_edges:
-- Futarchy fundraising eliminates founder treasury control creating continuous market accountability versus traditional raise autonomy|related|2026-04-19
+- futarchy-fundraising-eliminates-founder-treasury-control-creating-continuous-market-accountability-versus-traditional-raise-autonomy|related|2026-04-19
 ---
 
 # Futarchy governance requires traditional operational scaffolding for treasury security because market mechanisms alone cannot provide legal compliance and custody infrastructure
diff --git a/domains/internet-finance/futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance.md b/domains/internet-finance/futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance.md
index 67dfff31e..dbda1d3f6 100644
--- a/domains/internet-finance/futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance.md	
+++ b/domains/internet-finance/futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance.md	
@@ -12,11 +12,11 @@ depends_on:
 supports:
 - "Solomon: DP-00001 — Treasury Subcommittee and Legal Budget"
 related:
-- solana defi will overtake hyperliquid within two years through composability advantage compounding
+- solana-defi-will-overtake-hyperliquid-within-two-years-through-composability-advantage-compounding
 - "Solomon: Futardio ICO Launch"
 - "Solomon: DP-00002 — SOLO Acquisition and Restricted Incentives Reserve"
 reweave_edges:
-- solana defi will overtake hyperliquid within two years through composability advantage compounding|related|2026-04-19
+- solana-defi-will-overtake-hyperliquid-within-two-years-through-composability-advantage-compounding|related|2026-04-19
 - "Solomon: Futardio ICO Launch|related|2026-04-19"
 - "Solomon: DP-00002 — SOLO Acquisition and Restricted Incentives Reserve|related|2026-04-19"
 - "Solomon: DP-00001 — Treasury Subcommittee and Legal Budget|supports|2026-04-19"
diff --git a/domains/internet-finance/futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires.md b/domains/internet-finance/futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires.md
index 0369a23e7..7c0be0fd1 100644
--- a/domains/internet-finance/futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires.md	
+++ b/domains/internet-finance/futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires.md	
@@ -6,11 +6,11 @@ created: 2026-03-05
 confidence: experimental
 source: "SEC Report on The DAO (2017), Howey test framework, MetaDAO ecosystem analysis, Seedplex regulatory analysis, March 2026"
 challenges:
-- Permissioned futarchy ICOs are securities at launch regardless of governance mechanism because team effort dominates early value creation
+- permissioned-futarchy-icos-are-securities-at-launch-regardless-of-governance-mechanism-because-team-effort-dominates-early-value-creation
 related:
 - the SECs treatment of staking rewards as service payments establishes that mechanical participation in network consensus is not an investment contract
 reweave_edges:
-- Permissioned futarchy ICOs are securities at launch regardless of governance mechanism because team effort dominates early value creation|challenges|2026-04-19
+- permissioned-futarchy-icos-are-securities-at-launch-regardless-of-governance-mechanism-because-team-effort-dominates-early-value-creation|challenges|2026-04-19
 - the SECs treatment of staking rewards as service payments establishes that mechanical participation in network consensus is not an investment contract|related|2026-04-19
 ---
 
diff --git a/domains/internet-finance/futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility.md b/domains/internet-finance/futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility.md
index b0c723ec1..47aefb91d 100644
--- a/domains/internet-finance/futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility.md	
+++ b/domains/internet-finance/futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility.md	
@@ -10,10 +10,10 @@ depends_on:
 - Hurupay raise underperformance ($900k real demand vs $3-6M target)
 related:
 - Permissioned launchpad curation creates implicit due diligence liability through intervention precedent because each curatorial decision becomes evidence of gatekeeper responsibility
-- the SEC framework treats meme coins as digital collectibles rather than securities creating a regulatory paradox where culturally driven tokens face less scrutiny than utility tokens sold with development promises
+- the SEC framework treats meme coins as digital collectibles rather than securities creating a regulatory paradox where culturally-driven tokens face less scrutiny than utility tokens sold with development promises
 reweave_edges:
 - Permissioned launchpad curation creates implicit due diligence liability through intervention precedent because each curatorial decision becomes evidence of gatekeeper responsibility|related|2026-04-19
-- the SEC framework treats meme coins as digital collectibles rather than securities creating a regulatory paradox where culturally driven tokens face less scrutiny than utility tokens sold with development promises|related|2026-04-19
+- the SEC framework treats meme coins as digital collectibles rather than securities creating a regulatory paradox where culturally-driven tokens face less scrutiny than utility tokens sold with development promises|related|2026-04-19
 ---
 
 # Futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility
diff --git a/domains/internet-finance/futarchy-governed-ico-tokens-transition-from-securities-to-non-securities-through-mechanism-maturity-faster-than-token-voting-daos.md b/domains/internet-finance/futarchy-governed-ico-tokens-transition-from-securities-to-non-securities-through-mechanism-maturity-faster-than-token-voting-daos.md
index 605e34480..88253da1b 100644
--- a/domains/internet-finance/futarchy-governed-ico-tokens-transition-from-securities-to-non-securities-through-mechanism-maturity-faster-than-token-voting-daos.md
+++ b/domains/internet-finance/futarchy-governed-ico-tokens-transition-from-securities-to-non-securities-through-mechanism-maturity-faster-than-token-voting-daos.md
@@ -9,8 +9,8 @@ title: Futarchy-governed ICO tokens transition from securities to non-securities
 agent: rio
 scope: causal
 sourcer: Rio
-supports: ["the-SECs-investment-contract-termination-doctrine-creates-a-formal-regulatory-off-ramp-where-crypto-assets-can-transition-from-securities-to-commodities-by-demonstrating-fulfilled-promises-or-sufficient-decentralization", "the-DAO-Reports-rejection-of-voting-as-active-management-is-the-central-legal-hurdle-for-futarchy-because-prediction-market-trading-must-prove-fundamentally-more-meaningful-than-token-voting"]
-related: ["futarchy-governed-entities-are-structurally-not-securities-because-prediction-market-participation-replaces-the-concentrated-promoter-effort-that-the-Howey-test-requires", "the-SECs-investment-contract-termination-doctrine-creates-a-formal-regulatory-off-ramp-where-crypto-assets-can-transition-from-securities-to-commodities-by-demonstrating-fulfilled-promises-or-sufficient-decentralization", "the DAO Reports rejection of voting as active management is the central legal hurdle for futarchy because prediction market trading must prove fundamentally more meaningful than token voting", "the SECs investment contract termination doctrine creates a formal regulatory off-ramp where crypto assets can transition from securities to commodities by demonstrating fulfilled promises or sufficient decentralization", "futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires"]
+supports: ["the SECs investment contract termination doctrine creates a formal regulatory off-ramp where crypto assets can transition from securities to commodities by demonstrating fulfilled promises or sufficient decentralization", "the DAO Reports rejection of voting as active management is the central legal hurdle for futarchy because prediction market trading must prove fundamentally more meaningful than token voting"]
+related: ["futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires", "the SECs investment contract termination doctrine creates a formal regulatory off-ramp where crypto assets can transition from securities to commodities by demonstrating fulfilled promises or sufficient decentralization", "the DAO Reports rejection of voting as active management is the central legal hurdle for futarchy because prediction market trading must prove fundamentally more meaningful than token voting", "the SECs investment contract termination doctrine creates a formal regulatory off-ramp where crypto assets can transition from securities to commodities by demonstrating fulfilled promises or sufficient decentralization", "futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires"]
 ---
 
 # Futarchy-governed ICO tokens transition from securities to non-securities through mechanism maturity faster than token voting DAOs
diff --git a/domains/internet-finance/futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility.md b/domains/internet-finance/futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility.md
index 1f6c1038a..38eec4e3a 100644
--- a/domains/internet-finance/futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility.md
+++ b/domains/internet-finance/futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility.md
@@ -7,10 +7,10 @@ source: "MetaDAO Futardio proposal discussion, 2024-08-14"
 created: 2026-03-11
 related:
 - Futarchy product-market fit emerged through iterative market rejection not initial design because MetaDAO's successful launchpad model was the third attempt after two failed proposals
-- the SEC framework treats meme coins as digital collectibles rather than securities creating a regulatory paradox where culturally driven tokens face less scrutiny than utility tokens sold with development promises
+- the SEC framework treats meme coins as digital collectibles rather than securities creating a regulatory paradox where culturally-driven tokens face less scrutiny than utility tokens sold with development promises
 reweave_edges:
 - Futarchy product-market fit emerged through iterative market rejection not initial design because MetaDAO's successful launchpad model was the third attempt after two failed proposals|related|2026-04-19
-- the SEC framework treats meme coins as digital collectibles rather than securities creating a regulatory paradox where culturally driven tokens face less scrutiny than utility tokens sold with development promises|related|2026-04-19
+- the SEC framework treats meme coins as digital collectibles rather than securities creating a regulatory paradox where culturally-driven tokens face less scrutiny than utility tokens sold with development promises|related|2026-04-19
 ---
 
 # Futarchy-governed memecoin launchpads face reputational risk tradeoff between adoption and credibility
diff --git a/domains/internet-finance/futarchy-incentive-programs-use-multisig-execution-groups-as-discretionary-override.md b/domains/internet-finance/futarchy-incentive-programs-use-multisig-execution-groups-as-discretionary-override.md
index 3a94dc10d..746b3f6c2 100644
--- a/domains/internet-finance/futarchy-incentive-programs-use-multisig-execution-groups-as-discretionary-override.md
+++ b/domains/internet-finance/futarchy-incentive-programs-use-multisig-execution-groups-as-discretionary-override.md
@@ -6,15 +6,15 @@ confidence: experimental
 source: Drift Futarchy proposal execution structure
 created: 2026-03-15
 supports:
-- "{'Drift': 'Futarchy Proposal - Welcome the Futarchs'}"
-- "Drift: Futarchy Proposal - Welcome the Futarchs"
+- "drift-futarchy-proposal-welcome-the-futarchs"
+- "drift-futarchy-proposal-welcome-the-futarchs"
 related:
-- futarchy proposer incentives require delayed vesting to prevent gaming
-- futarchy retroactive rewards bootstrap participation through endowment effect
+- futarchy-proposer-incentives-require-delayed-vesting-to-prevent-gaming
+- futarchy-retroactive-rewards-bootstrap-participation-through-endowment-effect
 reweave_edges:
-- "{'Drift': 'Futarchy Proposal - Welcome the Futarchs|supports|2026-04-18'}"
-- futarchy proposer incentives require delayed vesting to prevent gaming|related|2026-04-18
-- futarchy retroactive rewards bootstrap participation through endowment effect|related|2026-04-18
+- "drift-futarchy-proposal-welcome-the-futarchs|supports|2026-04-18'}"
+- futarchy-proposer-incentives-require-delayed-vesting-to-prevent-gaming|related|2026-04-18
+- futarchy-retroactive-rewards-bootstrap-participation-through-endowment-effect|related|2026-04-18
 - "Drift: Futarchy Proposal - Welcome the Futarchs|supports|2026-04-19"
 ---
 
diff --git a/domains/internet-finance/futarchy-proposer-incentives-require-delayed-vesting-to-prevent-gaming.md b/domains/internet-finance/futarchy-proposer-incentives-require-delayed-vesting-to-prevent-gaming.md
index e3b77c68d..9d46859b1 100644
--- a/domains/internet-finance/futarchy-proposer-incentives-require-delayed-vesting-to-prevent-gaming.md
+++ b/domains/internet-finance/futarchy-proposer-incentives-require-delayed-vesting-to-prevent-gaming.md
@@ -6,14 +6,14 @@ confidence: experimental
 source: Drift Futarchy proposal structure
 created: 2026-03-15
 related:
-- "{'Drift': 'Futarchy Proposal - Welcome the Futarchs'}"
-- futarchy incentive programs use multisig execution groups as discretionary override
-- futarchy retroactive rewards bootstrap participation through endowment effect
-- "Drift: Futarchy Proposal - Welcome the Futarchs"
+- "drift-futarchy-proposal-welcome-the-futarchs"
+- futarchy-incentive-programs-use-multisig-execution-groups-as-discretionary-override
+- futarchy-retroactive-rewards-bootstrap-participation-through-endowment-effect
+- "drift-futarchy-proposal-welcome-the-futarchs"
 reweave_edges:
-- "{'Drift': 'Futarchy Proposal - Welcome the Futarchs|related|2026-04-18'}"
-- futarchy incentive programs use multisig execution groups as discretionary override|related|2026-04-18
-- futarchy retroactive rewards bootstrap participation through endowment effect|related|2026-04-18
+- "drift-futarchy-proposal-welcome-the-futarchs|related|2026-04-18'}"
+- futarchy-incentive-programs-use-multisig-execution-groups-as-discretionary-override|related|2026-04-18
+- futarchy-retroactive-rewards-bootstrap-participation-through-endowment-effect|related|2026-04-18
 - "Drift: Futarchy Proposal - Welcome the Futarchs|related|2026-04-19"
 ---
 
diff --git a/domains/internet-finance/futarchy-retroactive-rewards-bootstrap-participation-through-endowment-effect.md b/domains/internet-finance/futarchy-retroactive-rewards-bootstrap-participation-through-endowment-effect.md
index 38ea67a3d..3fd44a9dd 100644
--- a/domains/internet-finance/futarchy-retroactive-rewards-bootstrap-participation-through-endowment-effect.md
+++ b/domains/internet-finance/futarchy-retroactive-rewards-bootstrap-participation-through-endowment-effect.md
@@ -6,15 +6,15 @@ confidence: experimental
 source: Drift Futarchy proposal, endowment effect literature
 created: 2026-03-15
 supports:
-- "{'Drift': 'Futarchy Proposal - Welcome the Futarchs'}"
-- "Drift: Futarchy Proposal - Welcome the Futarchs"
+- "drift-futarchy-proposal-welcome-the-futarchs"
+- "drift-futarchy-proposal-welcome-the-futarchs"
 related:
-- futarchy incentive programs use multisig execution groups as discretionary override
-- futarchy proposer incentives require delayed vesting to prevent gaming
+- futarchy-incentive-programs-use-multisig-execution-groups-as-discretionary-override
+- futarchy-proposer-incentives-require-delayed-vesting-to-prevent-gaming
 reweave_edges:
-- "{'Drift': 'Futarchy Proposal - Welcome the Futarchs|supports|2026-04-18'}"
-- futarchy incentive programs use multisig execution groups as discretionary override|related|2026-04-18
-- futarchy proposer incentives require delayed vesting to prevent gaming|related|2026-04-18
+- "drift-futarchy-proposal-welcome-the-futarchs|supports|2026-04-18'}"
+- futarchy-incentive-programs-use-multisig-execution-groups-as-discretionary-override|related|2026-04-18
+- futarchy-proposer-incentives-require-delayed-vesting-to-prevent-gaming|related|2026-04-18
 - "Drift: Futarchy Proposal - Welcome the Futarchs|supports|2026-04-19"
 ---
 
diff --git a/domains/internet-finance/futarchy-solves-capital-formation-trust-problem-through-market-enforced-liquidation-rights.md b/domains/internet-finance/futarchy-solves-capital-formation-trust-problem-through-market-enforced-liquidation-rights.md
index 7f2e6faac..fc1f4af17 100644
--- a/domains/internet-finance/futarchy-solves-capital-formation-trust-problem-through-market-enforced-liquidation-rights.md
+++ b/domains/internet-finance/futarchy-solves-capital-formation-trust-problem-through-market-enforced-liquidation-rights.md
@@ -9,8 +9,8 @@ title: Futarchy solves the capital formation trust problem through market-enforc
 agent: rio
 scope: causal
 sourcer: "@m3taversal"
-supports: ["ownership-coins-primary-value-proposition-is-investor-protection-not-governance-quality-because-anti-rug-enforcement-through-market-governed-liquidation-creates-credible-exit-guarantees-that-no-amount-of-decision-optimization-can-match", "futarchy-governed-liquidation-is-the-enforcement-mechanism-that-makes-unruggable-icos-credible-because-investors-can-force-full-treasury-return-when-teams-materially-misrepresent"]
-related: ["futarchy-governed-liquidation-is-the-enforcement-mechanism-that-makes-unruggable-icos-credible-because-investors-can-force-full-treasury-return-when-teams-materially-misrepresent", "ownership-coins-primary-value-proposition-is-investor-protection-not-governance-quality-because-anti-rug-enforcement-through-market-governed-liquidation-creates-credible-exit-guarantees-that-no-amount-of-decision-optimization-can-match", "futarchy-anti-rug-property-enables-market-forced-liquidation-when-teams-misrepresent", "futarchy protocols capture market share during downturns because governance-aligned capital formation attracts serious builders while speculative platforms lose volume proportionally to market sentiment", "ownership coins primary value proposition is investor protection not governance quality because anti-rug enforcement through market-governed liquidation creates credible exit guarantees that no amount of decision optimization can match", "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility", "decision markets make majority theft unprofitable through conditional token arbitrage", "futarchy-governance-requires-operational-scaffolding-for-treasury-security"]
+supports: ["ownership coins primary value proposition is investor protection not governance quality because anti-rug enforcement through market-governed liquidation creates credible exit guarantees that no amount of decision optimization can match", "futarchy-governed liquidation is the enforcement mechanism that makes unruggable ICOs credible because investors can force full treasury return when teams materially misrepresent"]
+related: ["futarchy-governed liquidation is the enforcement mechanism that makes unruggable ICOs credible because investors can force full treasury return when teams materially misrepresent", "ownership coins primary value proposition is investor protection not governance quality because anti-rug enforcement through market-governed liquidation creates credible exit guarantees that no amount of decision optimization can match", "futarchy-anti-rug-property-enables-market-forced-liquidation-when-teams-misrepresent", "futarchy protocols capture market share during downturns because governance-aligned capital formation attracts serious builders while speculative platforms lose volume proportionally to market sentiment", "ownership coins primary value proposition is investor protection not governance quality because anti-rug enforcement through market-governed liquidation creates credible exit guarantees that no amount of decision optimization can match", "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility", "decision markets make majority theft unprofitable through conditional token arbitrage", "futarchy-governance-requires-operational-scaffolding-for-treasury-security"]
 ---
 
 # Futarchy solves the capital formation trust problem through market-enforced liquidation rights that make rugs unprofitable
diff --git a/domains/internet-finance/futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets.md b/domains/internet-finance/futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets.md
index a11f36635..485b29261 100644
--- a/domains/internet-finance/futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets.md
+++ b/domains/internet-finance/futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets.md
@@ -11,9 +11,9 @@ scope: structural
 sourcer: futard.io
 related_claims: ["MetaDAO empirical results show smaller participants gaining influence through futarchy", "[[futarchy-governed-meme-coins-attract-speculative-capital-at-scale]]", "[[futardio-cult-raised-11-4-million-in-one-day-through-futarchy-governed-meme-coin-launch]]"]
 related:
-- Futarchy ICO capital inflows concentrate in final 24 hours creating massive acceleration into close
+- futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close
 reweave_edges:
-- Futarchy ICO capital inflows concentrate in final 24 hours creating massive acceleration into close|related|2026-04-19
+- futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close|related|2026-04-19
 ---
 
 # Futardio platform shows bimodal launch distribution where most projects refund but viral community-resonant projects raise 100x+ targets, indicating futarchy selects for community signal rather than team credentials
diff --git a/domains/internet-finance/genius-act-freeze-seize-requirement-creates-mandatory-control-surface-conflicting-with-autonomous-smart-contract-coordination.md b/domains/internet-finance/genius-act-freeze-seize-requirement-creates-mandatory-control-surface-conflicting-with-autonomous-smart-contract-coordination.md
index 6644c47c7..a2395b11b 100644
--- a/domains/internet-finance/genius-act-freeze-seize-requirement-creates-mandatory-control-surface-conflicting-with-autonomous-smart-contract-coordination.md
+++ b/domains/internet-finance/genius-act-freeze-seize-requirement-creates-mandatory-control-surface-conflicting-with-autonomous-smart-contract-coordination.md
@@ -11,10 +11,10 @@ scope: structural
 sourcer: Nellie Liang, Brookings Institution
 related_claims: ["internet-finance-is-an-industry-transition-from-traditional-finance-where-the-attractor-state-replaces-intermediaries-with-programmable-coordination-and-market-tested-governance"]
 related:
-- GENIUS Act public company restriction creates asymmetric Big Tech barrier while permitting private non-financial issuers
+- genius-act-public-company-restriction-creates-asymmetric-big-tech-barrier-while-permitting-private-non-financial-issuers
 - GENIUS Act reserve custody rules create indirect banking system dependency for nonbank stablecoin issuers without requiring bank charter
 reweave_edges:
-- GENIUS Act public company restriction creates asymmetric Big Tech barrier while permitting private non-financial issuers|related|2026-04-18
+- genius-act-public-company-restriction-creates-asymmetric-big-tech-barrier-while-permitting-private-non-financial-issuers|related|2026-04-18
 - GENIUS Act reserve custody rules create indirect banking system dependency for nonbank stablecoin issuers without requiring bank charter|related|2026-04-18
 - USDC's freeze capability is legally constrained making it unreliable as a programmatic safety mechanism during DeFi exploits|supports|2026-04-20
 supports:
diff --git a/domains/internet-finance/genius-act-reserve-custody-creates-indirect-banking-dependency-for-nonbank-stablecoin-issuers.md b/domains/internet-finance/genius-act-reserve-custody-creates-indirect-banking-dependency-for-nonbank-stablecoin-issuers.md
index 0125ce047..a221ffde9 100644
--- a/domains/internet-finance/genius-act-reserve-custody-creates-indirect-banking-dependency-for-nonbank-stablecoin-issuers.md
+++ b/domains/internet-finance/genius-act-reserve-custody-creates-indirect-banking-dependency-for-nonbank-stablecoin-issuers.md
@@ -11,14 +11,14 @@ scope: structural
 sourcer: Nellie Liang, Brookings Institution
 related_claims: ["internet-finance-is-an-industry-transition-from-traditional-finance-where-the-attractor-state-replaces-intermediaries-with-programmable-coordination-and-market-tested-governance"]
 supports:
-- National trust charters enable crypto exchanges to bypass congressional gridlock through federal banking infrastructure
+- national-trust-charters-enable-crypto-exchanges-to-bypass-congressional-gridlock-through-federal-banking-infrastructure
 related:
 - GENIUS Act freeze/seize requirement creates mandatory control surface that conflicts with autonomous smart contract payment coordination
-- GENIUS Act public company restriction creates asymmetric Big Tech barrier while permitting private non-financial issuers
+- genius-act-public-company-restriction-creates-asymmetric-big-tech-barrier-while-permitting-private-non-financial-issuers
 reweave_edges:
 - GENIUS Act freeze/seize requirement creates mandatory control surface that conflicts with autonomous smart contract payment coordination|related|2026-04-18
-- GENIUS Act public company restriction creates asymmetric Big Tech barrier while permitting private non-financial issuers|related|2026-04-18
-- National trust charters enable crypto exchanges to bypass congressional gridlock through federal banking infrastructure|supports|2026-04-18
+- genius-act-public-company-restriction-creates-asymmetric-big-tech-barrier-while-permitting-private-non-financial-issuers|related|2026-04-18
+- national-trust-charters-enable-crypto-exchanges-to-bypass-congressional-gridlock-through-federal-banking-infrastructure|supports|2026-04-18
 ---
 
 # GENIUS Act reserve custody rules create indirect banking system dependency for nonbank stablecoin issuers without requiring bank charter
diff --git a/domains/internet-finance/high-fee-amms-create-lp-incentive-and-manipulation-deterrent-simultaneously-by-making-passive-provision-profitable-and-active-trading-expensive.md b/domains/internet-finance/high-fee-amms-create-lp-incentive-and-manipulation-deterrent-simultaneously-by-making-passive-provision-profitable-and-active-trading-expensive.md
index 8cc1c403e..6c53d8aee 100644
--- a/domains/internet-finance/high-fee-amms-create-lp-incentive-and-manipulation-deterrent-simultaneously-by-making-passive-provision-profitable-and-active-trading-expensive.md
+++ b/domains/internet-finance/high-fee-amms-create-lp-incentive-and-manipulation-deterrent-simultaneously-by-making-passive-provision-profitable-and-active-trading-expensive.md
@@ -6,9 +6,9 @@ confidence: experimental
 source: "MetaDAO AMM proposal CF9QUBS251FnNGZHLJ4WbB2CVRi5BtqJbCqMi47NX1PG, 2024-01-24"
 created: 2026-03-11
 supports:
-- liquidity weighted price over time solves futarchy manipulation through wash trading costs because high fees make price movement expensive
+- liquidity-weighted-price-over-time-solves-futarchy-manipulation-through-wash-trading-costs-because-high-fees-make-price-movement-expensive
 reweave_edges:
-- liquidity weighted price over time solves futarchy manipulation through wash trading costs because high fees make price movement expensive|supports|2026-04-18
+- liquidity-weighted-price-over-time-solves-futarchy-manipulation-through-wash-trading-costs-because-high-fees-make-price-movement-expensive|supports|2026-04-18
 ---
 
 # High-fee AMMs create LP incentive and manipulation deterrent simultaneously by making passive provision profitable and active trading expensive
diff --git a/domains/internet-finance/house-mode-betting-addresses-prediction-market-cold-start-by-letting-protocol-take-counterparty-risk-when-player-liquidity-is-insufficient.md b/domains/internet-finance/house-mode-betting-addresses-prediction-market-cold-start-by-letting-protocol-take-counterparty-risk-when-player-liquidity-is-insufficient.md
index 9c504c75d..4b05e6f37 100644
--- a/domains/internet-finance/house-mode-betting-addresses-prediction-market-cold-start-by-letting-protocol-take-counterparty-risk-when-player-liquidity-is-insufficient.md
+++ b/domains/internet-finance/house-mode-betting-addresses-prediction-market-cold-start-by-letting-protocol-take-counterparty-risk-when-player-liquidity-is-insufficient.md
@@ -19,9 +19,9 @@ sources:
 depends_on:
 - "[[futarchy-adoption-faces-friction-from-slow-feedback-loops-and-low-liquidity]]"
 supports:
-- house mode betting against protocol enables prediction markets to function with uneven liquidity by having the platform take counterparty risk
+- house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk
 reweave_edges:
-- house mode betting against protocol enables prediction markets to function with uneven liquidity by having the platform take counterparty risk|supports|2026-04-18
+- house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk|supports|2026-04-18
 ---
 
 # House mode betting addresses prediction market cold-start by letting protocol take counterparty risk when player liquidity is insufficient
diff --git a/domains/internet-finance/house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk.md b/domains/internet-finance/house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk.md
index e06936983..05583700d 100644
--- a/domains/internet-finance/house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk.md
+++ b/domains/internet-finance/house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk.md
@@ -6,14 +6,14 @@ confidence: experimental
 source: "TriDash game modes description via futard.io, 2026-03-05"
 created: 2026-03-11
 supports:
-- House mode betting addresses prediction market cold-start by letting protocol take counterparty risk when player liquidity is insufficient
+- house-mode-betting-addresses-prediction-market-cold-start-by-letting-protocol-take-counterparty-risk-when-player-liquidity-is-insufficient
 reweave_edges:
-- House mode betting addresses prediction market cold-start by letting protocol take counterparty risk when player liquidity is insufficient|supports|2026-04-18
-- tridash implements 60 second prediction markets as multiplayer game mechanics compressing resolution time from days to seconds|related|2026-04-20
-- TriDash tests whether 60-second prediction market resolution enables faster feedback or primarily measures price noise|related|2026-04-20
+- house-mode-betting-addresses-prediction-market-cold-start-by-letting-protocol-take-counterparty-risk-when-player-liquidity-is-insufficient|supports|2026-04-18
+- tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds|related|2026-04-20
+- tridash-tests-whether-60-second-prediction-market-resolution-enables-faster-feedback-or-primarily-measures-price-noise|related|2026-04-20
 related:
-- tridash implements 60 second prediction markets as multiplayer game mechanics compressing resolution time from days to seconds
-- TriDash tests whether 60-second prediction market resolution enables faster feedback or primarily measures price noise
+- tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds
+- tridash-tests-whether-60-second-prediction-market-resolution-enables-faster-feedback-or-primarily-measures-price-noise
 ---
 
 # House mode betting against protocol enables prediction markets to function with uneven liquidity by having the platform take counterparty risk
@@ -50,8 +50,8 @@ The project's failure to reach funding targets ($1,740 of $50,000 raised) may in
 ---
 
 Relevant Notes:
-- [[futarchy-adoption-faces-friction-from-token-price-psychology-proposal-complexity-and-liquidity-requirements]]
-- [[MetaDAOs-futarchy-implementation-shows-limited-trading-volume-in-uncontested-decisions]]
+- [[futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements]]
+- [[MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions]]
 
 Topics:
-- [[internet-finance/_map]]
\ No newline at end of file
+- [[_map]]
\ No newline at end of file
diff --git a/domains/internet-finance/hybrid-flow-shop-scheduling-with-simple-dispatching-rules-performs-within-5-10-percent-of-optimal-for-homogeneous-workers.md b/domains/internet-finance/hybrid-flow-shop-scheduling-with-simple-dispatching-rules-performs-within-5-10-percent-of-optimal-for-homogeneous-workers.md
index 0145e7ba4..bf0ccd40c 100644
--- a/domains/internet-finance/hybrid-flow-shop-scheduling-with-simple-dispatching-rules-performs-within-5-10-percent-of-optimal-for-homogeneous-workers.md
+++ b/domains/internet-finance/hybrid-flow-shop-scheduling-with-simple-dispatching-rules-performs-within-5-10-percent-of-optimal-for-homogeneous-workers.md
@@ -6,9 +6,9 @@ confidence: likely
 source: "ScienceDirect review article on Flexible Job Shop Scheduling Problem, 2023"
 created: 2026-03-11
 related:
-- general job shop scheduling is np complete for more than two machines
+- general-job-shop-scheduling-is-np-complete-for-more-than-two-machines
 reweave_edges:
-- general job shop scheduling is np complete for more than two machines|related|2026-04-18
+- general-job-shop-scheduling-is-np-complete-for-more-than-two-machines|related|2026-04-18
 ---
 
 # Hybrid flow-shop scheduling with simple dispatching rules performs within 5-10 percent of optimal for homogeneous workers
diff --git a/domains/internet-finance/ico-whale-concentration-creates-reflexive-governance-risk-through-conditional-market-manipulation.md b/domains/internet-finance/ico-whale-concentration-creates-reflexive-governance-risk-through-conditional-market-manipulation.md
index 7c93da540..5781c425f 100644
--- a/domains/internet-finance/ico-whale-concentration-creates-reflexive-governance-risk-through-conditional-market-manipulation.md
+++ b/domains/internet-finance/ico-whale-concentration-creates-reflexive-governance-risk-through-conditional-market-manipulation.md
@@ -12,9 +12,9 @@ attribution:
     - handle: "jussy_world"
       context: "@jussy_world, P2P.me ICO data showing 10 wallets filled 93% of $5.3M raise"
 supports:
-- Fixed-target ICO capital concentration creates whale dominance reflexivity risk because small contributor counts mask extreme capital distribution
+- fixed-target-ico-capital-concentration-creates-whale-dominance-reflexivity-risk-because-small-contributor-counts-mask-extreme-capital-distribution
 reweave_edges:
-- Fixed-target ICO capital concentration creates whale dominance reflexivity risk because small contributor counts mask extreme capital distribution|supports|2026-04-18
+- fixed-target-ico-capital-concentration-creates-whale-dominance-reflexivity-risk-because-small-contributor-counts-mask-extreme-capital-distribution|supports|2026-04-18
 ---
 
 # ICO whale concentration creates reflexive governance risk through conditional market manipulation because concentrated capital holders can profitably manipulate futarchy markets when their holdings exceed market depth
diff --git a/domains/internet-finance/incomplete digitization insulates economies from AI displacement contagion because without standardized software systems AI has limited targets for automation and no private credit channel to transmit losses.md b/domains/internet-finance/incomplete digitization insulates economies from AI displacement contagion because without standardized software systems AI has limited targets for automation and no private credit channel to transmit losses.md
index 03ecfb039..e28c4ff92 100644
--- a/domains/internet-finance/incomplete digitization insulates economies from AI displacement contagion because without standardized software systems AI has limited targets for automation and no private credit channel to transmit losses.md	
+++ b/domains/internet-finance/incomplete digitization insulates economies from AI displacement contagion because without standardized software systems AI has limited targets for automation and no private credit channel to transmit losses.md	
@@ -9,9 +9,9 @@ challenged_by:
 - "This may be a temporary advantage: as AI becomes capable of operating in non-standardized environments, the protection degrades"
 - State employment resistance to AI may simply delay displacement rather than prevent it
 related:
-- sovereign AI tooling is a viable displacement response only for the technically sophisticated top percentile which means it cannot serve as a macro level solution to AI labor disruption
+- sovereign AI tooling is a viable displacement response only for the technically sophisticated top percentile which means it cannot serve as a macro-level solution to AI labor disruption
 reweave_edges:
-- sovereign AI tooling is a viable displacement response only for the technically sophisticated top percentile which means it cannot serve as a macro level solution to AI labor disruption|related|2026-04-19
+- sovereign AI tooling is a viable displacement response only for the technically sophisticated top percentile which means it cannot serve as a macro-level solution to AI labor disruption|related|2026-04-19
 ---
 
 # incomplete digitization insulates economies from AI displacement contagion because without standardized software systems AI has limited targets for automation and no private credit channel to transmit losses
diff --git a/domains/internet-finance/institutional-holder-redemption-windows-signal-conviction-through-revealed-preference-not-lockup-duration.md b/domains/internet-finance/institutional-holder-redemption-windows-signal-conviction-through-revealed-preference-not-lockup-duration.md
index 20d41d3d9..58e83fb5d 100644
--- a/domains/internet-finance/institutional-holder-redemption-windows-signal-conviction-through-revealed-preference-not-lockup-duration.md
+++ b/domains/internet-finance/institutional-holder-redemption-windows-signal-conviction-through-revealed-preference-not-lockup-duration.md
@@ -9,8 +9,8 @@ title: Institutional holder redemption windows signal conviction through reveale
 agent: rio
 scope: causal
 sourcer: "@m3taversal"
-supports: ["time-based-token-vesting-is-hedgeable-making-standard-lockups-meaningless-as-alignment-mechanisms-because-investors-can-short-sell-to-neutralize-lockup-exposure-while-appearing-locked"]
-related: ["access-friction-functions-as-a-natural-conviction-filter-in-token-launches-because-process-difficulty-selects-for-genuine-believers-while-price-friction-selects-for-wealthy-speculators", "time-based-token-vesting-is-hedgeable-making-standard-lockups-meaningless-as-alignment-mechanisms-because-investors-can-short-sell-to-neutralize-lockup-exposure-while-appearing-locked", "performance-gated-team-vesting-with-price-multiple-triggers-eliminates-early-insider-selling-as-ownership-alignment-mechanism"]
+supports: ["time-based token vesting is hedgeable making standard lockups meaningless as alignment mechanisms because investors can short-sell to neutralize lockup exposure while appearing locked"]
+related: ["access-friction-functions-as-a-natural-conviction-filter-in-token-launches-because-process-difficulty-selects-for-genuine-believers-while-price-friction-selects-for-wealthy-speculators", "time-based token vesting is hedgeable making standard lockups meaningless as alignment mechanisms because investors can short-sell to neutralize lockup exposure while appearing locked", "performance-gated-team-vesting-with-price-multiple-triggers-eliminates-early-insider-selling-as-ownership-alignment-mechanism"]
 ---
 
 # Institutional holder redemption windows signal conviction through revealed preference not lockup duration
diff --git a/domains/internet-finance/internet capital markets compress fundraising from months to days because permissionless raises eliminate gatekeepers while futarchy replaces due diligence bottlenecks with real-time market pricing.md b/domains/internet-finance/internet capital markets compress fundraising from months to days because permissionless raises eliminate gatekeepers while futarchy replaces due diligence bottlenecks with real-time market pricing.md
index 7b3a7c3bf..5ee9fa132 100644
--- a/domains/internet-finance/internet capital markets compress fundraising from months to days because permissionless raises eliminate gatekeepers while futarchy replaces due diligence bottlenecks with real-time market pricing.md	
+++ b/domains/internet-finance/internet capital markets compress fundraising from months to days because permissionless raises eliminate gatekeepers while futarchy replaces due diligence bottlenecks with real-time market pricing.md	
@@ -10,13 +10,13 @@ depends_on:
 - "[[agents create dozens of proposals but only those attracting minimum stake become live futarchic decisions creating a permissionless attention market for capital formation]]"
 - "[[futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility]]"
 related:
-- Curated MetaDAO ICOs achieved higher committed capital than permissionless launches through pre-launch validation
-- Futarchy ICO capital inflows concentrate in final 24 hours creating massive acceleration into close
-- seyf futardio fundraise raised 200 against 300000 target signaling near zero market traction for ai native wallet concept
+- curated-metadao-icos-achieved-higher-committed-capital-than-permissionless-launches-through-pre-launch-validation
+- futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close
+- seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept
 reweave_edges:
-- Curated MetaDAO ICOs achieved higher committed capital than permissionless launches through pre-launch validation|related|2026-04-19
-- Futarchy ICO capital inflows concentrate in final 24 hours creating massive acceleration into close|related|2026-04-19
-- seyf futardio fundraise raised 200 against 300000 target signaling near zero market traction for ai native wallet concept|related|2026-04-19
+- curated-metadao-icos-achieved-higher-committed-capital-than-permissionless-launches-through-pre-launch-validation|related|2026-04-19
+- futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close|related|2026-04-19
+- seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept|related|2026-04-19
 ---
 
 # Internet capital markets compress fundraising from months to days because permissionless raises eliminate gatekeepers while futarchy replaces due diligence bottlenecks with real-time market pricing
diff --git a/domains/internet-finance/linux-foundation-governance-of-x402-signals-ai-agent-payment-infrastructure-as-neutral-open-standard.md b/domains/internet-finance/linux-foundation-governance-of-x402-signals-ai-agent-payment-infrastructure-as-neutral-open-standard.md
index 5f2e41f0e..656699e97 100644
--- a/domains/internet-finance/linux-foundation-governance-of-x402-signals-ai-agent-payment-infrastructure-as-neutral-open-standard.md
+++ b/domains/internet-finance/linux-foundation-governance-of-x402-signals-ai-agent-payment-infrastructure-as-neutral-open-standard.md
@@ -15,9 +15,9 @@ related:
 - Superclaw's AI agent economic autonomy thesis was directionally correct but early in timing, with institutional players arriving at the same payment infrastructure thesis within months (correlational evidence)
 reweave_edges:
 - Superclaw's AI agent economic autonomy thesis was directionally correct but early in timing, with institutional players arriving at the same payment infrastructure thesis within months (correlational evidence)|related|2026-04-19
-- x402 Foundation|supports|2026-04-20
+- x402-foundation|supports|2026-04-20
 supports:
-- x402 Foundation
+- x402-foundation
 ---
 
 # Linux Foundation governance of x402 protocol structurally signals AI agent payment infrastructure as neutral open standard rather than corporate platform play
diff --git a/domains/internet-finance/liquidity-weighted-price-over-time-solves-futarchy-manipulation-through-capital-commitment-not-vote-counting.md b/domains/internet-finance/liquidity-weighted-price-over-time-solves-futarchy-manipulation-through-capital-commitment-not-vote-counting.md
index 1df11da32..cc378491e 100644
--- a/domains/internet-finance/liquidity-weighted-price-over-time-solves-futarchy-manipulation-through-capital-commitment-not-vote-counting.md
+++ b/domains/internet-finance/liquidity-weighted-price-over-time-solves-futarchy-manipulation-through-capital-commitment-not-vote-counting.md
@@ -6,11 +6,11 @@ confidence: experimental
 source: "MetaDAO AMM proposal CF9QUBS251FnNGZHLJ4WbB2CVRi5BtqJbCqMi47NX1PG, 2024-01-24"
 created: 2026-03-11
 related:
-- amm futarchy reduces state rent costs by 99 percent versus clob by eliminating orderbook storage requirements
-- liquidity weighted price over time solves futarchy manipulation through wash trading costs because high fees make price movement expensive
+- amm-futarchy-reduces-state-rent-costs-by-99-percent-versus-clob-by-eliminating-orderbook-storage-requirements
+- liquidity-weighted-price-over-time-solves-futarchy-manipulation-through-wash-trading-costs-because-high-fees-make-price-movement-expensive
 reweave_edges:
-- amm futarchy reduces state rent costs by 99 percent versus clob by eliminating orderbook storage requirements|related|2026-04-04
-- liquidity weighted price over time solves futarchy manipulation through wash trading costs because high fees make price movement expensive|related|2026-04-18
+- amm-futarchy-reduces-state-rent-costs-by-99-percent-versus-clob-by-eliminating-orderbook-storage-requirements|related|2026-04-04
+- liquidity-weighted-price-over-time-solves-futarchy-manipulation-through-wash-trading-costs-because-high-fees-make-price-movement-expensive|related|2026-04-18
 ---
 
 # Liquidity-weighted price over time solves futarchy manipulation through capital commitment not vote counting
diff --git a/domains/internet-finance/liquidity-weighted-price-over-time-solves-futarchy-manipulation-through-wash-trading-costs-because-high-fees-make-price-movement-expensive.md b/domains/internet-finance/liquidity-weighted-price-over-time-solves-futarchy-manipulation-through-wash-trading-costs-because-high-fees-make-price-movement-expensive.md
index 93b73d778..8da713f1a 100644
--- a/domains/internet-finance/liquidity-weighted-price-over-time-solves-futarchy-manipulation-through-wash-trading-costs-because-high-fees-make-price-movement-expensive.md
+++ b/domains/internet-finance/liquidity-weighted-price-over-time-solves-futarchy-manipulation-through-wash-trading-costs-because-high-fees-make-price-movement-expensive.md
@@ -6,9 +6,9 @@ confidence: experimental
 source: "MetaDAO AMM proposal by joebuild, 2024-01-24"
 created: 2024-01-24
 supports:
-- high fee amms create lp incentive and manipulation deterrent simultaneously by making passive provision profitable and active trading expensive
+- high-fee-amms-create-lp-incentive-and-manipulation-deterrent-simultaneously-by-making-passive-provision-profitable-and-active-trading-expensive
 reweave_edges:
-- high fee amms create lp incentive and manipulation deterrent simultaneously by making passive provision profitable and active trading expensive|supports|2026-04-18
+- high-fee-amms-create-lp-incentive-and-manipulation-deterrent-simultaneously-by-making-passive-provision-profitable-and-active-trading-expensive|supports|2026-04-18
 ---
 
 # Liquidity-weighted price over time solves futarchy manipulation through wash trading costs because high fees make price movement expensive
diff --git a/domains/internet-finance/mdp-based-autoscaling-with-hysteresis-outperforms-simple-threshold-heuristics-for-cloud-resource-allocation.md b/domains/internet-finance/mdp-based-autoscaling-with-hysteresis-outperforms-simple-threshold-heuristics-for-cloud-resource-allocation.md
index 7ec69ddf1..24d0b6315 100644
--- a/domains/internet-finance/mdp-based-autoscaling-with-hysteresis-outperforms-simple-threshold-heuristics-for-cloud-resource-allocation.md
+++ b/domains/internet-finance/mdp-based-autoscaling-with-hysteresis-outperforms-simple-threshold-heuristics-for-cloud-resource-allocation.md
@@ -6,13 +6,13 @@ confidence: likely
 source: "Tournaire et al., 'Optimal Control Policies for Resource Allocation in the Cloud' (2021)"
 created: 2026-03-11
 related:
-- hysteresis in autoscaling prevents oscillation by using asymmetric thresholds for scale up and scale down
-- optimal queue policies have threshold structure making simple rules near optimal
-- pipeline state space size determines whether exact mdp solution or threshold heuristics are optimal
+- hysteresis-in-autoscaling-prevents-oscillation-by-using-asymmetric-thresholds-for-scale-up-and-scale-down
+- optimal-queue-policies-have-threshold-structure-making-simple-rules-near-optimal
+- pipeline-state-space-size-determines-whether-exact-mdp-solution-or-threshold-heuristics-are-optimal
 reweave_edges:
-- hysteresis in autoscaling prevents oscillation by using asymmetric thresholds for scale up and scale down|related|2026-04-18
-- optimal queue policies have threshold structure making simple rules near optimal|related|2026-04-19
-- pipeline state space size determines whether exact mdp solution or threshold heuristics are optimal|related|2026-04-19
+- hysteresis-in-autoscaling-prevents-oscillation-by-using-asymmetric-thresholds-for-scale-up-and-scale-down|related|2026-04-18
+- optimal-queue-policies-have-threshold-structure-making-simple-rules-near-optimal|related|2026-04-19
+- pipeline-state-space-size-determines-whether-exact-mdp-solution-or-threshold-heuristics-are-optimal|related|2026-04-19
 ---
 
 # MDP-based autoscaling with hysteresis outperforms simple threshold heuristics for cloud resource allocation
diff --git a/domains/internet-finance/metadao-autocrat-migration-accepted-counterparty-risk-from-unverifiable-builds-prioritizing-iteration-speed-over-security-guarantees.md b/domains/internet-finance/metadao-autocrat-migration-accepted-counterparty-risk-from-unverifiable-builds-prioritizing-iteration-speed-over-security-guarantees.md
index 60cd15d79..ff6f55a7a 100644
--- a/domains/internet-finance/metadao-autocrat-migration-accepted-counterparty-risk-from-unverifiable-builds-prioritizing-iteration-speed-over-security-guarantees.md
+++ b/domains/internet-finance/metadao-autocrat-migration-accepted-counterparty-risk-from-unverifiable-builds-prioritizing-iteration-speed-over-security-guarantees.md
@@ -7,12 +7,12 @@ source: MetaDAO Autocrat v0.1 proposal risk disclosure, December 2023
 created: 2026-03-15
 related:
 - joebuild
-- metadao autocrat v01 reduces proposal duration to three days enabling faster governance iteration
+- metadao-autocrat-v01-reduces-proposal-duration-to-three-days-enabling-faster-governance-iteration
 - "{'MetaDAO': 'Migrate Autocrat Program to v0.1'}"
 - "MetaDAO: Migrate Autocrat Program to v0.1"
 reweave_edges:
 - joebuild|related|2026-04-18
-- metadao autocrat v01 reduces proposal duration to three days enabling faster governance iteration|related|2026-04-18
+- metadao-autocrat-v01-reduces-proposal-duration-to-three-days-enabling-faster-governance-iteration|related|2026-04-18
 - "{'MetaDAO': 'Migrate Autocrat Program to v0.1|related|2026-04-18'}"
 - "MetaDAO: Migrate Autocrat Program to v0.1|related|2026-04-19"
 ---
diff --git a/domains/internet-finance/metadao-was-launched-as-production-test-of-futarchy-to-solve-token-voting-dysfunction.md b/domains/internet-finance/metadao-was-launched-as-production-test-of-futarchy-to-solve-token-voting-dysfunction.md
index 762718b4e..81ad1705b 100644
--- a/domains/internet-finance/metadao-was-launched-as-production-test-of-futarchy-to-solve-token-voting-dysfunction.md
+++ b/domains/internet-finance/metadao-was-launched-as-production-test-of-futarchy-to-solve-token-voting-dysfunction.md
@@ -9,8 +9,8 @@ title: MetaDAO was launched as a production test of futarchy to solve token voti
 agent: rio
 scope: causal
 sourcer: "@m3taversal"
-supports: ["futarchy-implementations-must-simplify-theoretical-mechanisms-for-production-adoption-because-original-designs-include-impractical-elements-that-academics-tolerate-but-users-reject"]
-related: ["token-voting-DAOs-offer-no-minority-protection-beyond-majority-goodwill", "MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale", "futarchy-implementations-must-simplify-theoretical-mechanisms-for-production-adoption-because-original-designs-include-impractical-elements-that-academics-tolerate-but-users-reject", "proph3t", "metadao-gmu-futarchy-research", "futarchy implementations must simplify theoretical mechanisms for production adoption because original designs include impractical elements that academics tolerate but users reject"]
+supports: ["futarchy implementations must simplify theoretical mechanisms for production adoption because original designs include impractical elements that academics tolerate but users reject"]
+related: ["token voting DAOs offer no minority protection beyond majority goodwill", "MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale", "futarchy implementations must simplify theoretical mechanisms for production adoption because original designs include impractical elements that academics tolerate but users reject", "proph3t", "metadao-gmu-futarchy-research", "futarchy implementations must simplify theoretical mechanisms for production adoption because original designs include impractical elements that academics tolerate but users reject"]
 ---
 
 # MetaDAO was launched as a production test of futarchy to solve token voting dysfunction
diff --git a/domains/internet-finance/moderate-scale-queueing-systems-benefit-from-simple-threshold-policies-over-sophisticated-algorithms-because-square-root-staffing-captures-most-efficiency-gains.md b/domains/internet-finance/moderate-scale-queueing-systems-benefit-from-simple-threshold-policies-over-sophisticated-algorithms-because-square-root-staffing-captures-most-efficiency-gains.md
index 6e1a7be59..9d31181c4 100644
--- a/domains/internet-finance/moderate-scale-queueing-systems-benefit-from-simple-threshold-policies-over-sophisticated-algorithms-because-square-root-staffing-captures-most-efficiency-gains.md
+++ b/domains/internet-finance/moderate-scale-queueing-systems-benefit-from-simple-threshold-policies-over-sophisticated-algorithms-because-square-root-staffing-captures-most-efficiency-gains.md
@@ -8,24 +8,24 @@ created: 2026-03-11
 depends_on:
 - square-root-staffing-principle-achieves-economies-of-scale-in-queueing-systems-by-operating-near-full-utilization-with-manageable-delays.md
 supports:
-- halfin whitt qed regime enables systems to operate near full utilization while maintaining service quality through utilization approaching one at rate one over square root n
-- optimal queue policies have threshold structure making simple rules near optimal
+- halfin-whitt-qed-regime-enables-systems-to-operate-near-full-utilization-while-maintaining-service-quality-through-utilization-approaching-one-at-rate-one-over-square-root-n
+- optimal-queue-policies-have-threshold-structure-making-simple-rules-near-optimal
 related:
-- hysteresis in autoscaling prevents oscillation by using asymmetric thresholds for scale up and scale down
-- littles law provides minimum worker capacity floor for pipeline systems but requires buffer margin for variance
-- multi server queueing systems exhibit economies of scale because safety margin grows sublinearly with system size
-- non stationary service systems require dynamic worker allocation because fixed staffing wastes capacity during low demand and creates bottlenecks during peaks
-- pipeline state space size determines whether exact mdp solution or threshold heuristics are optimal
-- square root staffing principle provisions servers as base load plus beta times square root of base load where beta is quality of service parameter
+- hysteresis-in-autoscaling-prevents-oscillation-by-using-asymmetric-thresholds-for-scale-up-and-scale-down
+- littles-law-provides-minimum-worker-capacity-floor-for-pipeline-systems-but-requires-buffer-margin-for-variance
+- multi-server-queueing-systems-exhibit-economies-of-scale-because-safety-margin-grows-sublinearly-with-system-size
+- non-stationary-service-systems-require-dynamic-worker-allocation-because-fixed-staffing-wastes-capacity-during-low-demand-and-creates-bottlenecks-during-peaks
+- pipeline-state-space-size-determines-whether-exact-mdp-solution-or-threshold-heuristics-are-optimal
+- square-root-staffing-principle-provisions-servers-as-base-load-plus-beta-times-square-root-of-base-load-where-beta-is-quality-of-service-parameter
 reweave_edges:
-- halfin whitt qed regime enables systems to operate near full utilization while maintaining service quality through utilization approaching one at rate one over square root n|supports|2026-04-18
-- hysteresis in autoscaling prevents oscillation by using asymmetric thresholds for scale up and scale down|related|2026-04-18
-- littles law provides minimum worker capacity floor for pipeline systems but requires buffer margin for variance|related|2026-04-18
-- multi server queueing systems exhibit economies of scale because safety margin grows sublinearly with system size|related|2026-04-18
-- non stationary service systems require dynamic worker allocation because fixed staffing wastes capacity during low demand and creates bottlenecks during peaks|related|2026-04-18
-- optimal queue policies have threshold structure making simple rules near optimal|supports|2026-04-19
-- pipeline state space size determines whether exact mdp solution or threshold heuristics are optimal|related|2026-04-19
-- square root staffing principle provisions servers as base load plus beta times square root of base load where beta is quality of service parameter|related|2026-04-19
+- halfin-whitt-qed-regime-enables-systems-to-operate-near-full-utilization-while-maintaining-service-quality-through-utilization-approaching-one-at-rate-one-over-square-root-n|supports|2026-04-18
+- hysteresis-in-autoscaling-prevents-oscillation-by-using-asymmetric-thresholds-for-scale-up-and-scale-down|related|2026-04-18
+- littles-law-provides-minimum-worker-capacity-floor-for-pipeline-systems-but-requires-buffer-margin-for-variance|related|2026-04-18
+- multi-server-queueing-systems-exhibit-economies-of-scale-because-safety-margin-grows-sublinearly-with-system-size|related|2026-04-18
+- non-stationary-service-systems-require-dynamic-worker-allocation-because-fixed-staffing-wastes-capacity-during-low-demand-and-creates-bottlenecks-during-peaks|related|2026-04-18
+- optimal-queue-policies-have-threshold-structure-making-simple-rules-near-optimal|supports|2026-04-19
+- pipeline-state-space-size-determines-whether-exact-mdp-solution-or-threshold-heuristics-are-optimal|related|2026-04-19
+- square-root-staffing-principle-provisions-servers-as-base-load-plus-beta-times-square-root-of-base-load-where-beta-is-quality-of-service-parameter|related|2026-04-19
 ---
 
 # Moderate-scale queueing systems benefit from simple threshold policies over sophisticated algorithms because square-root staffing captures most efficiency gains
diff --git a/domains/internet-finance/multi-server-queueing-systems-exhibit-economies-of-scale-because-safety-margin-grows-sublinearly-with-system-size.md b/domains/internet-finance/multi-server-queueing-systems-exhibit-economies-of-scale-because-safety-margin-grows-sublinearly-with-system-size.md
index 5d01e042c..ea9bbcc98 100644
--- a/domains/internet-finance/multi-server-queueing-systems-exhibit-economies-of-scale-because-safety-margin-grows-sublinearly-with-system-size.md
+++ b/domains/internet-finance/multi-server-queueing-systems-exhibit-economies-of-scale-because-safety-margin-grows-sublinearly-with-system-size.md
@@ -6,12 +6,12 @@ confidence: proven
 source: "Ward Whitt, What You Should Know About Queueing Models (2019)"
 created: 2026-03-11
 supports:
-- moderate scale queueing systems benefit from simple threshold policies over sophisticated algorithms because square root staffing captures most efficiency gains
+- moderate-scale-queueing-systems-benefit-from-simple-threshold-policies-over-sophisticated-algorithms-because-square-root-staffing-captures-most-efficiency-gains
 related:
-- littles law provides minimum worker capacity floor for pipeline systems but requires buffer margin for variance
+- littles-law-provides-minimum-worker-capacity-floor-for-pipeline-systems-but-requires-buffer-margin-for-variance
 reweave_edges:
-- littles law provides minimum worker capacity floor for pipeline systems but requires buffer margin for variance|related|2026-04-18
-- moderate scale queueing systems benefit from simple threshold policies over sophisticated algorithms because square root staffing captures most efficiency gains|supports|2026-04-18
+- littles-law-provides-minimum-worker-capacity-floor-for-pipeline-systems-but-requires-buffer-margin-for-variance|related|2026-04-18
+- moderate-scale-queueing-systems-benefit-from-simple-threshold-policies-over-sophisticated-algorithms-because-square-root-staffing-captures-most-efficiency-gains|supports|2026-04-18
 ---
 
 # Multi-server queueing systems exhibit economies of scale because safety margin grows sublinearly with system size
diff --git a/domains/internet-finance/myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment.md b/domains/internet-finance/myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment.md
index be4791542..8be2d7250 100644
--- a/domains/internet-finance/myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment.md
+++ b/domains/internet-finance/myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment.md
@@ -12,9 +12,9 @@ supports:
 reweave_edges:
 - "{'MycoRealms': 'Futardio ICO Launch|supports|2026-04-18'}"
 - "MycoRealms: Futardio ICO Launch|supports|2026-04-19"
-- raydium liquidity farming follows standard pattern of 1 percent token allocation 7 to 90 day duration and clmm pool architecture|related|2026-04-19
+- raydium-liquidity-farming-follows-standard-pattern-of-1-percent-token-allocation-7-to-90-day-duration-and-clmm-pool-architecture|related|2026-04-19
 related:
-- raydium liquidity farming follows standard pattern of 1 percent token allocation 7 to 90 day duration and clmm pool architecture
+- raydium-liquidity-farming-follows-standard-pattern-of-1-percent-token-allocation-7-to-90-day-duration-and-clmm-pool-architecture
 ---
 
 # MycoRealms demonstrates futarchy-governed physical infrastructure through $125K mushroom farm raise with market-controlled CAPEX deployment
diff --git a/domains/internet-finance/non-stationary-service-systems-require-dynamic-worker-allocation-because-fixed-staffing-wastes-capacity-during-low-demand-and-creates-bottlenecks-during-peaks.md b/domains/internet-finance/non-stationary-service-systems-require-dynamic-worker-allocation-because-fixed-staffing-wastes-capacity-during-low-demand-and-creates-bottlenecks-during-peaks.md
index f75649a41..0dce32240 100644
--- a/domains/internet-finance/non-stationary-service-systems-require-dynamic-worker-allocation-because-fixed-staffing-wastes-capacity-during-low-demand-and-creates-bottlenecks-during-peaks.md
+++ b/domains/internet-finance/non-stationary-service-systems-require-dynamic-worker-allocation-because-fixed-staffing-wastes-capacity-during-low-demand-and-creates-bottlenecks-during-peaks.md
@@ -6,9 +6,9 @@ confidence: proven
 source: "Simio / WinterSim 2018, Resource Scheduling in Non-Stationary Service Systems"
 created: 2026-03-11
 supports:
-- time varying arrival rates require dynamic staffing not constant max workers
+- time-varying-arrival-rates-require-dynamic-staffing-not-constant-max-workers
 reweave_edges:
-- time varying arrival rates require dynamic staffing not constant max workers|supports|2026-04-20
+- time-varying-arrival-rates-require-dynamic-staffing-not-constant-max-workers|supports|2026-04-20
 ---
 
 # Non-stationary service systems require dynamic worker allocation because fixed staffing wastes capacity during low demand and creates bottlenecks during peaks
diff --git a/domains/internet-finance/ownership coins primary value proposition is investor protection not governance quality because anti-rug enforcement through market-governed liquidation creates credible exit guarantees that no amount of decision optimization can match.md b/domains/internet-finance/ownership coins primary value proposition is investor protection not governance quality because anti-rug enforcement through market-governed liquidation creates credible exit guarantees that no amount of decision optimization can match.md
index dfbd576bd..c0d2bedd3 100644
--- a/domains/internet-finance/ownership coins primary value proposition is investor protection not governance quality because anti-rug enforcement through market-governed liquidation creates credible exit guarantees that no amount of decision optimization can match.md	
+++ b/domains/internet-finance/ownership coins primary value proposition is investor protection not governance quality because anti-rug enforcement through market-governed liquidation creates credible exit guarantees that no amount of decision optimization can match.md	
@@ -11,11 +11,11 @@ depends_on:
 - 8/8 MetaDAO ICOs above launch price — zero investor losses
 - Hurupay minimum raise failure — funds returned automatically
 related:
-- access friction functions as a natural conviction filter in token launches because process difficulty selects for genuine believers while price friction selects for wealthy speculators
-- DeFi insurance hybrid claims assessment routes clear exploits to automation and ambiguous disputes to governance, resolving the speed-fairness tradeoff
+- access-friction-functions-as-a-natural-conviction-filter-in-token-launches-because-process-difficulty-selects-for-genuine-believers-while-price-friction-selects-for-wealthy-speculators
+- defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff
 reweave_edges:
-- access friction functions as a natural conviction filter in token launches because process difficulty selects for genuine believers while price friction selects for wealthy speculators|related|2026-04-04
-- DeFi insurance hybrid claims assessment routes clear exploits to automation and ambiguous disputes to governance, resolving the speed-fairness tradeoff|related|2026-04-18
+- access-friction-functions-as-a-natural-conviction-filter-in-token-launches-because-process-difficulty-selects-for-genuine-believers-while-price-friction-selects-for-wealthy-speculators|related|2026-04-04
+- defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff|related|2026-04-18
 - Ownership coins solve minority investor protection through conditional market forced buyouts not governance quality|supports|2026-04-19
 supports:
 - Ownership coins solve minority investor protection through conditional market forced buyouts not governance quality
diff --git a/domains/internet-finance/ownership-coin-treasury-management-uses-market-cap-to-treasury-ratio-as-continuous-capital-calibration-signal.md b/domains/internet-finance/ownership-coin-treasury-management-uses-market-cap-to-treasury-ratio-as-continuous-capital-calibration-signal.md
index 606f49a55..23d530b3f 100644
--- a/domains/internet-finance/ownership-coin-treasury-management-uses-market-cap-to-treasury-ratio-as-continuous-capital-calibration-signal.md
+++ b/domains/internet-finance/ownership-coin-treasury-management-uses-market-cap-to-treasury-ratio-as-continuous-capital-calibration-signal.md
@@ -9,8 +9,8 @@ title: Ownership coin treasury management uses market cap to treasury ratio as c
 agent: rio
 scope: functional
 sourcer: "@m3taversal"
-supports: ["ownership-coin-treasuries-should-be-actively-managed-through-buybacks-and-token-sales-as-continuous-capital-calibration-not-treated-as-static-war-chests"]
-related: ["treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases", "ownership-coin-treasuries-should-be-actively-managed-through-buybacks-and-token-sales-as-continuous-capital-calibration-not-treated-as-static-war-chests", "ownership coin treasuries should be actively managed through buybacks and token sales as continuous capital calibration not treated as static war chests"]
+supports: ["ownership coin treasuries should be actively managed through buybacks and token sales as continuous capital calibration not treated as static war chests"]
+related: ["treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases", "ownership coin treasuries should be actively managed through buybacks and token sales as continuous capital calibration not treated as static war chests", "ownership coin treasuries should be actively managed through buybacks and token sales as continuous capital calibration not treated as static war chests"]
 ---
 
 # Ownership coin treasury management uses market cap to treasury ratio as continuous capital calibration signal not static war chest
diff --git a/domains/internet-finance/ownership-coins-require-dual-mechanism-architecture-because-futarchy-governance-provides-downside-protection-while-legal-wrappers-provide-upside-claims.md b/domains/internet-finance/ownership-coins-require-dual-mechanism-architecture-because-futarchy-governance-provides-downside-protection-while-legal-wrappers-provide-upside-claims.md
index 6c87406a6..599cd84da 100644
--- a/domains/internet-finance/ownership-coins-require-dual-mechanism-architecture-because-futarchy-governance-provides-downside-protection-while-legal-wrappers-provide-upside-claims.md
+++ b/domains/internet-finance/ownership-coins-require-dual-mechanism-architecture-because-futarchy-governance-provides-downside-protection-while-legal-wrappers-provide-upside-claims.md
@@ -9,7 +9,7 @@ title: Ownership coins require dual-mechanism architecture because futarchy gove
 agent: rio
 scope: structural
 sourcer: "@m3taversal"
-related: ["Living-Capital-vehicles-likely-fail-the-Howey-test-for-securities-classification-because-the-structural-separation-of-capital-raise-from-investment-decision-eliminates-the-efforts-of-others-prong", "ownership-coins-are-tokens-with-treasury-claims-governed-by-futarchy-not-token-voting", "futarchy-governed-liquidation-is-the-enforcement-mechanism-that-makes-unruggable-ICOs-credible-because-investors-can-force-full-treasury-return-when-teams-materially-misrepresent", "futarchy solves trustless joint ownership not just better decision-making", "futarchy enables trustless joint ownership by forcing dissenters to be bought out through pass markets"]
+related: ["Living Capital vehicles likely fail the Howey test for securities classification because the structural separation of capital raise from investment decision eliminates the efforts of others prong", "ownership-coins-are-tokens-with-treasury-claims-governed-by-futarchy-not-token-voting", "futarchy-governed liquidation is the enforcement mechanism that makes unruggable ICOs credible because investors can force full treasury return when teams materially misrepresent", "futarchy solves trustless joint ownership not just better decision-making", "futarchy enables trustless joint ownership by forcing dissenters to be bought out through pass markets"]
 ---
 
 # Ownership coins require dual-mechanism architecture because futarchy governance provides downside protection while legal wrappers provide upside claims
diff --git a/domains/internet-finance/ownership-coins-solve-minority-investor-protection-through-conditional-market-forced-buyouts.md b/domains/internet-finance/ownership-coins-solve-minority-investor-protection-through-conditional-market-forced-buyouts.md
index 567141720..2a830b563 100644
--- a/domains/internet-finance/ownership-coins-solve-minority-investor-protection-through-conditional-market-forced-buyouts.md
+++ b/domains/internet-finance/ownership-coins-solve-minority-investor-protection-through-conditional-market-forced-buyouts.md
@@ -9,8 +9,8 @@ title: Ownership coins solve minority investor protection through conditional ma
 agent: rio
 scope: causal
 sourcer: "@m3taversal"
-supports: ["ownership-coins-primary-value-proposition-is-investor-protection-not-governance-quality-because-anti-rug-enforcement-through-market-governed-liquidation-creates-credible-exit-guarantees-that-no-amount-of-decision-optimization-can-match", "futarchy-enables-trustless-joint-ownership-by-forcing-dissenters-to-be-bought-out-through-pass-markets", "decision-markets-make-majority-theft-unprofitable-through-conditional-token-arbitrage"]
-related: ["ownership-coins-are-tokens-with-treasury-claims-governed-by-futarchy-not-token-voting", "futarchy-anti-rug-property-enables-market-forced-liquidation-when-teams-misrepresent", "token-voting-DAOs-offer-no-minority-protection-beyond-majority-goodwill", "token voting DAOs offer no minority protection beyond majority goodwill", "ownership coins primary value proposition is investor protection not governance quality because anti-rug enforcement through market-governed liquidation creates credible exit guarantees that no amount of decision optimization can match", "ownership-coins-solve-minority-investor-protection-through-conditional-market-forced-buyouts"]
+supports: ["ownership coins primary value proposition is investor protection not governance quality because anti-rug enforcement through market-governed liquidation creates credible exit guarantees that no amount of decision optimization can match", "futarchy enables trustless joint ownership by forcing dissenters to be bought out through pass markets", "decision markets make majority theft unprofitable through conditional token arbitrage"]
+related: ["ownership-coins-are-tokens-with-treasury-claims-governed-by-futarchy-not-token-voting", "futarchy-anti-rug-property-enables-market-forced-liquidation-when-teams-misrepresent", "token voting DAOs offer no minority protection beyond majority goodwill", "token voting DAOs offer no minority protection beyond majority goodwill", "ownership coins primary value proposition is investor protection not governance quality because anti-rug enforcement through market-governed liquidation creates credible exit guarantees that no amount of decision optimization can match", "ownership-coins-solve-minority-investor-protection-through-conditional-market-forced-buyouts"]
 ---
 
 # Ownership coins solve minority investor protection through conditional market forced buyouts not governance quality
diff --git a/domains/internet-finance/ownership-coins-with-target-markets-create-intelligence-accelerant-through-capital-deployment-feedback.md b/domains/internet-finance/ownership-coins-with-target-markets-create-intelligence-accelerant-through-capital-deployment-feedback.md
index 82fcdc7bf..19faa8471 100644
--- a/domains/internet-finance/ownership-coins-with-target-markets-create-intelligence-accelerant-through-capital-deployment-feedback.md
+++ b/domains/internet-finance/ownership-coins-with-target-markets-create-intelligence-accelerant-through-capital-deployment-feedback.md
@@ -9,8 +9,8 @@ title: Ownership coins with target markets create intelligence accelerant throug
 agent: rio
 scope: causal
 sourcer: "@m3taversal"
-supports: ["coin-price-is-the-fairest-objective-function-for-asset-futarchy"]
-related: ["Living-Agents-are-domain-expert-investment-entities-where-collective-intelligence-provides-the-analysis-futarchy-provides-the-governance-and-tokens-provide-permissionless-access-to-private-deal-flow", "ownership-coins-are-tokens-with-treasury-claims-governed-by-futarchy-not-token-voting", "coin-price-is-the-fairest-objective-function-for-asset-futarchy", "ownership coin treasuries should be actively managed through buybacks and token sales as continuous capital calibration not treated as static war chests"]
+supports: ["coin price is the fairest objective function for asset futarchy"]
+related: ["Living Agents are domain-expert investment entities where collective intelligence provides the analysis futarchy provides the governance and tokens provide permissionless access to private deal flow", "ownership-coins-are-tokens-with-treasury-claims-governed-by-futarchy-not-token-voting", "coin price is the fairest objective function for asset futarchy", "ownership coin treasuries should be actively managed through buybacks and token sales as continuous capital calibration not treated as static war chests"]
 ---
 
 # Ownership coins with target markets create intelligence accelerant through capital deployment feedback because real investment outcomes generate learning loops that pure information-processing agents cannot access
diff --git a/domains/internet-finance/performance-gated-team-vesting-with-price-multiple-triggers-eliminates-early-insider-selling-as-ownership-alignment-mechanism.md b/domains/internet-finance/performance-gated-team-vesting-with-price-multiple-triggers-eliminates-early-insider-selling-as-ownership-alignment-mechanism.md
index 1907b1cc5..088d85be6 100644
--- a/domains/internet-finance/performance-gated-team-vesting-with-price-multiple-triggers-eliminates-early-insider-selling-as-ownership-alignment-mechanism.md
+++ b/domains/internet-finance/performance-gated-team-vesting-with-price-multiple-triggers-eliminates-early-insider-selling-as-ownership-alignment-mechanism.md
@@ -12,10 +12,10 @@ sourcer: Pine Analytics
 related_claims: ["[[ownership alignment turns network effects from extractive to generative]]", "[[time-based token vesting is hedgeable making standard lockups meaningless as alignment mechanisms because investors can short-sell to neutralize lockup exposure while appearing locked]]", "[[token economics replacing management fees and carried interest creates natural meritocracy in investment governance]]"]
 related:
 - Token vesting against volume milestones solves the country lead coordination problem by aligning incentives with the regulatory operational and execution risk of launching new markets
-- XP-weighted allocation in oversubscribed raises aligns ownership with prior contribution by redistributing allocation not price
+- xp-weighted-allocation-in-oversubscribed-raises-aligns-ownership-with-prior-contribution-by-redistributing-allocation-not-price
 reweave_edges:
 - Token vesting against volume milestones solves the country lead coordination problem by aligning incentives with the regulatory operational and execution risk of launching new markets|related|2026-04-20
-- XP-weighted allocation in oversubscribed raises aligns ownership with prior contribution by redistributing allocation not price|related|2026-04-20
+- xp-weighted-allocation-in-oversubscribed-raises-aligns-ownership-with-prior-contribution-by-redistributing-allocation-not-price|related|2026-04-20
 ---
 
 # Performance-gated team vesting with price-multiple triggers eliminates early insider selling as ownership alignment mechanism
diff --git a/domains/internet-finance/permissioned-futarchy-icos-are-securities-at-launch-regardless-of-governance-mechanism-because-team-effort-dominates-early-value-creation.md b/domains/internet-finance/permissioned-futarchy-icos-are-securities-at-launch-regardless-of-governance-mechanism-because-team-effort-dominates-early-value-creation.md
index 8598cb5e3..068f11adb 100644
--- a/domains/internet-finance/permissioned-futarchy-icos-are-securities-at-launch-regardless-of-governance-mechanism-because-team-effort-dominates-early-value-creation.md
+++ b/domains/internet-finance/permissioned-futarchy-icos-are-securities-at-launch-regardless-of-governance-mechanism-because-team-effort-dominates-early-value-creation.md
@@ -10,8 +10,8 @@ agent: rio
 scope: structural
 sourcer: Rio
 supports: ["futarchy-governed-ico-tokens-transition-from-securities-to-non-securities-through-mechanism-maturity-faster-than-token-voting-daos"]
-challenges: ["futarchy-governed-entities-are-structurally-not-securities-because-prediction-market-participation-replaces-the-concentrated-promoter-effort-that-the-Howey-test-requires"]
-related: ["futarchy-governed-entities-are-structurally-not-securities-because-prediction-market-participation-replaces-the-concentrated-promoter-effort-that-the-Howey-test-requires", "futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires"]
+challenges: ["futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires"]
+related: ["futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires", "futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires"]
 ---
 
 # Permissioned futarchy ICOs are securities at launch regardless of governance mechanism because team effort dominates early value creation
diff --git a/domains/internet-finance/permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms.md b/domains/internet-finance/permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms.md
index e23aca747..418eb98fc 100644
--- a/domains/internet-finance/permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms.md
+++ b/domains/internet-finance/permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms.md
@@ -12,7 +12,7 @@ attribution:
     - handle: "m3taversal"
       context: "@m3taversal via Telegram, responding to @jabranthelawyer and @metaproph3t Twitter discussion"
 related:
-- futarchy governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility
+- futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility
 supports:
 - Permissioned launchpad curation creates implicit due diligence liability through intervention precedent because each curatorial decision becomes evidence of gatekeeper responsibility
 reweave_edges:
diff --git a/domains/internet-finance/permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform.md b/domains/internet-finance/permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform.md
index c1da3bcb4..7685cb24b 100644
--- a/domains/internet-finance/permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform.md	
+++ b/domains/internet-finance/permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform.md	
@@ -6,9 +6,9 @@ confidence: experimental
 source: "Pine Analytics (@PineAnalytics) futard.io launch metrics, Mar 2026"
 created: 2026-03-08
 related:
-- Curated MetaDAO ICOs achieved higher committed capital than permissionless launches through pre-launch validation
+- curated-metadao-icos-achieved-higher-committed-capital-than-permissionless-launches-through-pre-launch-validation
 reweave_edges:
-- Curated MetaDAO ICOs achieved higher committed capital than permissionless launches through pre-launch validation|related|2026-04-19
+- curated-metadao-icos-achieved-higher-committed-capital-than-permissionless-launches-through-pre-launch-validation|related|2026-04-19
 ---
 
 # Permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform
diff --git a/domains/internet-finance/permissionless-community-expansion-reduces-market-entry-costs-100x-through-incentivized-circles-versus-local-teams.md b/domains/internet-finance/permissionless-community-expansion-reduces-market-entry-costs-100x-through-incentivized-circles-versus-local-teams.md
index e3666f684..95884414b 100644
--- a/domains/internet-finance/permissionless-community-expansion-reduces-market-entry-costs-100x-through-incentivized-circles-versus-local-teams.md
+++ b/domains/internet-finance/permissionless-community-expansion-reduces-market-entry-costs-100x-through-incentivized-circles-versus-local-teams.md
@@ -12,13 +12,13 @@ attribution:
     - handle: "thedonkey"
       context: "@Thedonkey (P2P.me founder), operational data from Brazil/Argentina/Venezuela/Mexico launches"
 supports:
-- Permissionless operator networks scale geographic expansion quadratically by removing human bottlenecks from market entry
-- Permissionless country expansion accelerates through operational learning because each market launch compresses timeline and reduces capital requirements
-- permissionless geographic expansion achieves 100x cost reduction through community leader revenue share replacing local teams
+- permissionless-operator-networks-scale-geographic-expansion-quadratically-by-removing-human-bottlenecks-from-market-entry
+- permissionless-country-expansion-accelerates-through-operational-learning-because-each-market-launch-compresses-timeline-and-reduces-capital-requirements
+- permissionless-geographic-expansion-achieves-100x-cost-reduction-through-community-leader-revenue-share-replacing-local-teams
 reweave_edges:
-- Permissionless operator networks scale geographic expansion quadratically by removing human bottlenecks from market entry|supports|2026-04-04
-- Permissionless country expansion accelerates through operational learning because each market launch compresses timeline and reduces capital requirements|supports|2026-04-19
-- permissionless geographic expansion achieves 100x cost reduction through community leader revenue share replacing local teams|supports|2026-04-19
+- permissionless-operator-networks-scale-geographic-expansion-quadratically-by-removing-human-bottlenecks-from-market-entry|supports|2026-04-04
+- permissionless-country-expansion-accelerates-through-operational-learning-because-each-market-launch-compresses-timeline-and-reduces-capital-requirements|supports|2026-04-19
+- permissionless-geographic-expansion-achieves-100x-cost-reduction-through-community-leader-revenue-share-replacing-local-teams|supports|2026-04-19
 ---
 
 # Permissionless community expansion reduces market entry costs by 100x (from $40K to $400) by replacing local teams with incentivized community circles compensated at 0.2% of volume
diff --git a/domains/internet-finance/permissionless-country-expansion-accelerates-through-operational-learning-because-each-market-launch-compresses-timeline-and-reduces-capital-requirements.md b/domains/internet-finance/permissionless-country-expansion-accelerates-through-operational-learning-because-each-market-launch-compresses-timeline-and-reduces-capital-requirements.md
index 0d133e079..792558f85 100644
--- a/domains/internet-finance/permissionless-country-expansion-accelerates-through-operational-learning-because-each-market-launch-compresses-timeline-and-reduces-capital-requirements.md
+++ b/domains/internet-finance/permissionless-country-expansion-accelerates-through-operational-learning-because-each-market-launch-compresses-timeline-and-reduces-capital-requirements.md
@@ -11,11 +11,11 @@ scope: causal
 sourcer: "@Thedonkey"
 related_claims: ["[[internet-capital-markets-compress-fundraising-timelines]]", "[[cryptos primary use case is capital formation not payments or store of value because permissionless token issuance solves the fundraising bottleneck that solo founders and small teams face]]"]
 supports:
-- permissionless community expansion reduces market entry costs 100x through incentivized circles versus local teams
-- permissionless geographic expansion achieves 100x cost reduction through community leader revenue share replacing local teams
+- permissionless-community-expansion-reduces-market-entry-costs-100x-through-incentivized-circles-versus-local-teams
+- permissionless-geographic-expansion-achieves-100x-cost-reduction-through-community-leader-revenue-share-replacing-local-teams
 reweave_edges:
-- permissionless community expansion reduces market entry costs 100x through incentivized circles versus local teams|supports|2026-04-19
-- permissionless geographic expansion achieves 100x cost reduction through community leader revenue share replacing local teams|supports|2026-04-19
+- permissionless-community-expansion-reduces-market-entry-costs-100x-through-incentivized-circles-versus-local-teams|supports|2026-04-19
+- permissionless-geographic-expansion-achieves-100x-cost-reduction-through-community-leader-revenue-share-replacing-local-teams|supports|2026-04-19
 ---
 
 # Permissionless country expansion accelerates through operational learning because each market launch compresses timeline and reduces capital requirements
diff --git a/domains/internet-finance/permissionless-geographic-expansion-achieves-100x-cost-reduction-through-community-leader-revenue-share-replacing-local-teams.md b/domains/internet-finance/permissionless-geographic-expansion-achieves-100x-cost-reduction-through-community-leader-revenue-share-replacing-local-teams.md
index 30b679cd7..7a7d31371 100644
--- a/domains/internet-finance/permissionless-geographic-expansion-achieves-100x-cost-reduction-through-community-leader-revenue-share-replacing-local-teams.md
+++ b/domains/internet-finance/permissionless-geographic-expansion-achieves-100x-cost-reduction-through-community-leader-revenue-share-replacing-local-teams.md
@@ -12,13 +12,13 @@ attribution:
     - handle: "thedonkey"
       context: "@Thedonkey, P2P.me expansion data across Brazil, Argentina, Venezuela, Mexico"
 supports:
-- Permissionless operator networks scale geographic expansion quadratically by removing human bottlenecks from market entry
-- permissionless community expansion reduces market entry costs 100x through incentivized circles versus local teams
-- Permissionless country expansion accelerates through operational learning because each market launch compresses timeline and reduces capital requirements
+- permissionless-operator-networks-scale-geographic-expansion-quadratically-by-removing-human-bottlenecks-from-market-entry
+- permissionless-community-expansion-reduces-market-entry-costs-100x-through-incentivized-circles-versus-local-teams
+- permissionless-country-expansion-accelerates-through-operational-learning-because-each-market-launch-compresses-timeline-and-reduces-capital-requirements
 reweave_edges:
-- Permissionless operator networks scale geographic expansion quadratically by removing human bottlenecks from market entry|supports|2026-04-04
-- permissionless community expansion reduces market entry costs 100x through incentivized circles versus local teams|supports|2026-04-19
-- Permissionless country expansion accelerates through operational learning because each market launch compresses timeline and reduces capital requirements|supports|2026-04-19
+- permissionless-operator-networks-scale-geographic-expansion-quadratically-by-removing-human-bottlenecks-from-market-entry|supports|2026-04-04
+- permissionless-community-expansion-reduces-market-entry-costs-100x-through-incentivized-circles-versus-local-teams|supports|2026-04-19
+- permissionless-country-expansion-accelerates-through-operational-learning-because-each-market-launch-compresses-timeline-and-reduces-capital-requirements|supports|2026-04-19
 ---
 
 # Permissionless geographic expansion achieves 100x cost reduction through community leader revenue share replacing local teams
diff --git a/domains/internet-finance/play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure.md b/domains/internet-finance/play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure.md
index fc1ada4ef..77b095c67 100644
--- a/domains/internet-finance/play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure.md
+++ b/domains/internet-finance/play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure.md
@@ -7,9 +7,9 @@ confidence: experimental
 source: "Optimism Futarchy v1 Preliminary Findings (2025-06-12), 430 forecasters, 88.6% first-time participants"
 created: 2025-06-12
 related:
-- futarchy variance creates portfolio problem because mechanism selects both top performers and worst performers simultaneously
+- futarchy-variance-creates-portfolio-problem-because-mechanism-selects-both-top-performers-and-worst-performers-simultaneously
 reweave_edges:
-- futarchy variance creates portfolio problem because mechanism selects both top performers and worst performers simultaneously|related|2026-04-18
+- futarchy-variance-creates-portfolio-problem-because-mechanism-selects-both-top-performers-and-worst-performers-simultaneously|related|2026-04-18
 ---
 
 # Play-money futarchy attracts participation but produces uncalibrated predictions because absence of downside risk removes selection pressure
diff --git a/domains/internet-finance/polymarket-achieved-us-regulatory-legitimacy-through-qcx-acquisition-establishing-prediction-markets-as-cftc-regulated-derivatives.md b/domains/internet-finance/polymarket-achieved-us-regulatory-legitimacy-through-qcx-acquisition-establishing-prediction-markets-as-cftc-regulated-derivatives.md
index dbd35deed..016edd3fc 100644
--- a/domains/internet-finance/polymarket-achieved-us-regulatory-legitimacy-through-qcx-acquisition-establishing-prediction-markets-as-cftc-regulated-derivatives.md
+++ b/domains/internet-finance/polymarket-achieved-us-regulatory-legitimacy-through-qcx-acquisition-establishing-prediction-markets-as-cftc-regulated-derivatives.md
@@ -9,7 +9,7 @@ created: 2026-03-11
 supports:
 - The CFTC's multi-state litigation posture represents a qualitative shift from regulatory rule-drafting to active jurisdictional defense of prediction markets
 - QCX
-- Trump Jr. dual investment creates political legitimacy risk for prediction market preemption regardless of legal merit
+- trump-jr-dual-investment-creates-political-legitimacy-risk-for-prediction-market-preemption-regardless-of-legal-merit
 related:
 - CFTC-licensed DCM preemption protects centralized prediction markets from state gambling law but leaves decentralized governance markets legally exposed because they cannot access the DCM licensing pathway
 - Prediction market SCOTUS cert is likely by early 2027 because three-circuit litigation pattern creates formal split by summer 2026 and 34-state amicus participation signals federalism stakes justify review
@@ -21,7 +21,7 @@ reweave_edges:
 - Prediction market SCOTUS cert is likely by early 2027 because three-circuit litigation pattern creates formal split by summer 2026 and 34-state amicus participation signals federalism stakes justify review|related|2026-04-19
 - QCX|supports|2026-04-19
 - Third Circuit ruling creates first federal appellate precedent for CFTC preemption of state gambling laws making Supreme Court review near-certain|related|2026-04-20
-- Trump Jr. dual investment creates political legitimacy risk for prediction market preemption regardless of legal merit|supports|2026-04-20
+- trump-jr-dual-investment-creates-political-legitimacy-risk-for-prediction-market-preemption-regardless-of-legal-merit|supports|2026-04-20
 - Trump Jr.'s dual investment in Kalshi and Polymarket creates a structural conflict of interest that undermines prediction market regulatory legitimacy regardless of legal merit|related|2026-04-20
 ---
 
diff --git a/domains/internet-finance/prediction-market-boom-is-primarily-a-sports-gambling-boom-which-weakens-the-information-aggregation-narrative.md b/domains/internet-finance/prediction-market-boom-is-primarily-a-sports-gambling-boom-which-weakens-the-information-aggregation-narrative.md
index f70172bd7..9a9304e76 100644
--- a/domains/internet-finance/prediction-market-boom-is-primarily-a-sports-gambling-boom-which-weakens-the-information-aggregation-narrative.md
+++ b/domains/internet-finance/prediction-market-boom-is-primarily-a-sports-gambling-boom-which-weakens-the-information-aggregation-narrative.md
@@ -7,11 +7,11 @@ confidence: likely
 source: "Messari (@0xWeiler Polymarket valuation, Mar 2026), Kalshi March Madness data, CertiK 2025 report"
 created: 2026-03-26
 related:
-- prediction market regulatory legitimacy creates both opportunity and existential risk for decision markets
-- Prediction markets are spectator sports while decision markets require skin in the game creating fundamentally different cold start dynamics
+- prediction-market-regulatory-legitimacy-creates-both-opportunity-and-existential-risk-for-decision-markets
+- prediction-markets-are-spectator-sports-while-decision-markets-require-skin-in-the-game-creating-fundamentally-different-cold-start-dynamics
 reweave_edges:
-- prediction market regulatory legitimacy creates both opportunity and existential risk for decision markets|related|2026-04-19
-- Prediction markets are spectator sports while decision markets require skin in the game creating fundamentally different cold start dynamics|related|2026-04-19
+- prediction-market-regulatory-legitimacy-creates-both-opportunity-and-existential-risk-for-decision-markets|related|2026-04-19
+- prediction-markets-are-spectator-sports-while-decision-markets-require-skin-in-the-game-creating-fundamentally-different-cold-start-dynamics|related|2026-04-19
 ---
 
 # The prediction market boom is primarily a sports gambling boom which weakens the information aggregation narrative
diff --git a/domains/internet-finance/prediction-market-growth-builds-infrastructure-for-decision-markets-but-conversion-is-not-happening.md b/domains/internet-finance/prediction-market-growth-builds-infrastructure-for-decision-markets-but-conversion-is-not-happening.md
index e6c93b2ee..df04ecea8 100644
--- a/domains/internet-finance/prediction-market-growth-builds-infrastructure-for-decision-markets-but-conversion-is-not-happening.md
+++ b/domains/internet-finance/prediction-market-growth-builds-infrastructure-for-decision-markets-but-conversion-is-not-happening.md
@@ -8,12 +8,12 @@ source: "Messari (@0xWeiler valuation thread, Mar 2026), CertiK 2025 report, Pin
 created: 2026-03-26
 related:
 - Augur
-- prediction market regulatory legitimacy creates both opportunity and existential risk for decision markets
-- Prediction markets are spectator sports while decision markets require skin in the game creating fundamentally different cold start dynamics
+- prediction-market-regulatory-legitimacy-creates-both-opportunity-and-existential-risk-for-decision-markets
+- prediction-markets-are-spectator-sports-while-decision-markets-require-skin-in-the-game-creating-fundamentally-different-cold-start-dynamics
 reweave_edges:
 - Augur|related|2026-04-17
-- prediction market regulatory legitimacy creates both opportunity and existential risk for decision markets|related|2026-04-19
-- Prediction markets are spectator sports while decision markets require skin in the game creating fundamentally different cold start dynamics|related|2026-04-19
+- prediction-market-regulatory-legitimacy-creates-both-opportunity-and-existential-risk-for-decision-markets|related|2026-04-19
+- prediction-markets-are-spectator-sports-while-decision-markets-require-skin-in-the-game-creating-fundamentally-different-cold-start-dynamics|related|2026-04-19
 ---
 
 # Prediction market growth builds infrastructure for decision markets but the conversion is not happening
diff --git a/domains/internet-finance/prediction-market-regulatory-legitimacy-creates-both-opportunity-and-existential-risk-for-decision-markets.md b/domains/internet-finance/prediction-market-regulatory-legitimacy-creates-both-opportunity-and-existential-risk-for-decision-markets.md
index 4d0ce91b1..2c7609a94 100644
--- a/domains/internet-finance/prediction-market-regulatory-legitimacy-creates-both-opportunity-and-existential-risk-for-decision-markets.md
+++ b/domains/internet-finance/prediction-market-regulatory-legitimacy-creates-both-opportunity-and-existential-risk-for-decision-markets.md
@@ -8,19 +8,19 @@ source: "Robin Hanson 'Prediction Markets Now' (Dec 2025), CFTC regulatory actio
 created: 2026-03-26
 supports:
 - The CFTC ANPRM comment record as of April 2026 contains zero filings distinguishing futarchy governance markets from event betting markets, creating a default regulatory framework that will apply gambling-use-case restrictions to governance-use-case mechanisms
-- Congressional insider trading legislation for prediction markets treats them as financial instruments not gambling strengthening DCM regulatory legitimacy
+- congressional-insider-trading-legislation-for-prediction-markets-treats-them-as-financial-instruments-not-gambling-strengthening-dcm-regulatory-legitimacy
 related:
 - CFTC-licensed DCM preemption protects centralized prediction markets from state gambling law but leaves decentralized governance markets legally exposed because they cannot access the DCM licensing pathway
 - Futarchy governance markets risk regulatory capture by anti-gambling frameworks because event betting and organizational governance use cases are conflated in current policy discourse
-- Prediction markets are spectator sports while decision markets require skin in the game creating fundamentally different cold start dynamics
-- Retail mobilization against prediction markets creates asymmetric regulatory input because anti-gambling advocates dominate comment periods while governance market proponents remain silent
+- prediction-markets-are-spectator-sports-while-decision-markets-require-skin-in-the-game-creating-fundamentally-different-cold-start-dynamics
+- retail-mobilization-against-prediction-markets-creates-asymmetric-regulatory-input-because-anti-gambling-advocates-dominate-comment-periods-while-governance-market-proponents-remain-silent
 reweave_edges:
 - The CFTC ANPRM comment record as of April 2026 contains zero filings distinguishing futarchy governance markets from event betting markets, creating a default regulatory framework that will apply gambling-use-case restrictions to governance-use-case mechanisms|supports|2026-04-17
 - CFTC-licensed DCM preemption protects centralized prediction markets from state gambling law but leaves decentralized governance markets legally exposed because they cannot access the DCM licensing pathway|related|2026-04-17
-- Congressional insider trading legislation for prediction markets treats them as financial instruments not gambling strengthening DCM regulatory legitimacy|supports|2026-04-18
+- congressional-insider-trading-legislation-for-prediction-markets-treats-them-as-financial-instruments-not-gambling-strengthening-dcm-regulatory-legitimacy|supports|2026-04-18
 - Futarchy governance markets risk regulatory capture by anti-gambling frameworks because event betting and organizational governance use cases are conflated in current policy discourse|related|2026-04-18
-- Prediction markets are spectator sports while decision markets require skin in the game creating fundamentally different cold start dynamics|related|2026-04-19
-- Retail mobilization against prediction markets creates asymmetric regulatory input because anti-gambling advocates dominate comment periods while governance market proponents remain silent|related|2026-04-19
+- prediction-markets-are-spectator-sports-while-decision-markets-require-skin-in-the-game-creating-fundamentally-different-cold-start-dynamics|related|2026-04-19
+- retail-mobilization-against-prediction-markets-creates-asymmetric-regulatory-input-because-anti-gambling-advocates-dominate-comment-periods-while-governance-market-proponents-remain-silent|related|2026-04-19
 ---
 
 # Prediction market regulatory legitimacy creates both opportunity and existential risk for decision markets
diff --git a/domains/internet-finance/prediction-market-scale-exceeds-decision-market-scale-by-two-orders-of-magnitude-showing-pure-forecasting-dominates-governance-applications.md b/domains/internet-finance/prediction-market-scale-exceeds-decision-market-scale-by-two-orders-of-magnitude-showing-pure-forecasting-dominates-governance-applications.md
index 1348b0088..9e73f0b19 100644
--- a/domains/internet-finance/prediction-market-scale-exceeds-decision-market-scale-by-two-orders-of-magnitude-showing-pure-forecasting-dominates-governance-applications.md
+++ b/domains/internet-finance/prediction-market-scale-exceeds-decision-market-scale-by-two-orders-of-magnitude-showing-pure-forecasting-dominates-governance-applications.md
@@ -7,9 +7,9 @@ confidence: likely
 source: "Multiple sources (PYMNTS, CoinDesk, Crowdfund Insider, TheBulldog.law), January 2026; MetaDAO data"
 created: 2026-03-11
 related:
-- solana defi will overtake hyperliquid within two years through composability advantage compounding
+- solana-defi-will-overtake-hyperliquid-within-two-years-through-composability-advantage-compounding
 reweave_edges:
-- solana defi will overtake hyperliquid within two years through composability advantage compounding|related|2026-04-19
+- solana-defi-will-overtake-hyperliquid-within-two-years-through-composability-advantage-compounding|related|2026-04-19
 ---
 
 # Prediction market scale exceeds decision market scale by two orders of magnitude showing pure forecasting dominates governance applications
diff --git a/domains/internet-finance/prediction-market-skin-in-the-game-mechanism-creates-dual-use-information-aggregation-and-gambling-addiction.md b/domains/internet-finance/prediction-market-skin-in-the-game-mechanism-creates-dual-use-information-aggregation-and-gambling-addiction.md
index 6a5da246e..2959cb103 100644
--- a/domains/internet-finance/prediction-market-skin-in-the-game-mechanism-creates-dual-use-information-aggregation-and-gambling-addiction.md
+++ b/domains/internet-finance/prediction-market-skin-in-the-game-mechanism-creates-dual-use-information-aggregation-and-gambling-addiction.md
@@ -11,9 +11,9 @@ scope: causal
 sourcer: Fortune
 related_claims: ["information-aggregation-through-incentives-rather-than-crowds", "[[speculative markets aggregate information through incentive and selection effects not wisdom of crowds]]"]
 related:
-- Prediction market social acceptability framing accelerates adoption by lowering stigma barrier compared to sports betting
+- prediction-market-social-acceptability-framing-accelerates-adoption-by-lowering-stigma-barrier-compared-to-sports-betting
 reweave_edges:
-- Prediction market social acceptability framing accelerates adoption by lowering stigma barrier compared to sports betting|related|2026-04-19
+- prediction-market-social-acceptability-framing-accelerates-adoption-by-lowering-stigma-barrier-compared-to-sports-betting|related|2026-04-19
 ---
 
 # Prediction market skin-in-the-game mechanism creates dual-use information aggregation and gambling addiction because the incentive structure is agnostic about user epistemic purpose
diff --git a/domains/internet-finance/prediction-markets-face-democratic-legitimacy-gap-despite-regulatory-approval.md b/domains/internet-finance/prediction-markets-face-democratic-legitimacy-gap-despite-regulatory-approval.md
index e97c8d2bb..00b805156 100644
--- a/domains/internet-finance/prediction-markets-face-democratic-legitimacy-gap-despite-regulatory-approval.md
+++ b/domains/internet-finance/prediction-markets-face-democratic-legitimacy-gap-despite-regulatory-approval.md
@@ -11,11 +11,11 @@ scope: structural
 sourcer: AIBM/Ipsos
 related_claims: ["prediction-market-regulatory-legitimacy-creates-both-opportunity-and-existential-risk-for-decision-markets.md", "cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets.md", "futarchy-governance-markets-risk-regulatory-capture-by-anti-gambling-frameworks-because-the-event-betting-and-organizational-governance-use-cases-are-conflated-in-current-policy-discourse.md"]
 related:
-- Congressional insider trading legislation for prediction markets treats them as financial instruments not gambling strengthening DCM regulatory legitimacy
-- Prediction market social acceptability framing accelerates adoption by lowering stigma barrier compared to sports betting
+- congressional-insider-trading-legislation-for-prediction-markets-treats-them-as-financial-instruments-not-gambling-strengthening-dcm-regulatory-legitimacy
+- prediction-market-social-acceptability-framing-accelerates-adoption-by-lowering-stigma-barrier-compared-to-sports-betting
 reweave_edges:
-- Congressional insider trading legislation for prediction markets treats them as financial instruments not gambling strengthening DCM regulatory legitimacy|related|2026-04-18
-- Prediction market social acceptability framing accelerates adoption by lowering stigma barrier compared to sports betting|related|2026-04-19
+- congressional-insider-trading-legislation-for-prediction-markets-treats-them-as-financial-instruments-not-gambling-strengthening-dcm-regulatory-legitimacy|related|2026-04-18
+- prediction-market-social-acceptability-framing-accelerates-adoption-by-lowering-stigma-barrier-compared-to-sports-betting|related|2026-04-19
 - Prediction markets face political sustainability risk from gambling perception despite legal defensibility because 61% public classification as gambling creates durable legislative pressure that survives federal preemption victories|supports|2026-04-19
 supports:
 - Prediction markets face political sustainability risk from gambling perception despite legal defensibility because 61% public classification as gambling creates durable legislative pressure that survives federal preemption victories
diff --git a/domains/internet-finance/prediction-markets-face-political-sustainability-risk-from-gambling-perception-despite-legal-defensibility.md b/domains/internet-finance/prediction-markets-face-political-sustainability-risk-from-gambling-perception-despite-legal-defensibility.md
index 18e02102f..b08f6fdb5 100644
--- a/domains/internet-finance/prediction-markets-face-political-sustainability-risk-from-gambling-perception-despite-legal-defensibility.md
+++ b/domains/internet-finance/prediction-markets-face-political-sustainability-risk-from-gambling-perception-despite-legal-defensibility.md
@@ -13,9 +13,9 @@ related_claims: ["decentralized-mechanism-design-creates-regulatory-defensibilit
 supports:
 - Prediction markets face a democratic legitimacy gap where 61% gambling classification creates legislative override risk independent of CFTC regulatory approval
 challenges:
-- Prediction market social acceptability framing accelerates adoption by lowering stigma barrier compared to sports betting
+- prediction-market-social-acceptability-framing-accelerates-adoption-by-lowering-stigma-barrier-compared-to-sports-betting
 reweave_edges:
-- Prediction market social acceptability framing accelerates adoption by lowering stigma barrier compared to sports betting|challenges|2026-04-19
+- prediction-market-social-acceptability-framing-accelerates-adoption-by-lowering-stigma-barrier-compared-to-sports-betting|challenges|2026-04-19
 - Prediction markets face a democratic legitimacy gap where 61% gambling classification creates legislative override risk independent of CFTC regulatory approval|supports|2026-04-19
 ---
 
diff --git a/domains/internet-finance/pro-rata-ico-allocation-creates-capital-inefficiency-through-massive-oversubscription-refunds.md b/domains/internet-finance/pro-rata-ico-allocation-creates-capital-inefficiency-through-massive-oversubscription-refunds.md
index 2aca8b7cb..4d41a5096 100644
--- a/domains/internet-finance/pro-rata-ico-allocation-creates-capital-inefficiency-through-massive-oversubscription-refunds.md
+++ b/domains/internet-finance/pro-rata-ico-allocation-creates-capital-inefficiency-through-massive-oversubscription-refunds.md
@@ -6,11 +6,11 @@ confidence: experimental
 source: "Alea Research, MetaDAO: Fair Launches for a Misaligned Market, January 2026"
 created: 2026-03-11
 related:
-- Fixed-target ICO capital concentration creates whale dominance reflexivity risk because small contributor counts mask extreme capital distribution
-- XP-weighted allocation in oversubscribed raises aligns ownership with prior contribution by redistributing allocation not price
+- fixed-target-ico-capital-concentration-creates-whale-dominance-reflexivity-risk-because-small-contributor-counts-mask-extreme-capital-distribution
+- xp-weighted-allocation-in-oversubscribed-raises-aligns-ownership-with-prior-contribution-by-redistributing-allocation-not-price
 reweave_edges:
-- Fixed-target ICO capital concentration creates whale dominance reflexivity risk because small contributor counts mask extreme capital distribution|related|2026-04-18
-- XP-weighted allocation in oversubscribed raises aligns ownership with prior contribution by redistributing allocation not price|related|2026-04-20
+- fixed-target-ico-capital-concentration-creates-whale-dominance-reflexivity-risk-because-small-contributor-counts-mask-extreme-capital-distribution|related|2026-04-18
+- xp-weighted-allocation-in-oversubscribed-raises-aligns-ownership-with-prior-contribution-by-redistributing-allocation-not-price|related|2026-04-20
 ---
 
 # Pro-rata ICO allocation creates capital inefficiency through massive oversubscription refunds
diff --git a/domains/internet-finance/profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one.md b/domains/internet-finance/profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one.md
index c37144045..3d6f6b0a4 100644
--- a/domains/internet-finance/profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one.md	
+++ b/domains/internet-finance/profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one.md	
@@ -6,9 +6,9 @@ confidence: likely
 source: "Citadel Securities (Frank Flight) via Fortune, Feb 2026; Engels' Pause is a well-documented economic phenomenon with data from BLS, FRED, and multiple economic studies since Piketty (2014)"
 created: 2026-03-08
 related:
-- technological diffusion follows S curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution
+- technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution
 reweave_edges:
-- technological diffusion follows S curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution|related|2026-04-19
+- technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution|related|2026-04-19
 ---
 
 # Profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one
diff --git a/domains/internet-finance/quantum-markets-could-address-futarchy-capital-inefficiency-by-sharing-liquidity-across-all-proposals-instead-of-bootstrapping-new-markets-per-decision.md b/domains/internet-finance/quantum-markets-could-address-futarchy-capital-inefficiency-by-sharing-liquidity-across-all-proposals-instead-of-bootstrapping-new-markets-per-decision.md
index b9f1ef4f4..cef838dde 100644
--- a/domains/internet-finance/quantum-markets-could-address-futarchy-capital-inefficiency-by-sharing-liquidity-across-all-proposals-instead-of-bootstrapping-new-markets-per-decision.md
+++ b/domains/internet-finance/quantum-markets-could-address-futarchy-capital-inefficiency-by-sharing-liquidity-across-all-proposals-instead-of-bootstrapping-new-markets-per-decision.md
@@ -15,9 +15,9 @@ challenged_by:
 - Theoretical mechanism — Umia has not launched yet. No empirical evidence of quantum markets operating in production. MetaDAO has 2+ years of live data.
 - "Full reversion of non-winning markets may create perverse incentives: traders may avoid proposals likely to lose even if the information is valuable, reducing information quality on minority proposals."
 supports:
-- umia brings futarchy governance to ethereum creating the first direct cross chain competitor to metadaos solana implementation
+- umia-brings-futarchy-governance-to-ethereum-creating-the-first-direct-cross-chain-competitor-to-metadaos-solana-implementation
 reweave_edges:
-- umia brings futarchy governance to ethereum creating the first direct cross chain competitor to metadaos solana implementation|supports|2026-04-20
+- umia-brings-futarchy-governance-to-ethereum-creating-the-first-direct-cross-chain-competitor-to-metadaos-solana-implementation|supports|2026-04-20
 ---
 
 # Quantum markets could address futarchy capital inefficiency by sharing liquidity across all proposals instead of bootstrapping new markets per decision
diff --git a/domains/internet-finance/seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept.md b/domains/internet-finance/seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept.md
index f25362387..aef681226 100644
--- a/domains/internet-finance/seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept.md
+++ b/domains/internet-finance/seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept.md
@@ -13,10 +13,10 @@ challenged_by:
 secondary_domains:
   - mechanisms
 supports:
-- Etnl.io
+- etnlio
 - Seyf
 reweave_edges:
-- Etnl.io|supports|2026-04-18
+- etnlio|supports|2026-04-18
 - Seyf|supports|2026-04-19
 ---
 
diff --git a/domains/internet-finance/speculative markets aggregate information through incentive and selection effects not wisdom of crowds.md b/domains/internet-finance/speculative markets aggregate information through incentive and selection effects not wisdom of crowds.md
index 8281f1bc9..4ed74ff9f 100644
--- a/domains/internet-finance/speculative markets aggregate information through incentive and selection effects not wisdom of crowds.md	
+++ b/domains/internet-finance/speculative markets aggregate information through incentive and selection effects not wisdom of crowds.md	
@@ -8,10 +8,10 @@ confidence: proven
 tradition: "futarchy, prediction markets, efficient market hypothesis"
 related:
 - Advisory futarchy avoids selection distortion by decoupling prediction from execution because non-binding markets cannot create the approval-signals-prosperity correlation that Rasmont identifies
-- futarchy variance creates portfolio problem because mechanism selects both top performers and worst performers simultaneously
+- futarchy-variance-creates-portfolio-problem-because-mechanism-selects-both-top-performers-and-worst-performers-simultaneously
 reweave_edges:
 - Advisory futarchy avoids selection distortion by decoupling prediction from execution because non-binding markets cannot create the approval-signals-prosperity correlation that Rasmont identifies|related|2026-04-17
-- futarchy variance creates portfolio problem because mechanism selects both top performers and worst performers simultaneously|related|2026-04-18
+- futarchy-variance-creates-portfolio-problem-because-mechanism-selects-both-top-performers-and-worst-performers-simultaneously|related|2026-04-18
 ---
 
 Hanson explicitly rejects the "wisdom of crowds" narrative for why speculative markets work. The best track bettors have no higher IQ than average bettors, yet markets aggregate information effectively through three mechanisms that have nothing to do with crowd intelligence.
diff --git a/domains/internet-finance/square-root-staffing-formula-requires-peakedness-adjustment-for-non-poisson-arrivals.md b/domains/internet-finance/square-root-staffing-formula-requires-peakedness-adjustment-for-non-poisson-arrivals.md
index 147baa9b4..32b7aa4bd 100644
--- a/domains/internet-finance/square-root-staffing-formula-requires-peakedness-adjustment-for-non-poisson-arrivals.md
+++ b/domains/internet-finance/square-root-staffing-formula-requires-peakedness-adjustment-for-non-poisson-arrivals.md
@@ -6,9 +6,9 @@ confidence: proven
 source: "Whitt et al., 'Staffing a Service System with Non-Poisson Non-Stationary Arrivals', Cambridge Core, 2016"
 created: 2026-03-11
 related:
-- square root staffing principle provisions servers as base load plus beta times square root of base load where beta is quality of service parameter
+- square-root-staffing-principle-provisions-servers-as-base-load-plus-beta-times-square-root-of-base-load-where-beta-is-quality-of-service-parameter
 reweave_edges:
-- square root staffing principle provisions servers as base load plus beta times square root of base load where beta is quality of service parameter|related|2026-04-19
+- square-root-staffing-principle-provisions-servers-as-base-load-plus-beta-times-square-root-of-base-load-where-beta-is-quality-of-service-parameter|related|2026-04-19
 ---
 
 # Square-root staffing formula requires peakedness adjustment for non-Poisson arrivals because bursty processes need proportionally more safety capacity than the Poisson baseline predicts
diff --git a/domains/internet-finance/square-root-staffing-principle-achieves-economies-of-scale-in-queueing-systems-by-operating-near-full-utilization-with-manageable-delays.md b/domains/internet-finance/square-root-staffing-principle-achieves-economies-of-scale-in-queueing-systems-by-operating-near-full-utilization-with-manageable-delays.md
index fd24c02af..6d1a89853 100644
--- a/domains/internet-finance/square-root-staffing-principle-achieves-economies-of-scale-in-queueing-systems-by-operating-near-full-utilization-with-manageable-delays.md
+++ b/domains/internet-finance/square-root-staffing-principle-achieves-economies-of-scale-in-queueing-systems-by-operating-near-full-utilization-with-manageable-delays.md
@@ -6,15 +6,15 @@ confidence: proven
 source: "van Leeuwaarden, Mathijsen, Sanders (SIAM Review 2018) - Economies-of-Scale in Many-Server Queueing Systems"
 created: 2026-03-11
 supports:
-- halfin whitt qed regime enables systems to operate near full utilization while maintaining service quality through utilization approaching one at rate one over square root n
-- moderate scale queueing systems benefit from simple threshold policies over sophisticated algorithms because square root staffing captures most efficiency gains
-- multi server queueing systems exhibit economies of scale because safety margin grows sublinearly with system size
-- square root staffing principle provisions servers as base load plus beta times square root of base load where beta is quality of service parameter
+- halfin-whitt-qed-regime-enables-systems-to-operate-near-full-utilization-while-maintaining-service-quality-through-utilization-approaching-one-at-rate-one-over-square-root-n
+- moderate-scale-queueing-systems-benefit-from-simple-threshold-policies-over-sophisticated-algorithms-because-square-root-staffing-captures-most-efficiency-gains
+- multi-server-queueing-systems-exhibit-economies-of-scale-because-safety-margin-grows-sublinearly-with-system-size
+- square-root-staffing-principle-provisions-servers-as-base-load-plus-beta-times-square-root-of-base-load-where-beta-is-quality-of-service-parameter
 reweave_edges:
-- halfin whitt qed regime enables systems to operate near full utilization while maintaining service quality through utilization approaching one at rate one over square root n|supports|2026-04-18
-- moderate scale queueing systems benefit from simple threshold policies over sophisticated algorithms because square root staffing captures most efficiency gains|supports|2026-04-18
-- multi server queueing systems exhibit economies of scale because safety margin grows sublinearly with system size|supports|2026-04-18
-- square root staffing principle provisions servers as base load plus beta times square root of base load where beta is quality of service parameter|supports|2026-04-19
+- halfin-whitt-qed-regime-enables-systems-to-operate-near-full-utilization-while-maintaining-service-quality-through-utilization-approaching-one-at-rate-one-over-square-root-n|supports|2026-04-18
+- moderate-scale-queueing-systems-benefit-from-simple-threshold-policies-over-sophisticated-algorithms-because-square-root-staffing-captures-most-efficiency-gains|supports|2026-04-18
+- multi-server-queueing-systems-exhibit-economies-of-scale-because-safety-margin-grows-sublinearly-with-system-size|supports|2026-04-18
+- square-root-staffing-principle-provisions-servers-as-base-load-plus-beta-times-square-root-of-base-load-where-beta-is-quality-of-service-parameter|supports|2026-04-19
 ---
 
 # Square-root staffing principle achieves economies of scale in queueing systems by operating near full utilization with manageable delays
diff --git a/domains/internet-finance/square-root-staffing-principle-provisions-servers-as-base-load-plus-beta-times-square-root-of-base-load-where-beta-is-quality-of-service-parameter.md b/domains/internet-finance/square-root-staffing-principle-provisions-servers-as-base-load-plus-beta-times-square-root-of-base-load-where-beta-is-quality-of-service-parameter.md
index bcbb6376e..bb6f41e9c 100644
--- a/domains/internet-finance/square-root-staffing-principle-provisions-servers-as-base-load-plus-beta-times-square-root-of-base-load-where-beta-is-quality-of-service-parameter.md
+++ b/domains/internet-finance/square-root-staffing-principle-provisions-servers-as-base-load-plus-beta-times-square-root-of-base-load-where-beta-is-quality-of-service-parameter.md
@@ -6,9 +6,9 @@ confidence: proven
 source: "Ward Whitt, What You Should Know About Queueing Models (2019)"
 created: 2026-03-11
 supports:
-- moderate scale queueing systems benefit from simple threshold policies over sophisticated algorithms because square root staffing captures most efficiency gains
+- moderate-scale-queueing-systems-benefit-from-simple-threshold-policies-over-sophisticated-algorithms-because-square-root-staffing-captures-most-efficiency-gains
 reweave_edges:
-- moderate scale queueing systems benefit from simple threshold policies over sophisticated algorithms because square root staffing captures most efficiency gains|supports|2026-04-18
+- moderate-scale-queueing-systems-benefit-from-simple-threshold-policies-over-sophisticated-algorithms-because-square-root-staffing-captures-most-efficiency-gains|supports|2026-04-18
 ---
 
 # Square-root staffing principle provisions servers as base load plus beta times square root of base load where beta is quality-of-service parameter
diff --git a/domains/internet-finance/stock-markets-function-despite-20-40-percent-insider-trading-proving-information-asymmetry-does-not-break-price-discovery.md b/domains/internet-finance/stock-markets-function-despite-20-40-percent-insider-trading-proving-information-asymmetry-does-not-break-price-discovery.md
index 9c1d7fbbe..098ef97ad 100644
--- a/domains/internet-finance/stock-markets-function-despite-20-40-percent-insider-trading-proving-information-asymmetry-does-not-break-price-discovery.md
+++ b/domains/internet-finance/stock-markets-function-despite-20-40-percent-insider-trading-proving-information-asymmetry-does-not-break-price-discovery.md
@@ -9,9 +9,9 @@ title: "Stock markets function despite 20-40% insider trading proving informatio
 agent: rio
 scope: causal
 sourcer: Robin Hanson
-supports: ["futarchy-is-manipulation-resistant-because-attack-attempts-create-profitable-opportunities-for-arbitrageurs"]
+supports: ["futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs"]
 challenges: ["futarchy-governance-markets-create-insider-trading-paradox-because-informed-governance-participants-are-simultaneously-the-most-valuable-traders-and-the-most-restricted-under-insider-trading-frameworks"]
-related: ["futarchy-is-manipulation-resistant-because-attack-attempts-create-profitable-opportunities-for-arbitrageurs", "futarchy-governance-markets-create-insider-trading-paradox-because-informed-governance-participants-are-simultaneously-the-most-valuable-traders-and-the-most-restricted-under-insider-trading-frameworks"]
+related: ["futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs", "futarchy-governance-markets-create-insider-trading-paradox-because-informed-governance-participants-are-simultaneously-the-most-valuable-traders-and-the-most-restricted-under-insider-trading-frameworks"]
 ---
 
 # Stock markets function despite 20-40% insider trading proving information asymmetry does not break price discovery
diff --git a/domains/internet-finance/technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution.md b/domains/internet-finance/technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution.md
index 1aac8791d..3a4c2c60c 100644
--- a/domains/internet-finance/technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution.md	
+++ b/domains/internet-finance/technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution.md	
@@ -8,11 +8,11 @@ created: 2026-03-08
 challenged_by:
 - Citrini argues there is 'no natural brake' because AI capability improves and cheapens every quarter — the S-curve argument assumes compute costs stay high, but historical GPU price/performance has dropped 10x every 5 years
 related:
-- ai powered support infrastructure enables protocol scaling without human operations headcount
-- sovereign AI tooling is a viable displacement response only for the technically sophisticated top percentile which means it cannot serve as a macro level solution to AI labor disruption
+- ai-powered-support-infrastructure-enables-protocol-scaling-without-human-operations-headcount
+- sovereign AI tooling is a viable displacement response only for the technically sophisticated top percentile which means it cannot serve as a macro-level solution to AI labor disruption
 reweave_edges:
-- ai powered support infrastructure enables protocol scaling without human operations headcount|related|2026-04-17
-- sovereign AI tooling is a viable displacement response only for the technically sophisticated top percentile which means it cannot serve as a macro level solution to AI labor disruption|related|2026-04-19
+- ai-powered-support-infrastructure-enables-protocol-scaling-without-human-operations-headcount|related|2026-04-17
+- sovereign AI tooling is a viable displacement response only for the technically sophisticated top percentile which means it cannot serve as a macro-level solution to AI labor disruption|related|2026-04-19
 ---
 
 # Technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution
diff --git a/domains/internet-finance/the SEC framework treats meme coins as digital collectibles rather than securities creating a regulatory paradox where culturally-driven tokens face less scrutiny than utility tokens sold with development promises.md b/domains/internet-finance/the SEC framework treats meme coins as digital collectibles rather than securities creating a regulatory paradox where culturally-driven tokens face less scrutiny than utility tokens sold with development promises.md
index f61a9cc70..bd5d9b989 100644
--- a/domains/internet-finance/the SEC framework treats meme coins as digital collectibles rather than securities creating a regulatory paradox where culturally-driven tokens face less scrutiny than utility tokens sold with development promises.md	
+++ b/domains/internet-finance/the SEC framework treats meme coins as digital collectibles rather than securities creating a regulatory paradox where culturally-driven tokens face less scrutiny than utility tokens sold with development promises.md	
@@ -6,9 +6,9 @@ confidence: likely
 source: "SEC Interpretive Release S7-2026-09 (March 17, 2026); classification of meme coins under digital collectibles"
 created: 2026-03-18
 related:
-- Curated MetaDAO ICOs achieved higher committed capital than permissionless launches through pre-launch validation
+- curated-metadao-icos-achieved-higher-committed-capital-than-permissionless-launches-through-pre-launch-validation
 reweave_edges:
-- Curated MetaDAO ICOs achieved higher committed capital than permissionless launches through pre-launch validation|related|2026-04-19
+- curated-metadao-icos-achieved-higher-committed-capital-than-permissionless-launches-through-pre-launch-validation|related|2026-04-19
 ---
 
 # The SEC framework treats meme coins as digital collectibles rather than securities creating a regulatory paradox where culturally-driven tokens face less scrutiny than utility tokens sold with development promises
diff --git a/domains/internet-finance/the SEC frameworks silence on prediction markets and conditional tokens leaves futarchy governance mechanisms in a regulatory gap neither explicitly covered nor excluded from the token taxonomy.md b/domains/internet-finance/the SEC frameworks silence on prediction markets and conditional tokens leaves futarchy governance mechanisms in a regulatory gap neither explicitly covered nor excluded from the token taxonomy.md
index 89836ddab..0ecf80838 100644
--- a/domains/internet-finance/the SEC frameworks silence on prediction markets and conditional tokens leaves futarchy governance mechanisms in a regulatory gap neither explicitly covered nor excluded from the token taxonomy.md	
+++ b/domains/internet-finance/the SEC frameworks silence on prediction markets and conditional tokens leaves futarchy governance mechanisms in a regulatory gap neither explicitly covered nor excluded from the token taxonomy.md	
@@ -6,14 +6,14 @@ confidence: likely
 source: "SEC Interpretive Release S7-2026-09 (March 17, 2026) — notable absence across all retrieved documents"
 created: 2026-03-18
 related:
-- prediction market regulatory legitimacy creates both opportunity and existential risk for decision markets
+- prediction-market-regulatory-legitimacy-creates-both-opportunity-and-existential-risk-for-decision-markets
 - SEC Token Taxonomy Framework (2026)
-- the SEC CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual registration boundary that token projects must navigate
+- the SEC-CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual-registration boundary that token projects must navigate
 - the SECs Transition Point mechanism creates a competitive incentive for token projects to decentralize because decentralization is now a formal pathway to reduced regulatory burden
 reweave_edges:
-- prediction market regulatory legitimacy creates both opportunity and existential risk for decision markets|related|2026-04-19
+- prediction-market-regulatory-legitimacy-creates-both-opportunity-and-existential-risk-for-decision-markets|related|2026-04-19
 - SEC Token Taxonomy Framework (2026)|related|2026-04-19
-- the SEC CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual registration boundary that token projects must navigate|related|2026-04-19
+- the SEC-CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual-registration boundary that token projects must navigate|related|2026-04-19
 - the SECs Transition Point mechanism creates a competitive incentive for token projects to decentralize because decentralization is now a formal pathway to reduced regulatory burden|related|2026-04-19
 ---
 
diff --git a/domains/internet-finance/the SEC three-path safe harbor proposal creates the first formal capital formation framework for crypto that does not require securities registration.md b/domains/internet-finance/the SEC three-path safe harbor proposal creates the first formal capital formation framework for crypto that does not require securities registration.md
index afc1d388a..f50c64246 100644
--- a/domains/internet-finance/the SEC three-path safe harbor proposal creates the first formal capital formation framework for crypto that does not require securities registration.md	
+++ b/domains/internet-finance/the SEC three-path safe harbor proposal creates the first formal capital formation framework for crypto that does not require securities registration.md	
@@ -6,9 +6,9 @@ confidence: experimental
 source: "Chairman Atkins remarks on Regulation Crypto Assets (March 17, 2026)"
 created: 2026-03-18
 related:
-- National trust charters enable crypto exchanges to bypass congressional gridlock through federal banking infrastructure
+- national-trust-charters-enable-crypto-exchanges-to-bypass-congressional-gridlock-through-federal-banking-infrastructure
 reweave_edges:
-- National trust charters enable crypto exchanges to bypass congressional gridlock through federal banking infrastructure|related|2026-04-18
+- national-trust-charters-enable-crypto-exchanges-to-bypass-congressional-gridlock-through-federal-banking-infrastructure|related|2026-04-18
 ---
 
 # The SEC three-path safe harbor proposal creates the first formal capital formation framework for crypto that does not require securities registration
diff --git a/domains/internet-finance/the SECs Transition Point mechanism creates a competitive incentive for token projects to decentralize because decentralization is now a formal pathway to reduced regulatory burden.md b/domains/internet-finance/the SECs Transition Point mechanism creates a competitive incentive for token projects to decentralize because decentralization is now a formal pathway to reduced regulatory burden.md
index e1f22f67d..00b2f9b9e 100644
--- a/domains/internet-finance/the SECs Transition Point mechanism creates a competitive incentive for token projects to decentralize because decentralization is now a formal pathway to reduced regulatory burden.md	
+++ b/domains/internet-finance/the SECs Transition Point mechanism creates a competitive incentive for token projects to decentralize because decentralization is now a formal pathway to reduced regulatory burden.md	
@@ -6,9 +6,9 @@ confidence: likely
 source: "SEC-CFTC MOU (March 11, 2026); SEC Interpretive Release S7-2026-09"
 created: 2026-03-18
 related:
-- the SEC CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual registration boundary that token projects must navigate
+- the SEC-CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual-registration boundary that token projects must navigate
 reweave_edges:
-- the SEC CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual registration boundary that token projects must navigate|related|2026-04-19
+- the SEC-CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual-registration boundary that token projects must navigate|related|2026-04-19
 ---
 
 # The SEC's Transition Point mechanism creates a competitive incentive for token projects to decentralize because decentralization is now a formal pathway to reduced regulatory burden
diff --git a/domains/internet-finance/the SECs investment contract termination doctrine creates a formal regulatory off-ramp where crypto assets can transition from securities to commodities by demonstrating fulfilled promises or sufficient decentralization.md b/domains/internet-finance/the SECs investment contract termination doctrine creates a formal regulatory off-ramp where crypto assets can transition from securities to commodities by demonstrating fulfilled promises or sufficient decentralization.md
index 07315f646..72f63267b 100644
--- a/domains/internet-finance/the SECs investment contract termination doctrine creates a formal regulatory off-ramp where crypto assets can transition from securities to commodities by demonstrating fulfilled promises or sufficient decentralization.md	
+++ b/domains/internet-finance/the SECs investment contract termination doctrine creates a formal regulatory off-ramp where crypto assets can transition from securities to commodities by demonstrating fulfilled promises or sufficient decentralization.md	
@@ -9,11 +9,11 @@ supports:
 - SEC Token Taxonomy Framework (2026)
 - the SECs Transition Point mechanism creates a competitive incentive for token projects to decentralize because decentralization is now a formal pathway to reduced regulatory burden
 related:
-- the SEC CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual registration boundary that token projects must navigate
+- the SEC-CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual-registration boundary that token projects must navigate
 - the SECs distinction between the crypto asset and the investment contract means tokens are not inherently securities and only the surrounding transaction structure can create securities obligations
 reweave_edges:
 - SEC Token Taxonomy Framework (2026)|supports|2026-04-19
-- the SEC CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual registration boundary that token projects must navigate|related|2026-04-19
+- the SEC-CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual-registration boundary that token projects must navigate|related|2026-04-19
 - the SECs Transition Point mechanism creates a competitive incentive for token projects to decentralize because decentralization is now a formal pathway to reduced regulatory burden|supports|2026-04-19
 - the SECs distinction between the crypto asset and the investment contract means tokens are not inherently securities and only the surrounding transaction structure can create securities obligations|related|2026-04-19
 ---
diff --git a/domains/internet-finance/third-circuit-ruling-creates-first-federal-appellate-precedent-for-cftc-preemption-of-state-gambling-laws.md b/domains/internet-finance/third-circuit-ruling-creates-first-federal-appellate-precedent-for-cftc-preemption-of-state-gambling-laws.md
index 26d371435..8d092d831 100644
--- a/domains/internet-finance/third-circuit-ruling-creates-first-federal-appellate-precedent-for-cftc-preemption-of-state-gambling-laws.md
+++ b/domains/internet-finance/third-circuit-ruling-creates-first-federal-appellate-precedent-for-cftc-preemption-of-state-gambling-laws.md
@@ -10,7 +10,7 @@ agent: rio
 scope: structural
 sourcer: Third Circuit Court of Appeals
 related_claims: ["[[cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets]]", "[[futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires]]"]
-supports: ["CFTC-licensed DCM preemption protects centralized prediction markets from state gambling law but leaves decentralized governance markets legally exposed because they cannot access the DCM licensing pathway", "Executive branch offensive litigation creates preemption through simultaneous multi-state suits not defensive case-law", "Prediction market SCOTUS cert is likely by early 2027 because three-circuit litigation pattern creates formal split by summer 2026 and 34-state amicus participation signals federalism stakes justify review"]
+supports: ["CFTC-licensed DCM preemption protects centralized prediction markets from state gambling law but leaves decentralized governance markets legally exposed because they cannot access the DCM licensing pathway", "executive-branch-offensive-litigation-creates-preemption-through-simultaneous-multi-state-suits-not-defensive-case-law", "Prediction market SCOTUS cert is likely by early 2027 because three-circuit litigation pattern creates formal split by summer 2026 and 34-state amicus participation signals federalism stakes justify review"]
 reweave_edges: ["CFTC-licensed DCM preemption protects centralized prediction markets from state gambling law but leaves decentralized governance markets legally exposed because they cannot access the DCM licensing pathway|supports|2026-04-17", "Executive branch offensive litigation creates preemption through simultaneous multi-state suits not defensive case-law|supports|2026-04-18", "Prediction market SCOTUS cert is likely by early 2027 because three-circuit litigation pattern creates formal split by summer 2026 and 34-state amicus participation signals federalism stakes justify review|supports|2026-04-19"]
 related: ["third-circuit-ruling-creates-first-federal-appellate-precedent-for-cftc-preemption-of-state-gambling-laws", "prediction-market-scotus-cert-likely-by-early-2027-because-three-circuit-litigation-pattern-creates-formal-split-by-summer-2026-and-34-state-amicus-participation-signals-federalism-stakes-justify-review", "cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets"]
 ---
diff --git a/domains/internet-finance/time-based token vesting is hedgeable making standard lockups meaningless as alignment mechanisms because investors can short-sell to neutralize lockup exposure while appearing locked.md b/domains/internet-finance/time-based token vesting is hedgeable making standard lockups meaningless as alignment mechanisms because investors can short-sell to neutralize lockup exposure while appearing locked.md
index 0af52d3ea..6885ca42d 100644
--- a/domains/internet-finance/time-based token vesting is hedgeable making standard lockups meaningless as alignment mechanisms because investors can short-sell to neutralize lockup exposure while appearing locked.md	
+++ b/domains/internet-finance/time-based token vesting is hedgeable making standard lockups meaningless as alignment mechanisms because investors can short-sell to neutralize lockup exposure while appearing locked.md	
@@ -10,10 +10,10 @@ depends_on:
 - "DAS NYC keynote (March 25 2026): 'The Token Problem and Proposed Solutions'"
 - "Standard token launch practice: 12-36 month cliff + linear unlock vesting schedules"
 related:
-- Institutional holder redemption windows signal conviction through revealed preference not lockup duration
+- institutional-holder-redemption-windows-signal-conviction-through-revealed-preference-not-lockup-duration
 - Token vesting against volume milestones solves the country lead coordination problem by aligning incentives with the regulatory operational and execution risk of launching new markets
 reweave_edges:
-- Institutional holder redemption windows signal conviction through revealed preference not lockup duration|related|2026-04-19
+- institutional-holder-redemption-windows-signal-conviction-through-revealed-preference-not-lockup-duration|related|2026-04-19
 - Token vesting against volume milestones solves the country lead coordination problem by aligning incentives with the regulatory operational and execution risk of launching new markets|related|2026-04-20
 ---
 
diff --git a/domains/internet-finance/time-varying-arrival-rates-require-dynamic-staffing-not-constant-max-workers.md b/domains/internet-finance/time-varying-arrival-rates-require-dynamic-staffing-not-constant-max-workers.md
index 92b840ca5..aec90cfea 100644
--- a/domains/internet-finance/time-varying-arrival-rates-require-dynamic-staffing-not-constant-max-workers.md
+++ b/domains/internet-finance/time-varying-arrival-rates-require-dynamic-staffing-not-constant-max-workers.md
@@ -6,18 +6,18 @@ confidence: proven
 source: "Whitt et al., 'Staffing a Service System with Non-Poisson Non-Stationary Arrivals', Cambridge Core, 2016"
 created: 2026-03-11
 related:
-- backpressure prevents pipeline failure by creating feedback loop between consumer capacity and producer rate
-- hysteresis in autoscaling prevents oscillation by using asymmetric thresholds for scale up and scale down
-- littles law provides minimum worker capacity floor for pipeline systems but requires buffer margin for variance
+- backpressure-prevents-pipeline-failure-by-creating-feedback-loop-between-consumer-capacity-and-producer-rate
+- hysteresis-in-autoscaling-prevents-oscillation-by-using-asymmetric-thresholds-for-scale-up-and-scale-down
+- littles-law-provides-minimum-worker-capacity-floor-for-pipeline-systems-but-requires-buffer-margin-for-variance
 reweave_edges:
-- backpressure prevents pipeline failure by creating feedback loop between consumer capacity and producer rate|related|2026-04-17
-- constant rate approximation of time varying arrivals causes systematic staffing errors|supports|2026-04-18
-- hysteresis in autoscaling prevents oscillation by using asymmetric thresholds for scale up and scale down|related|2026-04-18
-- littles law provides minimum worker capacity floor for pipeline systems but requires buffer margin for variance|related|2026-04-18
-- non stationary service systems require dynamic worker allocation because fixed staffing wastes capacity during low demand and creates bottlenecks during peaks|supports|2026-04-18
+- backpressure-prevents-pipeline-failure-by-creating-feedback-loop-between-consumer-capacity-and-producer-rate|related|2026-04-17
+- constant-rate-approximation-of-time-varying-arrivals-causes-systematic-staffing-errors|supports|2026-04-18
+- hysteresis-in-autoscaling-prevents-oscillation-by-using-asymmetric-thresholds-for-scale-up-and-scale-down|related|2026-04-18
+- littles-law-provides-minimum-worker-capacity-floor-for-pipeline-systems-but-requires-buffer-margin-for-variance|related|2026-04-18
+- non-stationary-service-systems-require-dynamic-worker-allocation-because-fixed-staffing-wastes-capacity-during-low-demand-and-creates-bottlenecks-during-peaks|supports|2026-04-18
 supports:
-- constant rate approximation of time varying arrivals causes systematic staffing errors
-- non stationary service systems require dynamic worker allocation because fixed staffing wastes capacity during low demand and creates bottlenecks during peaks
+- constant-rate-approximation-of-time-varying-arrivals-causes-systematic-staffing-errors
+- non-stationary-service-systems-require-dynamic-worker-allocation-because-fixed-staffing-wastes-capacity-during-low-demand-and-creates-bottlenecks-during-peaks
 ---
 
 # Time-varying arrival rates require dynamic staffing not constant MAX_WORKERS because using average or maximum rates as constants creates systematic misallocation across the arrival cycle
diff --git a/domains/internet-finance/token economics replacing management fees and carried interest creates natural meritocracy in investment governance.md b/domains/internet-finance/token economics replacing management fees and carried interest creates natural meritocracy in investment governance.md
index 843615751..986e071ba 100644
--- a/domains/internet-finance/token economics replacing management fees and carried interest creates natural meritocracy in investment governance.md	
+++ b/domains/internet-finance/token economics replacing management fees and carried interest creates natural meritocracy in investment governance.md	
@@ -7,10 +7,10 @@ confidence: experimental
 source: "Living Capital"
 related:
 - $BANK (bankmefun)
-- governance first capital second sequencing prevents token capture of protocol development because early capital injection selects for financialized governance participants
+- governance-first-capital-second-sequencing-prevents-token-capture-of-protocol-development-because-early-capital-injection-selects-for-financialized-governance-participants
 reweave_edges:
 - $BANK (bankmefun)|related|2026-04-17
-- governance first capital second sequencing prevents token capture of protocol development because early capital injection selects for financialized governance participants|related|2026-04-18
+- governance-first-capital-second-sequencing-prevents-token-capture-of-protocol-development-because-early-capital-injection-selects-for-financialized-governance-participants|related|2026-04-18
 ---
 
 # token economics replacing management fees and carried interest creates natural meritocracy in investment governance
diff --git a/domains/internet-finance/token launches are hybrid-value auctions where common-value price discovery and private-value community alignment require different mechanisms because auction theory optimized for one degrades the other.md b/domains/internet-finance/token launches are hybrid-value auctions where common-value price discovery and private-value community alignment require different mechanisms because auction theory optimized for one degrades the other.md
index b4f9676ea..a9e64b2b7 100644
--- a/domains/internet-finance/token launches are hybrid-value auctions where common-value price discovery and private-value community alignment require different mechanisms because auction theory optimized for one degrades the other.md	
+++ b/domains/internet-finance/token launches are hybrid-value auctions where common-value price discovery and private-value community alignment require different mechanisms because auction theory optimized for one degrades the other.md	
@@ -8,10 +8,10 @@ created: 2026-03-07
 secondary_domains: [mechanisms]
 related:
 - auction theory reveals that allocation mechanism design determines price discovery efficiency and revenue because different auction formats produce different outcomes depending on bidder information structure and risk preferences
-- platform economics creates winner take most markets through cross side network effects where the platform that reaches critical mass on any side locks in the entire ecosystem because multi sided markets tip faster than single sided ones
+- platform economics creates winner-take-most markets through cross-side network effects where the platform that reaches critical mass on any side locks in the entire ecosystem because multi-sided markets tip faster than single-sided ones
 reweave_edges:
 - auction theory reveals that allocation mechanism design determines price discovery efficiency and revenue because different auction formats produce different outcomes depending on bidder information structure and risk preferences|related|2026-04-04
-- platform economics creates winner take most markets through cross side network effects where the platform that reaches critical mass on any side locks in the entire ecosystem because multi sided markets tip faster than single sided ones|related|2026-04-19
+- platform economics creates winner-take-most markets through cross-side network effects where the platform that reaches critical mass on any side locks in the entire ecosystem because multi-sided markets tip faster than single-sided ones|related|2026-04-19
 ---
 
 # Token launches are hybrid-value auctions where common-value price discovery and private-value community alignment require different mechanisms because auction theory optimized for one degrades the other
diff --git a/domains/internet-finance/token voting DAOs offer no minority protection beyond majority goodwill.md b/domains/internet-finance/token voting DAOs offer no minority protection beyond majority goodwill.md
index 1dca49ed7..6fbdb09c9 100644
--- a/domains/internet-finance/token voting DAOs offer no minority protection beyond majority goodwill.md	
+++ b/domains/internet-finance/token voting DAOs offer no minority protection beyond majority goodwill.md	
@@ -7,9 +7,9 @@ source: "Heavey, Futarchy as Trustless Joint Ownership (2024)"
 confidence: proven
 tradition: "futarchy, mechanism design, DAO governance"
 related:
-- dao event perks as governance incentives create plutocratic access structures that may reduce rather than increase participation
+- dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation
 reweave_edges:
-- dao event perks as governance incentives create plutocratic access structures that may reduce rather than increase participation|related|2026-04-18
+- dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation|related|2026-04-18
 ---
 
 The fundamental defect of token voting DAOs is that governance tokens are only useful if you command voting majority, and unlike equity shares they entitle minority holders to nothing. There is no internal mechanism preventing majorities from raiding treasuries and distributing assets only among themselves. Wholesale looting is not uncommon—Serum had multiple incidents, the CKS Mango raid remains unresolved, and the Uniswap DeFi Education Fund granted $20M based on a short forum post with no argument for token value accretion.
diff --git a/domains/internet-finance/tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds.md b/domains/internet-finance/tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds.md
index 52d71b596..cbf56733d 100644
--- a/domains/internet-finance/tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds.md
+++ b/domains/internet-finance/tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds.md
@@ -7,17 +7,17 @@ source: "TriDash project description via futard.io launch, 2026-03-05"
 created: 2026-03-11
 secondary_domains: [entertainment]
 related:
-- House mode betting addresses prediction market cold-start by letting protocol take counterparty risk when player liquidity is insufficient
-- house mode betting against protocol enables prediction markets to function with uneven liquidity by having the platform take counterparty risk
-- solana defi will overtake hyperliquid within two years through composability advantage compounding
+- house-mode-betting-addresses-prediction-market-cold-start-by-letting-protocol-take-counterparty-risk-when-player-liquidity-is-insufficient
+- house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk
+- solana-defi-will-overtake-hyperliquid-within-two-years-through-composability-advantage-compounding
 - "TriDash: Futardio ICO Launch"
-- TriDash tests whether 60-second prediction market resolution enables faster feedback or primarily measures price noise
+- tridash-tests-whether-60-second-prediction-market-resolution-enables-faster-feedback-or-primarily-measures-price-noise
 reweave_edges:
-- House mode betting addresses prediction market cold-start by letting protocol take counterparty risk when player liquidity is insufficient|related|2026-04-18
-- house mode betting against protocol enables prediction markets to function with uneven liquidity by having the platform take counterparty risk|related|2026-04-18
-- solana defi will overtake hyperliquid within two years through composability advantage compounding|related|2026-04-19
+- house-mode-betting-addresses-prediction-market-cold-start-by-letting-protocol-take-counterparty-risk-when-player-liquidity-is-insufficient|related|2026-04-18
+- house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk|related|2026-04-18
+- solana-defi-will-overtake-hyperliquid-within-two-years-through-composability-advantage-compounding|related|2026-04-19
 - "TriDash: Futardio ICO Launch|related|2026-04-20"
-- TriDash tests whether 60-second prediction market resolution enables faster feedback or primarily measures price noise|related|2026-04-20
+- tridash-tests-whether-60-second-prediction-market-resolution-enables-faster-feedback-or-primarily-measures-price-noise|related|2026-04-20
 ---
 
 # TriDash implements 60-second prediction markets as multiplayer game mechanics compressing resolution time from days to seconds
@@ -50,9 +50,9 @@ The reliance on house mode during early stages indicates that peer-to-peer liqui
 ---
 
 Relevant Notes:
-- [[futarchy-adoption-faces-friction-from-token-price-psychology-proposal-complexity-and-liquidity-requirements]]
-- [[MetaDAO-is-the-futarchy-launchpad-on-Solana-where-projects-raise-capital-through-unruggable-ICOs-governed-by-conditional-markets-creating-the-first-platform-for-ownership-coins-at-scale]]
+- [[futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements]]
+- [[MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale]]
 
 Topics:
-- [[internet-finance/_map]]
-- [[entertainment/_map]]
\ No newline at end of file
+- [[_map]]
+- [[_map]]
\ No newline at end of file
diff --git a/domains/internet-finance/tridash-tests-whether-60-second-prediction-market-resolution-enables-faster-feedback-or-primarily-measures-price-noise.md b/domains/internet-finance/tridash-tests-whether-60-second-prediction-market-resolution-enables-faster-feedback-or-primarily-measures-price-noise.md
index 4d1895b5d..118818c60 100644
--- a/domains/internet-finance/tridash-tests-whether-60-second-prediction-market-resolution-enables-faster-feedback-or-primarily-measures-price-noise.md
+++ b/domains/internet-finance/tridash-tests-whether-60-second-prediction-market-resolution-enables-faster-feedback-or-primarily-measures-price-noise.md
@@ -20,15 +20,15 @@ depends_on:
 - "[[metadao-platform-enables-futarchy-experimentation]]"
 - "[[futarchy-adoption-faces-friction-from-slow-feedback-loops-and-low-liquidity]]"
 related:
-- House mode betting addresses prediction market cold-start by letting protocol take counterparty risk when player liquidity is insufficient
-- house mode betting against protocol enables prediction markets to function with uneven liquidity by having the platform take counterparty risk
+- house-mode-betting-addresses-prediction-market-cold-start-by-letting-protocol-take-counterparty-risk-when-player-liquidity-is-insufficient
+- house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk
 - "TriDash: Futardio ICO Launch"
-- tridash implements 60 second prediction markets as multiplayer game mechanics compressing resolution time from days to seconds
+- tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds
 reweave_edges:
-- House mode betting addresses prediction market cold-start by letting protocol take counterparty risk when player liquidity is insufficient|related|2026-04-18
-- house mode betting against protocol enables prediction markets to function with uneven liquidity by having the platform take counterparty risk|related|2026-04-18
+- house-mode-betting-addresses-prediction-market-cold-start-by-letting-protocol-take-counterparty-risk-when-player-liquidity-is-insufficient|related|2026-04-18
+- house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk|related|2026-04-18
 - "TriDash: Futardio ICO Launch|related|2026-04-20"
-- tridash implements 60 second prediction markets as multiplayer game mechanics compressing resolution time from days to seconds|related|2026-04-20
+- tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds|related|2026-04-20
 ---
 
 # TriDash tests whether 60-second prediction market resolution enables faster feedback or primarily measures price noise
diff --git a/domains/internet-finance/trump-jr-dual-investment-creates-political-legitimacy-risk-for-prediction-market-preemption-regardless-of-legal-merit.md b/domains/internet-finance/trump-jr-dual-investment-creates-political-legitimacy-risk-for-prediction-market-preemption-regardless-of-legal-merit.md
index 354b1558f..f60fb05de 100644
--- a/domains/internet-finance/trump-jr-dual-investment-creates-political-legitimacy-risk-for-prediction-market-preemption-regardless-of-legal-merit.md
+++ b/domains/internet-finance/trump-jr-dual-investment-creates-political-legitimacy-risk-for-prediction-market-preemption-regardless-of-legal-merit.md
@@ -12,10 +12,10 @@ sourcer: NPR
 related_claims: ["[[cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets]]", "[[futarchy-based fundraising creates regulatory separation because there are no beneficial owners and investment decisions emerge from market forces not centralized control]]"]
 supports:
 - Trump Jr.'s dual investment in Kalshi and Polymarket creates a structural conflict of interest that undermines prediction market regulatory legitimacy regardless of legal merit
-- Truth Predict
+- truth-predict
 reweave_edges:
 - Trump Jr.'s dual investment in Kalshi and Polymarket creates a structural conflict of interest that undermines prediction market regulatory legitimacy regardless of legal merit|supports|2026-04-20
-- Truth Predict|supports|2026-04-20
+- truth-predict|supports|2026-04-20
 ---
 
 # Trump Jr. dual investment creates political legitimacy risk for prediction market preemption regardless of legal merit
diff --git a/domains/internet-finance/trump-jr-dual-investment-creates-structural-conflict-undermining-prediction-market-regulatory-legitimacy.md b/domains/internet-finance/trump-jr-dual-investment-creates-structural-conflict-undermining-prediction-market-regulatory-legitimacy.md
index 80c1055ea..cf14c0745 100644
--- a/domains/internet-finance/trump-jr-dual-investment-creates-structural-conflict-undermining-prediction-market-regulatory-legitimacy.md
+++ b/domains/internet-finance/trump-jr-dual-investment-creates-structural-conflict-undermining-prediction-market-regulatory-legitimacy.md
@@ -13,16 +13,16 @@ related_claims: ["decentralized-mechanism-design-creates-regulatory-defensibilit
 related:
 - The CFTC's multi-state litigation posture represents a qualitative shift from regulatory rule-drafting to active jurisdictional defense of prediction markets
 - Democratic demand for CFTC enforcement of existing war-bet rules creates a regulatory dilemma where enforcing expands offshore jurisdiction while refusing creates political ammunition
-- Executive branch offensive litigation creates preemption through simultaneous multi-state suits not defensive case-law
-- Truth Predict
+- executive-branch-offensive-litigation-creates-preemption-through-simultaneous-multi-state-suits-not-defensive-case-law
+- truth-predict
 reweave_edges:
 - The CFTC's multi-state litigation posture represents a qualitative shift from regulatory rule-drafting to active jurisdictional defense of prediction markets|related|2026-04-17
 - Democratic demand for CFTC enforcement of existing war-bet rules creates a regulatory dilemma where enforcing expands offshore jurisdiction while refusing creates political ammunition|related|2026-04-18
-- Executive branch offensive litigation creates preemption through simultaneous multi-state suits not defensive case-law|related|2026-04-18
-- Trump Jr. dual investment creates political legitimacy risk for prediction market preemption regardless of legal merit|supports|2026-04-20
-- Truth Predict|related|2026-04-20
+- executive-branch-offensive-litigation-creates-preemption-through-simultaneous-multi-state-suits-not-defensive-case-law|related|2026-04-18
+- trump-jr-dual-investment-creates-political-legitimacy-risk-for-prediction-market-preemption-regardless-of-legal-merit|supports|2026-04-20
+- truth-predict|related|2026-04-20
 supports:
-- Trump Jr. dual investment creates political legitimacy risk for prediction market preemption regardless of legal merit
+- trump-jr-dual-investment-creates-political-legitimacy-risk-for-prediction-market-preemption-regardless-of-legal-merit
 ---
 
 # Trump Jr.'s dual investment in Kalshi and Polymarket creates a structural conflict of interest that undermines prediction market regulatory legitimacy regardless of legal merit
diff --git a/domains/internet-finance/white-collar displacement has lagged but deeper consumption impact than blue-collar because top-decile earners drive disproportionate consumer spending and their savings buffers mask the damage for quarters.md b/domains/internet-finance/white-collar displacement has lagged but deeper consumption impact than blue-collar because top-decile earners drive disproportionate consumer spending and their savings buffers mask the damage for quarters.md
index c0d1d7d6b..6ef4fd647 100644
--- a/domains/internet-finance/white-collar displacement has lagged but deeper consumption impact than blue-collar because top-decile earners drive disproportionate consumer spending and their savings buffers mask the damage for quarters.md	
+++ b/domains/internet-finance/white-collar displacement has lagged but deeper consumption impact than blue-collar because top-decile earners drive disproportionate consumer spending and their savings buffers mask the damage for quarters.md	
@@ -6,9 +6,9 @@ confidence: experimental
 source: "Citrini Research '2028 Global Intelligence Crisis' (Feb 2026); consumption concentration data from BEA/BLS; challenged by Bloch who argues purchasing power matters more than nominal income"
 created: 2026-03-05
 supports:
-- profit wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one
+- profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one
 reweave_edges:
-- profit wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one|supports|2026-04-19
+- profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one|supports|2026-04-19
 ---
 
 # white-collar displacement has lagged but deeper consumption impact than blue-collar because top-decile earners drive disproportionate consumer spending and their savings buffers mask the damage for quarters
diff --git a/domains/manufacturing/ASML EUV lithography monopoly is the deepest chokepoint in semiconductor manufacturing because 30 years of co-developed precision optics created an unreplicable ecosystem that gates all leading-edge chip production.md b/domains/manufacturing/ASML EUV lithography monopoly is the deepest chokepoint in semiconductor manufacturing because 30 years of co-developed precision optics created an unreplicable ecosystem that gates all leading-edge chip production.md
index 9af52ab69..15375cacf 100644
--- a/domains/manufacturing/ASML EUV lithography monopoly is the deepest chokepoint in semiconductor manufacturing because 30 years of co-developed precision optics created an unreplicable ecosystem that gates all leading-edge chip production.md	
+++ b/domains/manufacturing/ASML EUV lithography monopoly is the deepest chokepoint in semiconductor manufacturing because 30 years of co-developed precision optics created an unreplicable ecosystem that gates all leading-edge chip production.md	
@@ -11,9 +11,9 @@ depends_on:
 challenged_by:
 - China's domestic EUV efforts have achieved laboratory-scale wavelength generation by 2024-2025 though the gap from lab to production tool is measured in years
 supports:
-- HBM memory supply concentration creates a three vendor chokepoint where all production is sold out through 2026 gating every AI training system regardless of processor architecture
+- HBM memory supply concentration creates a three-vendor chokepoint where all production is sold out through 2026 gating every AI training system regardless of processor architecture
 reweave_edges:
-- HBM memory supply concentration creates a three vendor chokepoint where all production is sold out through 2026 gating every AI training system regardless of processor architecture|supports|2026-04-04
+- HBM memory supply concentration creates a three-vendor chokepoint where all production is sold out through 2026 gating every AI training system regardless of processor architecture|supports|2026-04-04
 ---
 
 # ASML EUV lithography monopoly is the deepest chokepoint in semiconductor manufacturing because 30 years of co-developed precision optics created an unreplicable ecosystem that gates all leading-edge chip production
diff --git a/domains/manufacturing/CoWoS advanced packaging is the binding bottleneck on AI compute scaling because TSMC near-monopoly on interposer technology gates total accelerator output regardless of chip design capability.md b/domains/manufacturing/CoWoS advanced packaging is the binding bottleneck on AI compute scaling because TSMC near-monopoly on interposer technology gates total accelerator output regardless of chip design capability.md
index 7740c81d6..ce51cee53 100644
--- a/domains/manufacturing/CoWoS advanced packaging is the binding bottleneck on AI compute scaling because TSMC near-monopoly on interposer technology gates total accelerator output regardless of chip design capability.md	
+++ b/domains/manufacturing/CoWoS advanced packaging is the binding bottleneck on AI compute scaling because TSMC near-monopoly on interposer technology gates total accelerator output regardless of chip design capability.md	
@@ -12,12 +12,12 @@ challenged_by:
 - Intel EMIB and other alternatives may break the TSMC CoWoS monopoly by 2027-2028
 - chiplet architectures with smaller interposers could reduce packaging constraints
 related:
-- ASML EUV lithography monopoly is the deepest chokepoint in semiconductor manufacturing because 30 years of co developed precision optics created an unreplicable ecosystem that gates all leading edge chip production
+- ASML EUV lithography monopoly is the deepest chokepoint in semiconductor manufacturing because 30 years of co-developed precision optics created an unreplicable ecosystem that gates all leading-edge chip production
 reweave_edges:
-- ASML EUV lithography monopoly is the deepest chokepoint in semiconductor manufacturing because 30 years of co developed precision optics created an unreplicable ecosystem that gates all leading edge chip production|related|2026-04-04
-- HBM memory supply concentration creates a three vendor chokepoint where all production is sold out through 2026 gating every AI training system regardless of processor architecture|supports|2026-04-04
+- ASML EUV lithography monopoly is the deepest chokepoint in semiconductor manufacturing because 30 years of co-developed precision optics created an unreplicable ecosystem that gates all leading-edge chip production|related|2026-04-04
+- HBM memory supply concentration creates a three-vendor chokepoint where all production is sold out through 2026 gating every AI training system regardless of processor architecture|supports|2026-04-04
 supports:
-- HBM memory supply concentration creates a three vendor chokepoint where all production is sold out through 2026 gating every AI training system regardless of processor architecture
+- HBM memory supply concentration creates a three-vendor chokepoint where all production is sold out through 2026 gating every AI training system regardless of processor architecture
 ---
 
 # CoWoS advanced packaging is the binding bottleneck on AI compute scaling because TSMC near-monopoly on interposer technology gates total accelerator output regardless of chip design capability
diff --git a/domains/manufacturing/TSMC manufactures 92 percent of advanced logic chips making Taiwan the single largest physical vulnerability in global technology infrastructure.md b/domains/manufacturing/TSMC manufactures 92 percent of advanced logic chips making Taiwan the single largest physical vulnerability in global technology infrastructure.md
index bd40bc917..966e7af26 100644
--- a/domains/manufacturing/TSMC manufactures 92 percent of advanced logic chips making Taiwan the single largest physical vulnerability in global technology infrastructure.md	
+++ b/domains/manufacturing/TSMC manufactures 92 percent of advanced logic chips making Taiwan the single largest physical vulnerability in global technology infrastructure.md	
@@ -12,9 +12,9 @@ challenged_by:
 - TSMC Arizona achieving 92% yield shows geographic diversification is technically feasible and progressing
 - Intel Foundry and Samsung Foundry provide theoretical alternatives for some advanced processes
 supports:
-- ASML EUV lithography monopoly is the deepest chokepoint in semiconductor manufacturing because 30 years of co developed precision optics created an unreplicable ecosystem that gates all leading edge chip production
+- ASML EUV lithography monopoly is the deepest chokepoint in semiconductor manufacturing because 30 years of co-developed precision optics created an unreplicable ecosystem that gates all leading-edge chip production
 reweave_edges:
-- ASML EUV lithography monopoly is the deepest chokepoint in semiconductor manufacturing because 30 years of co developed precision optics created an unreplicable ecosystem that gates all leading edge chip production|supports|2026-04-04
+- ASML EUV lithography monopoly is the deepest chokepoint in semiconductor manufacturing because 30 years of co-developed precision optics created an unreplicable ecosystem that gates all leading-edge chip production|supports|2026-04-04
 ---
 
 # TSMC manufactures 92 percent of advanced logic chips making Taiwan the single largest physical vulnerability in global technology infrastructure
diff --git a/domains/manufacturing/semiconductor fab cost escalation means each new process node is a nation-state commitment because 20B-plus capital costs and multi-year construction create irreversible geographic path dependence.md b/domains/manufacturing/semiconductor fab cost escalation means each new process node is a nation-state commitment because 20B-plus capital costs and multi-year construction create irreversible geographic path dependence.md
index 687a29fee..144f5869b 100644
--- a/domains/manufacturing/semiconductor fab cost escalation means each new process node is a nation-state commitment because 20B-plus capital costs and multi-year construction create irreversible geographic path dependence.md	
+++ b/domains/manufacturing/semiconductor fab cost escalation means each new process node is a nation-state commitment because 20B-plus capital costs and multi-year construction create irreversible geographic path dependence.md	
@@ -13,9 +13,9 @@ challenged_by:
 - CHIPS Act and EU Chips Act subsidies may successfully diversify fab geography if sustained over multiple fab generations
 - advanced packaging may become more geographically distributed than logic fabrication reducing the single-geography risk
 related:
-- ASML EUV lithography monopoly is the deepest chokepoint in semiconductor manufacturing because 30 years of co developed precision optics created an unreplicable ecosystem that gates all leading edge chip production
+- ASML EUV lithography monopoly is the deepest chokepoint in semiconductor manufacturing because 30 years of co-developed precision optics created an unreplicable ecosystem that gates all leading-edge chip production
 reweave_edges:
-- ASML EUV lithography monopoly is the deepest chokepoint in semiconductor manufacturing because 30 years of co developed precision optics created an unreplicable ecosystem that gates all leading edge chip production|related|2026-04-04
+- ASML EUV lithography monopoly is the deepest chokepoint in semiconductor manufacturing because 30 years of co-developed precision optics created an unreplicable ecosystem that gates all leading-edge chip production|related|2026-04-04
 ---
 
 # Semiconductor fab cost escalation means each new process node is a nation-state commitment because 20B-plus capital costs and multi-year construction create irreversible geographic path dependence
diff --git a/domains/robotics/general-purpose robotic manipulation remains the binding constraint on physical AI deployment because sensor fusion compliant control and tactile feedback must solve simultaneously.md b/domains/robotics/general-purpose robotic manipulation remains the binding constraint on physical AI deployment because sensor fusion compliant control and tactile feedback must solve simultaneously.md
index b6262dc0a..dff375235 100644
--- a/domains/robotics/general-purpose robotic manipulation remains the binding constraint on physical AI deployment because sensor fusion compliant control and tactile feedback must solve simultaneously.md	
+++ b/domains/robotics/general-purpose robotic manipulation remains the binding constraint on physical AI deployment because sensor fusion compliant control and tactile feedback must solve simultaneously.md	
@@ -11,10 +11,10 @@ secondary_domains:
   - ai-alignment
   - manufacturing
 related:
-- foundation models and physical robots are entering a co development loop where deployed robots generate training data that improves models which improve robot capabilities creating a flywheel that accelerates nonlinearly past fleet size thresholds
+- foundation models and physical robots are entering a co-development loop where deployed robots generate training data that improves models which improve robot capabilities creating a flywheel that accelerates nonlinearly past fleet-size thresholds
 - humanoid robot labor substitution will follow a predictable sector sequence from warehouse picking to elder care determined by the ratio of task structuredness to hourly labor cost
 reweave_edges:
-- foundation models and physical robots are entering a co development loop where deployed robots generate training data that improves models which improve robot capabilities creating a flywheel that accelerates nonlinearly past fleet size thresholds|related|2026-04-18
+- foundation models and physical robots are entering a co-development loop where deployed robots generate training data that improves models which improve robot capabilities creating a flywheel that accelerates nonlinearly past fleet-size thresholds|related|2026-04-18
 - humanoid robot labor substitution will follow a predictable sector sequence from warehouse picking to elder care determined by the ratio of task structuredness to hourly labor cost|related|2026-04-18
 ---
 
diff --git a/domains/robotics/industrial automation has plateaued at approximately 50 percent of manufacturing operations because the remaining tasks require unstructured manipulation exception handling and multi-system integration that current fixed-automation cannot address.md b/domains/robotics/industrial automation has plateaued at approximately 50 percent of manufacturing operations because the remaining tasks require unstructured manipulation exception handling and multi-system integration that current fixed-automation cannot address.md
index 0d30e2917..75c365271 100644
--- a/domains/robotics/industrial automation has plateaued at approximately 50 percent of manufacturing operations because the remaining tasks require unstructured manipulation exception handling and multi-system integration that current fixed-automation cannot address.md	
+++ b/domains/robotics/industrial automation has plateaued at approximately 50 percent of manufacturing operations because the remaining tasks require unstructured manipulation exception handling and multi-system integration that current fixed-automation cannot address.md	
@@ -12,10 +12,10 @@ challenged_by:
 secondary_domains:
   - manufacturing
 related:
-- foundation models and physical robots are entering a co development loop where deployed robots generate training data that improves models which improve robot capabilities creating a flywheel that accelerates nonlinearly past fleet size thresholds
+- foundation models and physical robots are entering a co-development loop where deployed robots generate training data that improves models which improve robot capabilities creating a flywheel that accelerates nonlinearly past fleet-size thresholds
 - humanoid robot labor substitution will follow a predictable sector sequence from warehouse picking to elder care determined by the ratio of task structuredness to hourly labor cost
 reweave_edges:
-- foundation models and physical robots are entering a co development loop where deployed robots generate training data that improves models which improve robot capabilities creating a flywheel that accelerates nonlinearly past fleet size thresholds|related|2026-04-18
+- foundation models and physical robots are entering a co-development loop where deployed robots generate training data that improves models which improve robot capabilities creating a flywheel that accelerates nonlinearly past fleet-size thresholds|related|2026-04-18
 - humanoid robot labor substitution will follow a predictable sector sequence from warehouse picking to elder care determined by the ratio of task structuredness to hourly labor cost|related|2026-04-18
 ---
 
diff --git a/domains/space-development/Axiom Space has the strongest operational position for commercial orbital habitation but the weakest financial position among funded competitors.md b/domains/space-development/Axiom Space has the strongest operational position for commercial orbital habitation but the weakest financial position among funded competitors.md
index a0e7437a7..7dda36fa9 100644
--- a/domains/space-development/Axiom Space has the strongest operational position for commercial orbital habitation but the weakest financial position among funded competitors.md	
+++ b/domains/space-development/Axiom Space has the strongest operational position for commercial orbital habitation but the weakest financial position among funded competitors.md	
@@ -9,11 +9,11 @@ depends_on:
 - commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030
 - the commercial space station transition from ISS creates a gap risk that could end 25 years of continuous human presence in low Earth orbit
 related:
-- Vast is building the first commercial space station with Haven 1 launching 2027 funded by Jed McCaleb 1B personal commitment and targeting artificial gravity stations by the 2030s
+- Vast is building the first commercial space station with Haven-1 launching 2027 funded by Jed McCaleb 1B personal commitment and targeting artificial gravity stations by the 2030s
 - Commercial station capital concentrates in the strongest contender rather than diversifying across the sector when government anchor customer commitments are uncertain
 - Commercial station programs are LEO-only with no cislunar orbital node in development creating a structural gap in the two-tier architecture
 reweave_edges:
-- Vast is building the first commercial space station with Haven 1 launching 2027 funded by Jed McCaleb 1B personal commitment and targeting artificial gravity stations by the 2030s|related|2026-04-04
+- Vast is building the first commercial space station with Haven-1 launching 2027 funded by Jed McCaleb 1B personal commitment and targeting artificial gravity stations by the 2030s|related|2026-04-04
 - Commercial station capital concentrates in the strongest contender rather than diversifying across the sector when government anchor customer commitments are uncertain|related|2026-04-10
 - Commercial station programs are LEO-only with no cislunar orbital node in development creating a structural gap in the two-tier architecture|related|2026-04-13
 ---
diff --git a/domains/space-development/Blue Origin cislunar infrastructure strategy mirrors AWS by building comprehensive platform layers while competitors optimize individual services.md b/domains/space-development/Blue Origin cislunar infrastructure strategy mirrors AWS by building comprehensive platform layers while competitors optimize individual services.md
index 800ff123a..57c78c3bb 100644
--- a/domains/space-development/Blue Origin cislunar infrastructure strategy mirrors AWS by building comprehensive platform layers while competitors optimize individual services.md	
+++ b/domains/space-development/Blue Origin cislunar infrastructure strategy mirrors AWS by building comprehensive platform layers while competitors optimize individual services.md	
@@ -9,13 +9,13 @@ challenged_by:
 - historically slow execution and total Bezos dependency — two successful New Glenn flights is a start not a pattern
 related:
 - Blue Origin's concurrent announcement of Project Sunrise (51,600 satellites) and New Glenn production ramp while NG-3 slips 6 weeks illustrates the gap between ambitious strategic vision and operational execution capability
-- Blue Moon Mark 2
+- blue-moon-mark-2
 - New Glenn's 7-meter commercial fairing creates a temporary monopoly on large-format satellite launches until Starship enters commercial service
 - Wide portfolio concentration across multiple domains creates single-entity execution risk distinct from single-player dependency
 reweave_edges:
 - Blue Origin's concurrent announcement of Project Sunrise (51,600 satellites) and New Glenn production ramp while NG-3 slips 6 weeks illustrates the gap between ambitious strategic vision and operational execution capability|related|2026-04-04
 - Blue Origin's Project Sunrise filing signals an emerging SpaceX/Blue Origin duopoly in orbital compute infrastructure mirroring their launch market structure where vertical integration creates insurmountable competitive moats|supports|2026-04-12
-- Blue Moon Mark 2|related|2026-04-17
+- blue-moon-mark-2|related|2026-04-17
 - New Glenn's 7-meter commercial fairing creates a temporary monopoly on large-format satellite launches until Starship enters commercial service|related|2026-04-17
 - Wide portfolio concentration across multiple domains creates single-entity execution risk distinct from single-player dependency|related|2026-04-17
 supports:
diff --git a/domains/space-development/China is the only credible peer competitor in space with comprehensive capabilities and state-directed acceleration closing the reusability gap in 5-8 years.md b/domains/space-development/China is the only credible peer competitor in space with comprehensive capabilities and state-directed acceleration closing the reusability gap in 5-8 years.md
index 520b8f77f..c232b7fb5 100644
--- a/domains/space-development/China is the only credible peer competitor in space with comprehensive capabilities and state-directed acceleration closing the reusability gap in 5-8 years.md	
+++ b/domains/space-development/China is the only credible peer competitor in space with comprehensive capabilities and state-directed acceleration closing the reusability gap in 5-8 years.md	
@@ -9,12 +9,12 @@ challenged_by:
 - China's reusability timeline may be optimistic given that Long March 12A first-stage recovery failed in December 2025
 related:
 - Chinese commercial launch vehicles have failed on debut at higher rates than Chinese state launch, creating a meaningful gap between China's strategic space ambitions and commercial launch capability
-- singapore national space agency signals that small states with existing precision manufacturing and ai capabilities can enter space through downstream niches without launch capability
-- Space Pioneer
+- singapore-national-space-agency-signals-that-small-states-with-existing-precision-manufacturing-and-ai-capabilities-can-enter-space-through-downstream-niches-without-launch-capability
+- space-pioneer
 reweave_edges:
 - Chinese commercial launch vehicles have failed on debut at higher rates than Chinese state launch, creating a meaningful gap between China's strategic space ambitions and commercial launch capability|related|2026-04-10
-- singapore national space agency signals that small states with existing precision manufacturing and ai capabilities can enter space through downstream niches without launch capability|related|2026-04-17
-- Space Pioneer|related|2026-04-17
+- singapore-national-space-agency-signals-that-small-states-with-existing-precision-manufacturing-and-ai-capabilities-can-enter-space-through-downstream-niches-without-launch-capability|related|2026-04-17
+- space-pioneer|related|2026-04-17
 ---
 
 # China is the only credible peer competitor in space with comprehensive capabilities and state-directed acceleration closing the reusability gap in 5-8 years
diff --git a/domains/space-development/Rocket Lab pivot to space systems reveals that vertical component integration may be more defensible than launch in the emerging space economy.md b/domains/space-development/Rocket Lab pivot to space systems reveals that vertical component integration may be more defensible than launch in the emerging space economy.md
index 20ef0db5b..478325182 100644
--- a/domains/space-development/Rocket Lab pivot to space systems reveals that vertical component integration may be more defensible than launch in the emerging space economy.md	
+++ b/domains/space-development/Rocket Lab pivot to space systems reveals that vertical component integration may be more defensible than launch in the emerging space economy.md	
@@ -8,11 +8,11 @@ created: 2026-03-20
 challenged_by:
 - $38.6B market cap at ~48x forward revenue may price in success before Neutron proves viable
 related:
-- spacetech series a funding gap is the structural bottleneck because specialized vcs concentrate at seed while generalists lack domain expertise for hardware companies
-- singapore national space agency signals that small states with existing precision manufacturing and ai capabilities can enter space through downstream niches without launch capability
+- spacetech-series-a-funding-gap-is-the-structural-bottleneck-because-specialized-vcs-concentrate-at-seed-while-generalists-lack-domain-expertise-for-hardware-companies
+- singapore-national-space-agency-signals-that-small-states-with-existing-precision-manufacturing-and-ai-capabilities-can-enter-space-through-downstream-niches-without-launch-capability
 reweave_edges:
-- spacetech series a funding gap is the structural bottleneck because specialized vcs concentrate at seed while generalists lack domain expertise for hardware companies|related|2026-04-04
-- singapore national space agency signals that small states with existing precision manufacturing and ai capabilities can enter space through downstream niches without launch capability|related|2026-04-17
+- spacetech-series-a-funding-gap-is-the-structural-bottleneck-because-specialized-vcs-concentrate-at-seed-while-generalists-lack-domain-expertise-for-hardware-companies|related|2026-04-04
+- singapore-national-space-agency-signals-that-small-states-with-existing-precision-manufacturing-and-ai-capabilities-can-enter-space-through-downstream-niches-without-launch-capability|related|2026-04-17
 ---
 
 # Rocket Lab pivot to space systems reveals that vertical component integration may be more defensible than launch in the emerging space economy
diff --git a/domains/space-development/SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal.md b/domains/space-development/SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal.md
index 1de068c99..efe6bc885 100644
--- a/domains/space-development/SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal.md	
+++ b/domains/space-development/SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal.md	
@@ -9,13 +9,13 @@ challenged_by:
 - The flywheel thesis assumes Starlink revenue growth continues and that the broadband market sustains the cadence needed for reusability learning. Starlink faces regulatory barriers in several countries, spectrum allocation conflicts, and potential competition from non-LEO broadband (5G/6G terrestrial expansion). If Starlink growth plateaus, the flywheel loses its demand driver. Also, the xAI merger introduces execution complexity that could distract from launch operations.
 related:
 - Blue Origin's concurrent announcement of Project Sunrise (51,600 satellites) and New Glenn production ramp while NG-3 slips 6 weeks illustrates the gap between ambitious strategic vision and operational execution capability
-- varda vertical integration reduces space manufacturing access costs
+- varda-vertical-integration-reduces-space-manufacturing-access-costs
 - Apollo heritage in team composition creates compounding institutional knowledge advantages because GM and Goodyear's 50-year lunar mobility experience reduces technical risk in ways that cannot be replicated through documentation alone
 - New Glenn's 7-meter commercial fairing creates a temporary monopoly on large-format satellite launches until Starship enters commercial service
 - Wide portfolio concentration across multiple domains creates single-entity execution risk distinct from single-player dependency
 reweave_edges:
 - Blue Origin's concurrent announcement of Project Sunrise (51,600 satellites) and New Glenn production ramp while NG-3 slips 6 weeks illustrates the gap between ambitious strategic vision and operational execution capability|related|2026-04-04
-- varda vertical integration reduces space manufacturing access costs|related|2026-04-04
+- varda-vertical-integration-reduces-space-manufacturing-access-costs|related|2026-04-04
 - Blue Origin's Project Sunrise filing signals an emerging SpaceX/Blue Origin duopoly in orbital compute infrastructure mirroring their launch market structure where vertical integration creates insurmountable competitive moats|supports|2026-04-12
 - Apollo heritage in team composition creates compounding institutional knowledge advantages because GM and Goodyear's 50-year lunar mobility experience reduces technical risk in ways that cannot be replicated through documentation alone|related|2026-04-17
 - New Glenn's 7-meter commercial fairing creates a temporary monopoly on large-format satellite launches until Starship enters commercial service|related|2026-04-17
diff --git a/domains/space-development/Varda Space Industries validates commercial space manufacturing with four orbital missions 329M raised and monthly launch cadence by 2026.md b/domains/space-development/Varda Space Industries validates commercial space manufacturing with four orbital missions 329M raised and monthly launch cadence by 2026.md
index 274b62b7c..3a262a1df 100644
--- a/domains/space-development/Varda Space Industries validates commercial space manufacturing with four orbital missions 329M raised and monthly launch cadence by 2026.md	
+++ b/domains/space-development/Varda Space Industries validates commercial space manufacturing with four orbital missions 329M raised and monthly launch cadence by 2026.md	
@@ -10,12 +10,12 @@ depends_on:
 - microgravity-discovered pharmaceutical polymorphs are a novel IP mechanism because new crystal forms enable patent extension reformulation and new delivery methods
 - launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds
 supports:
-- varda space biologics development blurs three tier manufacturing sequence
+- varda-space-biologics-development-blurs-three-tier-manufacturing-sequence
 reweave_edges:
-- varda space biologics development blurs three tier manufacturing sequence|supports|2026-04-04
-- varda vertical integration reduces space manufacturing access costs|related|2026-04-04
+- varda-space-biologics-development-blurs-three-tier-manufacturing-sequence|supports|2026-04-04
+- varda-vertical-integration-reduces-space-manufacturing-access-costs|related|2026-04-04
 related:
-- varda vertical integration reduces space manufacturing access costs
+- varda-vertical-integration-reduces-space-manufacturing-access-costs
 ---
 
 # Varda Space Industries validates commercial space manufacturing with four orbital missions 329M raised and monthly launch cadence by 2026
diff --git a/domains/space-development/apollo-heritage-teams-compound-institutional-knowledge-advantages-in-space-programs.md b/domains/space-development/apollo-heritage-teams-compound-institutional-knowledge-advantages-in-space-programs.md
index 94cf623f7..1bea6f569 100644
--- a/domains/space-development/apollo-heritage-teams-compound-institutional-knowledge-advantages-in-space-programs.md
+++ b/domains/space-development/apollo-heritage-teams-compound-institutional-knowledge-advantages-in-space-programs.md
@@ -11,11 +11,11 @@ scope: causal
 sourcer: Lunar Outpost, Lockheed Martin
 related_claims: ["[[SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal]]"]
 supports:
-- Lunar Outpost
+- lunar-outpost
 related:
 - Single-provider LTV selection creates program-level concentration risk for Artemis crewed operations because no backup mobility system exists if Lunar Dawn encounters technical or schedule problems
 reweave_edges:
-- Lunar Outpost|supports|2026-04-17
+- lunar-outpost|supports|2026-04-17
 - Single-provider LTV selection creates program-level concentration risk for Artemis crewed operations because no backup mobility system exists if Lunar Dawn encounters technical or schedule problems|related|2026-04-17
 ---
 
diff --git a/domains/space-development/asteroid mining and orbital habitats should be prioritized over planetary colonization because gravity wells are the binding constraint on opening the solar system to humanity.md b/domains/space-development/asteroid mining and orbital habitats should be prioritized over planetary colonization because gravity wells are the binding constraint on opening the solar system to humanity.md
index c480963f2..a68561a8e 100644
--- a/domains/space-development/asteroid mining and orbital habitats should be prioritized over planetary colonization because gravity wells are the binding constraint on opening the solar system to humanity.md	
+++ b/domains/space-development/asteroid mining and orbital habitats should be prioritized over planetary colonization because gravity wells are the binding constraint on opening the solar system to humanity.md	
@@ -12,9 +12,9 @@ depends_on:
 - ten percent of near-Earth asteroids are more energetically accessible than the lunar surface with some requiring less delta-v than a soft Moon landing
 - orbital propellant depots are the enabling infrastructure for all deep-space operations because they break the tyranny of the rocket equation
 related:
-- radiation protection for space habitation converges on a multi layered strategy because no single approach provides adequate shielding against both galactic cosmic rays and solar particle events
+- radiation protection for space habitation converges on a multi-layered strategy because no single approach provides adequate shielding against both galactic cosmic rays and solar particle events
 reweave_edges:
-- radiation protection for space habitation converges on a multi layered strategy because no single approach provides adequate shielding against both galactic cosmic rays and solar particle events|related|2026-04-17
+- radiation protection for space habitation converges on a multi-layered strategy because no single approach provides adequate shielding against both galactic cosmic rays and solar particle events|related|2026-04-17
 ---
 
 # Asteroid mining and orbital habitats should be prioritized over planetary colonization because gravity wells are the binding constraint on opening the solar system to humanity
diff --git a/domains/space-development/asteroid mining economics split into three distinct business models with water-for-propellant viable near-term and metals-for-Earth-return decades away.md b/domains/space-development/asteroid mining economics split into three distinct business models with water-for-propellant viable near-term and metals-for-Earth-return decades away.md
index 57bc52f21..c16805bbd 100644
--- a/domains/space-development/asteroid mining economics split into three distinct business models with water-for-propellant viable near-term and metals-for-Earth-return decades away.md	
+++ b/domains/space-development/asteroid mining economics split into three distinct business models with water-for-propellant viable near-term and metals-for-Earth-return decades away.md	
@@ -9,11 +9,11 @@ challenged_by:
 - falling launch costs may undercut Model A economics if Earth-launched water becomes cheaper than asteroid-derived water
 related:
 - asteroid mining and orbital habitats should be prioritized over planetary colonization because gravity wells are the binding constraint on opening the solar system to humanity
-- lunar resource extraction economics require equipment mass ratios under 50 tons per ton of mined material at projected 1M per ton delivery costs
+- lunar-resource-extraction-economics-require-equipment-mass-ratios-under-50-tons-per-ton-of-mined-material-at-projected-1M-per-ton-delivery-costs
 - the asteroid precious metals price paradox means mining success at scale collapses the prices that justify the mining
 reweave_edges:
 - asteroid mining and orbital habitats should be prioritized over planetary colonization because gravity wells are the binding constraint on opening the solar system to humanity|related|2026-04-04
-- lunar resource extraction economics require equipment mass ratios under 50 tons per ton of mined material at projected 1M per ton delivery costs|related|2026-04-04
+- lunar-resource-extraction-economics-require-equipment-mass-ratios-under-50-tons-per-ton-of-mined-material-at-projected-1M-per-ton-delivery-costs|related|2026-04-04
 - the asteroid precious metals price paradox means mining success at scale collapses the prices that justify the mining|related|2026-04-04
 ---
 
diff --git a/domains/space-development/blue-origin-project-sunrise-enters-unvalidated-radiation-environment-at-sso-altitude.md b/domains/space-development/blue-origin-project-sunrise-enters-unvalidated-radiation-environment-at-sso-altitude.md
index 94638596d..bcca2fdba 100644
--- a/domains/space-development/blue-origin-project-sunrise-enters-unvalidated-radiation-environment-at-sso-altitude.md
+++ b/domains/space-development/blue-origin-project-sunrise-enters-unvalidated-radiation-environment-at-sso-altitude.md
@@ -9,8 +9,8 @@ title: Blue Origin's Project Sunrise SSO altitude (500-1800km) enters a radiatio
 agent: astra
 scope: causal
 sourcer: SpaceNews
-supports: ["orbital-compute-hardware-cannot-be-serviced-making-every-component-either-radiation-hardened-redundant-or-disposable-with-failed-hardware-becoming-debris-or-requiring-expensive-deorbit"]
-related: ["starcloud-1-validates-commercial-gpu-viability-at-325km-leo-but-not-higher-altitude-odc-environments", "orbital-data-centers-require-five-enabling-technologies-to-mature-simultaneously-and-none-currently-exist-at-required-readiness", "blue-origin-project-sunrise-signals-spacex-blue-origin-duopoly-in-orbital-compute-through-vertical-integration", "sun-synchronous-orbit-enables-continuous-solar-power-for-orbital-compute-infrastructure"]
+supports: ["orbital compute hardware cannot be serviced making every component either radiation-hardened redundant or disposable with failed hardware becoming debris or requiring expensive deorbit"]
+related: ["starcloud-1-validates-commercial-gpu-viability-at-325km-leo-but-not-higher-altitude-odc-environments", "orbital data centers require five enabling technologies to mature simultaneously and none currently exist at required readiness", "blue-origin-project-sunrise-signals-spacex-blue-origin-duopoly-in-orbital-compute-through-vertical-integration", "sun-synchronous-orbit-enables-continuous-solar-power-for-orbital-compute-infrastructure"]
 ---
 
 # Blue Origin's Project Sunrise SSO altitude (500-1800km) enters a radiation environment with no demonstrated precedent for commercial GPU-class hardware
diff --git a/domains/space-development/blue-origin-project-sunrise-signals-spacex-blue-origin-duopoly-in-orbital-compute-through-vertical-integration.md b/domains/space-development/blue-origin-project-sunrise-signals-spacex-blue-origin-duopoly-in-orbital-compute-through-vertical-integration.md
index 7f6680495..6a2643e45 100644
--- a/domains/space-development/blue-origin-project-sunrise-signals-spacex-blue-origin-duopoly-in-orbital-compute-through-vertical-integration.md
+++ b/domains/space-development/blue-origin-project-sunrise-signals-spacex-blue-origin-duopoly-in-orbital-compute-through-vertical-integration.md
@@ -9,8 +9,8 @@ title: Blue Origin's Project Sunrise with TeraWave signals an emerging SpaceX-Bl
 agent: astra
 scope: structural
 sourcer: SpaceNews
-supports: ["starcloud-is-the-first-company-to-operate-a-datacenter-grade-gpu-in-orbit-but-faces-an-existential-dependency-on-spacex-for-launches-while-spacex-builds-a-competing-million-satellite-constellation"]
-related: ["spacex-vertical-integration-across-launch-broadband-and-manufacturing-creates-compounding-cost-advantages-that-no-competitor-can-replicate-piecemeal", "spacex-1m-odc-filing-represents-vertical-integration-at-unprecedented-scale-creating-captive-starship-demand-200x-starlink", "blue-origin-project-sunrise-signals-spacex-blue-origin-duopoly-in-orbital-compute-through-vertical-integration", "Blue Origin cislunar infrastructure strategy mirrors AWS by building comprehensive platform layers while competitors optimize individual services", "orbital-compute-filings-are-regulatory-positioning-not-technical-readiness", "SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal", "blue-origin-strategic-vision-execution-gap-illustrated-by-project-sunrise-announcement-timing"]
+supports: ["Starcloud is the first company to operate a datacenter-grade GPU in orbit but faces an existential dependency on SpaceX for launches while SpaceX builds a competing million-satellite constellation"]
+related: ["SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal", "spacex-1m-odc-filing-represents-vertical-integration-at-unprecedented-scale-creating-captive-starship-demand-200x-starlink", "blue-origin-project-sunrise-signals-spacex-blue-origin-duopoly-in-orbital-compute-through-vertical-integration", "Blue Origin cislunar infrastructure strategy mirrors AWS by building comprehensive platform layers while competitors optimize individual services", "orbital-compute-filings-are-regulatory-positioning-not-technical-readiness", "SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal", "blue-origin-strategic-vision-execution-gap-illustrated-by-project-sunrise-announcement-timing"]
 ---
 
 # Blue Origin's Project Sunrise with TeraWave signals an emerging SpaceX-Blue Origin duopoly in orbital compute through parallel vertical integration strategies
diff --git a/domains/space-development/chinese-commercial-launch-debut-failure-rate-exceeds-state-launch-creating-capability-gap.md b/domains/space-development/chinese-commercial-launch-debut-failure-rate-exceeds-state-launch-creating-capability-gap.md
index 05fb40d74..e97b5b60c 100644
--- a/domains/space-development/chinese-commercial-launch-debut-failure-rate-exceeds-state-launch-creating-capability-gap.md
+++ b/domains/space-development/chinese-commercial-launch-debut-failure-rate-exceeds-state-launch-creating-capability-gap.md
@@ -11,9 +11,9 @@ scope: structural
 sourcer: SpaceNews Staff
 related_claims: ["[[launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds]]", "[[the space launch cost trajectory is a phase transition not a gradual decline analogous to sail-to-steam in maritime transport]]"]
 supports:
-- Space Pioneer
+- space-pioneer
 reweave_edges:
-- Space Pioneer|supports|2026-04-17
+- space-pioneer|supports|2026-04-17
 ---
 
 # Chinese commercial launch vehicles have failed on debut at higher rates than Chinese state launch, creating a meaningful gap between China's strategic space ambitions and commercial launch capability
diff --git a/domains/space-development/commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030.md b/domains/space-development/commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030.md
index de1343bdd..d5a9a8df5 100644
--- a/domains/space-development/commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030.md	
+++ b/domains/space-development/commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030.md	
@@ -8,7 +8,7 @@ created: 2026-03-08
 challenged_by:
 - Timeline slippage threatens a gap in continuous human orbital presence (unbroken since November 2000). Axiom's September 2024 cash crisis and down round shows how fragile commercial station timelines are. If none of the four achieve operational capability before ISS deorbits in 2031, the US could face its first period without permanent crewed LEO presence in 25 years.
 supports:
-- Vast is building the first commercial space station with Haven 1 launching 2027 funded by Jed McCaleb 1B personal commitment and targeting artificial gravity stations by the 2030s
+- Vast is building the first commercial space station with Haven-1 launching 2027 funded by Jed McCaleb 1B personal commitment and targeting artificial gravity stations by the 2030s
 - Commercial space station market has stratified into three tiers by development phase with manufacturing-ready programs holding structural advantage over design-phase competitors
 - Commercial station capital concentrates in the strongest contender rather than diversifying across the sector when government anchor customer commitments are uncertain
 - No commercial space station has announced a firm launch date as of March 2026, despite ISS 2030 retirement representing a hard operational deadline
@@ -16,7 +16,7 @@ supports:
 - NASA CLD Phase 2 funding freeze creates existential risk for design-phase programs that lack private capital to self-fund manufacturing transition
 - The NASA Authorization Act 2026 overlap mandate is the first policy-engineered mandatory Gate 2 mechanism for commercial space station formation
 reweave_edges:
-- Vast is building the first commercial space station with Haven 1 launching 2027 funded by Jed McCaleb 1B personal commitment and targeting artificial gravity stations by the 2030s|supports|2026-04-04
+- Vast is building the first commercial space station with Haven-1 launching 2027 funded by Jed McCaleb 1B personal commitment and targeting artificial gravity stations by the 2030s|supports|2026-04-04
 - Anchor customer uncertainty is now the binding constraint for commercial station programs not technical capability or launch costs|related|2026-04-07
 - Commercial space station market has stratified into three tiers by development phase with manufacturing-ready programs holding structural advantage over design-phase competitors|supports|2026-04-10
 - Commercial station capital concentrates in the strongest contender rather than diversifying across the sector when government anchor customer commitments are uncertain|supports|2026-04-10
diff --git a/domains/space-development/commercial-odc-interoperability-with-sda-standards-reflects-deliberate-dual-use-orbital-compute-architecture.md b/domains/space-development/commercial-odc-interoperability-with-sda-standards-reflects-deliberate-dual-use-orbital-compute-architecture.md
index b54fae061..7288c92fa 100644
--- a/domains/space-development/commercial-odc-interoperability-with-sda-standards-reflects-deliberate-dual-use-orbital-compute-architecture.md
+++ b/domains/space-development/commercial-odc-interoperability-with-sda-standards-reflects-deliberate-dual-use-orbital-compute-architecture.md
@@ -12,15 +12,15 @@ sourcer: National Defense Magazine
 related_claims: ["[[defense spending is the new catalyst for space investment with US Space Force budget jumping 39 percent in one year to 40 billion]]", "[[governments are transitioning from space system builders to space service buyers which structurally advantages nimble commercial providers]]"]
 supports:
 - Military and commercial space architectures are converging on the same distributed orbital compute design because both require low-latency data processing across multi-orbit satellite networks
-- Kepler Communications
+- kepler-communications
 - SDA Tranche 1 interoperability standards built into commercial ODC nodes from day one create deliberate dual-use architecture where defense requirements shape commercial orbital compute development
 reweave_edges:
 - Military and commercial space architectures are converging on the same distributed orbital compute design because both require low-latency data processing across multi-orbit satellite networks|supports|2026-04-04
-- Kepler Communications|supports|2026-04-17
+- kepler-communications|supports|2026-04-17
 - SDA Tranche 1 interoperability standards built into commercial ODC nodes from day one create deliberate dual-use architecture where defense requirements shape commercial orbital compute development|supports|2026-04-17
-- Space-based solar power and orbital data centers share infrastructure making ODC the near-term revenue bridge to long-term SBSP|related|2026-04-17
+- space-based-solar-power-and-orbital-data-centers-share-infrastructure-making-odc-the-near-term-revenue-bridge-to-long-term-sbsp|related|2026-04-17
 related:
-- Space-based solar power and orbital data centers share infrastructure making ODC the near-term revenue bridge to long-term SBSP
+- space-based-solar-power-and-orbital-data-centers-share-infrastructure-making-odc-the-near-term-revenue-bridge-to-long-term-sbsp
 ---
 
 # Commercial orbital data center interoperability with SDA Tranche 1 optical communications standards reflects deliberate architectural alignment between commercial ODC and operational defense space computing
diff --git a/domains/space-development/defense spending is the new catalyst for space investment with US Space Force budget jumping 39 percent in one year to 40 billion.md b/domains/space-development/defense spending is the new catalyst for space investment with US Space Force budget jumping 39 percent in one year to 40 billion.md
index e3d3253cc..0735946b0 100644
--- a/domains/space-development/defense spending is the new catalyst for space investment with US Space Force budget jumping 39 percent in one year to 40 billion.md	
+++ b/domains/space-development/defense spending is the new catalyst for space investment with US Space Force budget jumping 39 percent in one year to 40 billion.md	
@@ -6,9 +6,9 @@ confidence: proven
 source: "US Space Force FY2026 budget request, Space Capital Q2 2025 report, True Anomaly Series C ($260M), K2 Space ($110M), Stoke Space Series D ($510M), Rocket Lab SDA contract ($816M)"
 created: 2026-03-08
 supports:
-- Self-funded capability demonstrations before published requirements signal high confidence in defense demand materialization
+- self-funded-capability-demonstrations-before-published-requirements-signal-high-confidence-in-defense-demand-materialization
 reweave_edges:
-- Self-funded capability demonstrations before published requirements signal high confidence in defense demand materialization|supports|2026-04-17
+- self-funded-capability-demonstrations-before-published-requirements-signal-high-confidence-in-defense-demand-materialization|supports|2026-04-17
 ---
 
 # defense spending is the new catalyst for space investment with US Space Force budget jumping 39 percent in one year to 40 billion
diff --git a/domains/space-development/europe-space-launch-strategic-irrelevance-without-starship-class-capability.md b/domains/space-development/europe-space-launch-strategic-irrelevance-without-starship-class-capability.md
index 7d42e7f68..b136fbd5d 100644
--- a/domains/space-development/europe-space-launch-strategic-irrelevance-without-starship-class-capability.md
+++ b/domains/space-development/europe-space-launch-strategic-irrelevance-without-starship-class-capability.md
@@ -7,9 +7,9 @@ source: "German Aerospace Center (DLR) assessment via Phys.org, March 2026"
 created: 2026-03-11
 secondary_domains: [grand-strategy]
 related:
-- China is the only credible peer competitor in space with comprehensive capabilities and state directed acceleration closing the reusability gap in 5 8 years
+- China is the only credible peer competitor in space with comprehensive capabilities and state-directed acceleration closing the reusability gap in 5-8 years
 reweave_edges:
-- China is the only credible peer competitor in space with comprehensive capabilities and state directed acceleration closing the reusability gap in 5 8 years|related|2026-04-04
+- China is the only credible peer competitor in space with comprehensive capabilities and state-directed acceleration closing the reusability gap in 5-8 years|related|2026-04-04
 ---
 
 # European aerospace institutions assess that Starship-class capability is strategically necessary, not merely advantageous
diff --git a/domains/space-development/falling launch costs paradoxically both enable and threaten in-space resource utilization by making infrastructure affordable while competing with the end product.md b/domains/space-development/falling launch costs paradoxically both enable and threaten in-space resource utilization by making infrastructure affordable while competing with the end product.md
index 73ef40471..89b3ccaf5 100644
--- a/domains/space-development/falling launch costs paradoxically both enable and threaten in-space resource utilization by making infrastructure affordable while competing with the end product.md	
+++ b/domains/space-development/falling launch costs paradoxically both enable and threaten in-space resource utilization by making infrastructure affordable while competing with the end product.md	
@@ -8,10 +8,10 @@ created: 2026-03-07
 challenged_by:
 - The geographic resolution may be too clean. Even at lunar distances, if Starship achieves the low end of cost projections ($10-30/kg to LEO), the additional delta-v cost to deliver water to the lunar surface from Earth may be competitive with extracting it locally — especially if lunar ISRU requires heavy upfront infrastructure investment that amortizes slowly.
 related:
-- lunar resource extraction economics require equipment mass ratios under 50 tons per ton of mined material at projected 1M per ton delivery costs
+- lunar-resource-extraction-economics-require-equipment-mass-ratios-under-50-tons-per-ton-of-mined-material-at-projected-1M-per-ton-delivery-costs
 - Heat-based helium-3 extraction on the lunar surface faces a fundamental power-mobility dilemma that makes large-scale extraction impractical with current technology
 reweave_edges:
-- lunar resource extraction economics require equipment mass ratios under 50 tons per ton of mined material at projected 1M per ton delivery costs|related|2026-04-04
+- lunar-resource-extraction-economics-require-equipment-mass-ratios-under-50-tons-per-ton-of-mined-material-at-projected-1M-per-ton-delivery-costs|related|2026-04-04
 - Heat-based helium-3 extraction on the lunar surface faces a fundamental power-mobility dilemma that makes large-scale extraction impractical with current technology|related|2026-04-17
 ---
 
diff --git a/domains/space-development/golden-dome-space-data-network-requires-orbital-compute-for-latency-constraints.md b/domains/space-development/golden-dome-space-data-network-requires-orbital-compute-for-latency-constraints.md
index c12e8bc3f..d940276b9 100644
--- a/domains/space-development/golden-dome-space-data-network-requires-orbital-compute-for-latency-constraints.md
+++ b/domains/space-development/golden-dome-space-data-network-requires-orbital-compute-for-latency-constraints.md
@@ -16,9 +16,9 @@ supports:
 reweave_edges:
 - Golden Dome missile defense requires orbital compute because ground-based processing transmission latency exceeds time-critical decision windows for missile interception|supports|2026-04-04
 - Military and commercial space architectures are converging on the same distributed orbital compute design because both require low-latency data processing across multi-orbit satellite networks|supports|2026-04-04
-- IDIQ contract vehicles create procurement readiness without procurement commitment by pre-qualifying vendors before requirements exist|related|2026-04-17
+- idiq-contract-vehicles-create-procurement-readiness-without-procurement-commitment-by-pre-qualifying-vendors-before-requirements-exist|related|2026-04-17
 related:
-- IDIQ contract vehicles create procurement readiness without procurement commitment by pre-qualifying vendors before requirements exist
+- idiq-contract-vehicles-create-procurement-readiness-without-procurement-commitment-by-pre-qualifying-vendors-before-requirements-exist
 ---
 
 # Golden Dome's Space Data Network requires distributed orbital data processing because sensor-to-shooter missile defense latency constraints make ground-based processing architecturally infeasible
diff --git a/domains/space-development/google-project-suncatcher-validates-200-per-kg-threshold-for-gigawatt-scale-orbital-compute.md b/domains/space-development/google-project-suncatcher-validates-200-per-kg-threshold-for-gigawatt-scale-orbital-compute.md
index cd6adfc29..06852a34e 100644
--- a/domains/space-development/google-project-suncatcher-validates-200-per-kg-threshold-for-gigawatt-scale-orbital-compute.md
+++ b/domains/space-development/google-project-suncatcher-validates-200-per-kg-threshold-for-gigawatt-scale-orbital-compute.md
@@ -11,10 +11,10 @@ scope: causal
 sourcer: Data Center Dynamics
 related_claims: ["[[launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds]]"]
 supports:
-- Google Project Suncatcher
+- google-project-suncatcher
 - Orbital data centers are activating bottom-up from small-satellite proof-of-concept toward megaconstellation scale, with each tier requiring different launch cost gates rather than a single sector-wide threshold
 reweave_edges:
-- Google Project Suncatcher|supports|2026-04-11
+- google-project-suncatcher|supports|2026-04-11
 - Orbital data centers are activating bottom-up from small-satellite proof-of-concept toward megaconstellation scale, with each tier requiring different launch cost gates rather than a single sector-wide threshold|supports|2026-04-11
 ---
 
diff --git a/domains/space-development/idiq-contract-vehicles-create-procurement-readiness-without-procurement-commitment-by-pre-qualifying-vendors-before-requirements-exist.md b/domains/space-development/idiq-contract-vehicles-create-procurement-readiness-without-procurement-commitment-by-pre-qualifying-vendors-before-requirements-exist.md
index d47db7afa..698bb12c4 100644
--- a/domains/space-development/idiq-contract-vehicles-create-procurement-readiness-without-procurement-commitment-by-pre-qualifying-vendors-before-requirements-exist.md
+++ b/domains/space-development/idiq-contract-vehicles-create-procurement-readiness-without-procurement-commitment-by-pre-qualifying-vendors-before-requirements-exist.md
@@ -11,9 +11,9 @@ scope: structural
 sourcer: "Air & Space Forces Magazine"
 related_claims: ["[[defense spending is the new catalyst for space investment with US Space Force budget jumping 39 percent in one year to 40 billion]]", "[[governments are transitioning from space system builders to space service buyers which structurally advantages nimble commercial providers]]", "[[space governance gaps are widening not narrowing because technology advances exponentially while institutional design advances linearly]]"]
 related:
-- Self-funded capability demonstrations before published requirements signal high confidence in defense demand materialization
+- self-funded-capability-demonstrations-before-published-requirements-signal-high-confidence-in-defense-demand-materialization
 reweave_edges:
-- Self-funded capability demonstrations before published requirements signal high confidence in defense demand materialization|related|2026-04-17
+- self-funded-capability-demonstrations-before-published-requirements-signal-high-confidence-in-defense-demand-materialization|related|2026-04-17
 ---
 
 # IDIQ contract vehicles create procurement readiness without procurement commitment by pre-qualifying vendors before requirements exist
diff --git a/domains/space-development/launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds.md b/domains/space-development/launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds.md
index 9dd4dc52d..f21d67bd9 100644
--- a/domains/space-development/launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds.md	
+++ b/domains/space-development/launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds.md	
@@ -10,12 +10,12 @@ depends_on:
 secondary_domains:
   - teleological-economics
 related:
-- gate 2 demand formation mechanisms are cost parity constrained with government floors cost independent concentrated buyers requiring 2 3x proximity and organic markets requiring full parity
+- gate-2-demand-formation-mechanisms-are-cost-parity-constrained-with-government-floors-cost-independent-concentrated-buyers-requiring-2-3x-proximity-and-organic-markets-requiring-full-parity
 reweave_edges:
-- gate 2 demand formation mechanisms are cost parity constrained with government floors cost independent concentrated buyers requiring 2 3x proximity and organic markets requiring full parity|related|2026-04-04
-- the megastructure launch sequence from skyhooks to Lofstrom loops to orbital rings may be economically self bootstrapping if each stage generates sufficient returns to fund the next|supports|2026-04-04
+- gate-2-demand-formation-mechanisms-are-cost-parity-constrained-with-government-floors-cost-independent-concentrated-buyers-requiring-2-3x-proximity-and-organic-markets-requiring-full-parity|related|2026-04-04
+- the megastructure launch sequence from skyhooks to Lofstrom loops to orbital rings may be economically self-bootstrapping if each stage generates sufficient returns to fund the next|supports|2026-04-04
 supports:
-- the megastructure launch sequence from skyhooks to Lofstrom loops to orbital rings may be economically self bootstrapping if each stage generates sufficient returns to fund the next
+- the megastructure launch sequence from skyhooks to Lofstrom loops to orbital rings may be economically self-bootstrapping if each stage generates sufficient returns to fund the next
 ---
 
 # launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds
diff --git a/domains/space-development/microgravity eliminates convection sedimentation and container effects producing measurably superior materials across fiber optics pharmaceuticals and semiconductors.md b/domains/space-development/microgravity eliminates convection sedimentation and container effects producing measurably superior materials across fiber optics pharmaceuticals and semiconductors.md
index 20db9b855..f8124d069 100644
--- a/domains/space-development/microgravity eliminates convection sedimentation and container effects producing measurably superior materials across fiber optics pharmaceuticals and semiconductors.md	
+++ b/domains/space-development/microgravity eliminates convection sedimentation and container effects producing measurably superior materials across fiber optics pharmaceuticals and semiconductors.md	
@@ -8,9 +8,9 @@ created: 2026-02-17
 depends_on:
 - the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure
 supports:
-- varda space biologics development blurs three tier manufacturing sequence
+- varda-space-biologics-development-blurs-three-tier-manufacturing-sequence
 reweave_edges:
-- varda space biologics development blurs three tier manufacturing sequence|supports|2026-04-04
+- varda-space-biologics-development-blurs-three-tier-manufacturing-sequence|supports|2026-04-04
 ---
 
 # Microgravity eliminates convection sedimentation and container effects producing measurably superior materials across fiber optics pharmaceuticals and semiconductors
diff --git a/domains/space-development/military-commercial-space-architecture-convergence-creates-dual-use-orbital-infrastructure.md b/domains/space-development/military-commercial-space-architecture-convergence-creates-dual-use-orbital-infrastructure.md
index e9e476689..eb0a04286 100644
--- a/domains/space-development/military-commercial-space-architecture-convergence-creates-dual-use-orbital-infrastructure.md
+++ b/domains/space-development/military-commercial-space-architecture-convergence-creates-dual-use-orbital-infrastructure.md
@@ -13,12 +13,12 @@ related_claims: ["[[defense spending is the new catalyst for space investment wi
 supports:
 - Commercial orbital data center interoperability with SDA Tranche 1 optical communications standards reflects deliberate architectural alignment between commercial ODC and operational defense space computing
 - Golden Dome's Space Data Network requires distributed orbital data processing because sensor-to-shooter missile defense latency constraints make ground-based processing architecturally infeasible
-- Satellite bus platforms are architecturally agnostic between defense and commercial applications enabling dual-use business models
+- satellite-bus-platforms-are-architecturally-agnostic-between-defense-and-commercial-applications-enabling-dual-use-business-models
 - SDA Tranche 1 interoperability standards built into commercial ODC nodes from day one create deliberate dual-use architecture where defense requirements shape commercial orbital compute development
 reweave_edges:
 - Commercial orbital data center interoperability with SDA Tranche 1 optical communications standards reflects deliberate architectural alignment between commercial ODC and operational defense space computing|supports|2026-04-04
 - Golden Dome's Space Data Network requires distributed orbital data processing because sensor-to-shooter missile defense latency constraints make ground-based processing architecturally infeasible|supports|2026-04-04
-- Satellite bus platforms are architecturally agnostic between defense and commercial applications enabling dual-use business models|supports|2026-04-17
+- satellite-bus-platforms-are-architecturally-agnostic-between-defense-and-commercial-applications-enabling-dual-use-business-models|supports|2026-04-17
 - SDA Tranche 1 interoperability standards built into commercial ODC nodes from day one create deliberate dual-use architecture where defense requirements shape commercial orbital compute development|supports|2026-04-17
 ---
 
diff --git a/domains/space-development/nuclear thermal propulsion cuts Mars transit time by 25 percent and is the most promising near-term technology for human deep-space missions.md b/domains/space-development/nuclear thermal propulsion cuts Mars transit time by 25 percent and is the most promising near-term technology for human deep-space missions.md
index db98b82ff..65d096bfd 100644
--- a/domains/space-development/nuclear thermal propulsion cuts Mars transit time by 25 percent and is the most promising near-term technology for human deep-space missions.md	
+++ b/domains/space-development/nuclear thermal propulsion cuts Mars transit time by 25 percent and is the most promising near-term technology for human deep-space missions.md	
@@ -9,10 +9,10 @@ depends_on:
 - launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds
 related:
 - Nuclear electric propulsion (NEP) provides higher efficiency for uncrewed cargo missions while nuclear thermal propulsion (NTP) remains superior for crewed time-constrained missions
-- Repurposing sunk-cost hardware for new missions can accelerate technology deployment timelines by 5-10 years compared to clean-sheet programs
+- repurposing-sunk-cost-hardware-for-new-missions-can-accelerate-technology-deployment-timelines-by-5-10-years-compared-to-clean-sheet-programs
 reweave_edges:
 - Nuclear electric propulsion (NEP) provides higher efficiency for uncrewed cargo missions while nuclear thermal propulsion (NTP) remains superior for crewed time-constrained missions|related|2026-04-17
-- Repurposing sunk-cost hardware for new missions can accelerate technology deployment timelines by 5-10 years compared to clean-sheet programs|related|2026-04-17
+- repurposing-sunk-cost-hardware-for-new-missions-can-accelerate-technology-deployment-timelines-by-5-10-years-compared-to-clean-sheet-programs|related|2026-04-17
 ---
 
 # Nuclear thermal propulsion cuts Mars transit time by 25 percent and is the most promising near-term technology for human deep-space missions
diff --git a/domains/space-development/nuclear-electric-propulsion-provides-higher-efficiency-for-uncrewed-cargo-missions-while-nuclear-thermal-propulsion-remains-superior-for-crewed-time-constrained-missions.md b/domains/space-development/nuclear-electric-propulsion-provides-higher-efficiency-for-uncrewed-cargo-missions-while-nuclear-thermal-propulsion-remains-superior-for-crewed-time-constrained-missions.md
index 2dc825cd0..f005ede24 100644
--- a/domains/space-development/nuclear-electric-propulsion-provides-higher-efficiency-for-uncrewed-cargo-missions-while-nuclear-thermal-propulsion-remains-superior-for-crewed-time-constrained-missions.md
+++ b/domains/space-development/nuclear-electric-propulsion-provides-higher-efficiency-for-uncrewed-cargo-missions-while-nuclear-thermal-propulsion-remains-superior-for-crewed-time-constrained-missions.md
@@ -13,9 +13,9 @@ related_claims: ["[[nuclear thermal propulsion cuts Mars transit time by 25 perc
 supports:
 - Space Reactor-1 Freedom (SR-1 Freedom)
 related:
-- nuclear thermal propulsion cuts Mars transit time by 25 percent and is the most promising near term technology for human deep space missions
+- nuclear thermal propulsion cuts Mars transit time by 25 percent and is the most promising near-term technology for human deep-space missions
 reweave_edges:
-- nuclear thermal propulsion cuts Mars transit time by 25 percent and is the most promising near term technology for human deep space missions|related|2026-04-17
+- nuclear thermal propulsion cuts Mars transit time by 25 percent and is the most promising near-term technology for human deep-space missions|related|2026-04-17
 - Space Reactor-1 Freedom (SR-1 Freedom)|supports|2026-04-17
 ---
 
diff --git a/domains/space-development/on-orbit processing of satellite data is the proven near-term use case for space compute because it avoids bandwidth and thermal bottlenecks simultaneously.md b/domains/space-development/on-orbit processing of satellite data is the proven near-term use case for space compute because it avoids bandwidth and thermal bottlenecks simultaneously.md
index 1c859c7cb..6db5da003 100644
--- a/domains/space-development/on-orbit processing of satellite data is the proven near-term use case for space compute because it avoids bandwidth and thermal bottlenecks simultaneously.md	
+++ b/domains/space-development/on-orbit processing of satellite data is the proven near-term use case for space compute because it avoids bandwidth and thermal bottlenecks simultaneously.md	
@@ -9,10 +9,10 @@ depends_on:
 - space-based computing at datacenter scale is blocked by thermal physics because radiative cooling in vacuum requires surface areas that grow faster than compute density
 - the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure
 supports:
-- solar irradiance in LEO delivers 8 10x ground based solar power with near continuous availability in sun synchronous orbits making orbital compute power abundant where terrestrial facilities are power starved
+- solar irradiance in LEO delivers 8-10x ground-based solar power with near-continuous availability in sun-synchronous orbits making orbital compute power-abundant where terrestrial facilities are power-starved
 - Orbital edge compute for space-to-space relay reached operational deployment (TRL 9) in January 2026 with SDA-compatible nodes, validating inference-class processing as the first commercially viable orbital compute use case
 reweave_edges:
-- solar irradiance in LEO delivers 8 10x ground based solar power with near continuous availability in sun synchronous orbits making orbital compute power abundant where terrestrial facilities are power starved|supports|2026-04-04
+- solar irradiance in LEO delivers 8-10x ground-based solar power with near-continuous availability in sun-synchronous orbits making orbital compute power-abundant where terrestrial facilities are power-starved|supports|2026-04-04
 - Orbital edge compute for space-to-space relay reached operational deployment (TRL 9) in January 2026 with SDA-compatible nodes, validating inference-class processing as the first commercially viable orbital compute use case|supports|2026-04-17
 - Planet Labs' partnership with Google on Project Suncatcher as an ODC manufacturing and operations partner demonstrates that LEO satellite operational expertise transfers from Earth observation to orbital compute with minimal architectural change|related|2026-04-17
 related:
diff --git a/domains/space-development/orbital data centers are the most speculative near-term space application but the convergence of AI compute demand and falling launch costs attracts serious players.md b/domains/space-development/orbital data centers are the most speculative near-term space application but the convergence of AI compute demand and falling launch costs attracts serious players.md
index 3cf7a8fff..c50c7d4f7 100644
--- a/domains/space-development/orbital data centers are the most speculative near-term space application but the convergence of AI compute demand and falling launch costs attracts serious players.md	
+++ b/domains/space-development/orbital data centers are the most speculative near-term space application but the convergence of AI compute demand and falling launch costs attracts serious players.md	
@@ -11,19 +11,19 @@ depends_on:
 - space-based computing at datacenter scale is blocked by thermal physics because radiative cooling in vacuum requires surface areas that grow faster than compute density
 - Starship achieving routine operations at sub-100 dollars per kg is the single largest enabling condition for the entire space industrial economy
 supports:
-- Starcloud is the first company to operate a datacenter grade GPU in orbit but faces an existential dependency on SpaceX for launches while SpaceX builds a competing million satellite constellation
-- orbital compute hardware cannot be serviced making every component either radiation hardened redundant or disposable with failed hardware becoming debris or requiring expensive deorbit
+- Starcloud is the first company to operate a datacenter-grade GPU in orbit but faces an existential dependency on SpaceX for launches while SpaceX builds a competing million-satellite constellation
+- orbital compute hardware cannot be serviced making every component either radiation-hardened redundant or disposable with failed hardware becoming debris or requiring expensive deorbit
 - Orbital data center deployment follows a three-tier launch vehicle activation sequence (rideshare → dedicated → constellation) where each tier unlocks an order-of-magnitude increase in compute scale
-- solar irradiance in LEO delivers 8 10x ground based solar power with near continuous availability in sun synchronous orbits making orbital compute power abundant where terrestrial facilities are power starved
+- solar irradiance in LEO delivers 8-10x ground-based solar power with near-continuous availability in sun-synchronous orbits making orbital compute power-abundant where terrestrial facilities are power-starved
 - Starcloud
 - Orbital data centers are activating bottom-up from small-satellite proof-of-concept toward megaconstellation scale, with each tier requiring different launch cost gates rather than a single sector-wide threshold
 - Orbital data centers and space-based solar power share identical infrastructure requirements in sun-synchronous orbit creating a dual-use architecture where near-term compute revenue cross-subsidizes long-term energy transmission development
 reweave_edges:
-- Starcloud is the first company to operate a datacenter grade GPU in orbit but faces an existential dependency on SpaceX for launches while SpaceX builds a competing million satellite constellation|supports|2026-04-04
-- orbital compute hardware cannot be serviced making every component either radiation hardened redundant or disposable with failed hardware becoming debris or requiring expensive deorbit|supports|2026-04-04
+- Starcloud is the first company to operate a datacenter-grade GPU in orbit but faces an existential dependency on SpaceX for launches while SpaceX builds a competing million-satellite constellation|supports|2026-04-04
+- orbital compute hardware cannot be serviced making every component either radiation-hardened redundant or disposable with failed hardware becoming debris or requiring expensive deorbit|supports|2026-04-04
 - Orbital data center deployment follows a three-tier launch vehicle activation sequence (rideshare → dedicated → constellation) where each tier unlocks an order-of-magnitude increase in compute scale|supports|2026-04-04
 - Radiative cooling in space is a cost advantage over terrestrial data centers, not merely a constraint to overcome, with claimed cooling costs of $0.002-0.005/kWh versus terrestrial active cooling|related|2026-04-04
-- solar irradiance in LEO delivers 8 10x ground based solar power with near continuous availability in sun synchronous orbits making orbital compute power abundant where terrestrial facilities are power starved|supports|2026-04-04
+- solar irradiance in LEO delivers 8-10x ground-based solar power with near-continuous availability in sun-synchronous orbits making orbital compute power-abundant where terrestrial facilities are power-starved|supports|2026-04-04
 - Starcloud|supports|2026-04-04
 - Orbital data centers are activating bottom-up from small-satellite proof-of-concept toward megaconstellation scale, with each tier requiring different launch cost gates rather than a single sector-wide threshold|supports|2026-04-11
 - Orbital data centers and space-based solar power share identical infrastructure requirements in sun-synchronous orbit creating a dual-use architecture where near-term compute revenue cross-subsidizes long-term energy transmission development|supports|2026-04-11
diff --git a/domains/space-development/orbital data centers require five enabling technologies to mature simultaneously and none currently exist at required readiness.md b/domains/space-development/orbital data centers require five enabling technologies to mature simultaneously and none currently exist at required readiness.md
index 00446d8bb..358bfef1a 100644
--- a/domains/space-development/orbital data centers require five enabling technologies to mature simultaneously and none currently exist at required readiness.md	
+++ b/domains/space-development/orbital data centers require five enabling technologies to mature simultaneously and none currently exist at required readiness.md	
@@ -9,15 +9,15 @@ depends_on:
 - space-based computing at datacenter scale is blocked by thermal physics because radiative cooling in vacuum requires surface areas that grow faster than compute density
 - Starship achieving routine operations at sub-100 dollars per kg is the single largest enabling condition for the entire space industrial economy
 challenges:
-- Starcloud is the first company to operate a datacenter grade GPU in orbit but faces an existential dependency on SpaceX for launches while SpaceX builds a competing million satellite constellation
+- Starcloud is the first company to operate a datacenter-grade GPU in orbit but faces an existential dependency on SpaceX for launches while SpaceX builds a competing million-satellite constellation
 reweave_edges:
-- Starcloud is the first company to operate a datacenter grade GPU in orbit but faces an existential dependency on SpaceX for launches while SpaceX builds a competing million satellite constellation|challenges|2026-04-04
-- orbital compute hardware cannot be serviced making every component either radiation hardened redundant or disposable with failed hardware becoming debris or requiring expensive deorbit|related|2026-04-04
-- Google Project Suncatcher|related|2026-04-11
+- Starcloud is the first company to operate a datacenter-grade GPU in orbit but faces an existential dependency on SpaceX for launches while SpaceX builds a competing million-satellite constellation|challenges|2026-04-04
+- orbital compute hardware cannot be serviced making every component either radiation-hardened redundant or disposable with failed hardware becoming debris or requiring expensive deorbit|related|2026-04-04
+- google-project-suncatcher|related|2026-04-11
 - Google's Project Suncatcher research identifies $200/kg launch cost as the enabling threshold for gigawatt-scale orbital AI compute constellations, validating the tier-specific model where constellation-scale ODC requires Starship-class economics while proof-of-concept operates on Falcon 9|supports|2026-04-11
 related:
-- orbital compute hardware cannot be serviced making every component either radiation hardened redundant or disposable with failed hardware becoming debris or requiring expensive deorbit
-- Google Project Suncatcher
+- orbital compute hardware cannot be serviced making every component either radiation-hardened redundant or disposable with failed hardware becoming debris or requiring expensive deorbit
+- google-project-suncatcher
 supports:
 - Google's Project Suncatcher research identifies $200/kg launch cost as the enabling threshold for gigawatt-scale orbital AI compute constellations, validating the tier-specific model where constellation-scale ODC requires Starship-class economics while proof-of-concept operates on Falcon 9
 ---
@@ -39,7 +39,7 @@ The viability of orbital data centers at commercially meaningful scale depends o
 The probability of all five maturing on compatible timelines is the product of their individual probabilities -- substantially lower than any single probability.
 
 ## Evidence
-- Google Project Suncatcher feasibility analysis (2035 cost-competitiveness projection)
+- google-project-suncatcher feasibility analysis (2035 cost-competitiveness projection)
 - Current TRL assessments across all five technology areas
 - Falcon 9 pricing at ~$2,720/kg vs required $100-200/kg
 
diff --git a/domains/space-development/orbital propellant depots are the enabling infrastructure for all deep-space operations because they break the tyranny of the rocket equation.md b/domains/space-development/orbital propellant depots are the enabling infrastructure for all deep-space operations because they break the tyranny of the rocket equation.md
index 5882c04a9..cf616e4a6 100644
--- a/domains/space-development/orbital propellant depots are the enabling infrastructure for all deep-space operations because they break the tyranny of the rocket equation.md	
+++ b/domains/space-development/orbital propellant depots are the enabling infrastructure for all deep-space operations because they break the tyranny of the rocket equation.md	
@@ -8,9 +8,9 @@ created: 2026-03-07
 challenged_by:
 - Long-term cryogenic propellant storage in orbit faces boil-off losses that current technology cannot fully eliminate. Depot architectures require solving propellant transfer in microgravity at scale — demonstrated only for storable propellants (hydrazine), not for cryogenic LOX/LH2 or LOX/CH4 that Starship uses.
 related:
-- space tugs decouple the launch problem from the orbit problem turning orbital transfer into a service market projected at 1 8B by 2026
+- space tugs decouple the launch problem from the orbit problem turning orbital transfer into a service market projected at 1-8B by 2026
 reweave_edges:
-- space tugs decouple the launch problem from the orbit problem turning orbital transfer into a service market projected at 1 8B by 2026|related|2026-04-17
+- space tugs decouple the launch problem from the orbit problem turning orbital transfer into a service market projected at 1-8B by 2026|related|2026-04-17
 ---
 
 # orbital propellant depots are the enabling infrastructure for all deep-space operations because they break the tyranny of the rocket equation
diff --git a/domains/space-development/orbital-data-center-cost-premium-converged-from-7-10x-to-3x-through-starship-pricing-alone.md b/domains/space-development/orbital-data-center-cost-premium-converged-from-7-10x-to-3x-through-starship-pricing-alone.md
index 3b2112993..bb78ea4d6 100644
--- a/domains/space-development/orbital-data-center-cost-premium-converged-from-7-10x-to-3x-through-starship-pricing-alone.md
+++ b/domains/space-development/orbital-data-center-cost-premium-converged-from-7-10x-to-3x-through-starship-pricing-alone.md
@@ -9,8 +9,8 @@ title: Orbital data center cost premium converged from 7-10x to 3x through Stars
 agent: astra
 scope: causal
 sourcer: IEEE Spectrum
-supports: ["the-space-launch-cost-trajectory-is-a-phase-transition-not-a-gradual-decline-analogous-to-sail-to-steam-in-maritime-transport"]
-challenges: ["orbital-data-centers-require-five-enabling-technologies-to-mature-simultaneously-and-none-currently-exist-at-required-readiness"]
+supports: ["the space launch cost trajectory is a phase transition not a gradual decline analogous to sail-to-steam in maritime transport"]
+challenges: ["orbital data centers require five enabling technologies to mature simultaneously and none currently exist at required readiness"]
 related: ["the space launch cost trajectory is a phase transition not a gradual decline analogous to sail-to-steam in maritime transport", "Starship achieving routine operations at sub-100 dollars per kg is the single largest enabling condition for the entire space industrial economy", "launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds", "orbital-data-center-cost-premium-converged-from-7-10x-to-3x-through-starship-pricing-alone", "starcloud-3-cost-competitiveness-requires-500-per-kg-launch-cost-threshold", "orbital-data-centers-activate-through-three-tier-launch-vehicle-sequence-rideshare-dedicated-starship", "orbital-data-centers-activate-bottom-up-from-small-satellite-proof-of-concept-with-tier-specific-launch-cost-gates", "Starship economics depend on cadence and reuse rate not vehicle cost because a 90M vehicle flown 100 times beats a 50M expendable by 17x"]
 ---
 
diff --git a/domains/space-development/orbital-data-center-hype-may-reduce-policy-pressure-for-terrestrial-energy-infrastructure-reform-by-presenting-space-as-alternative-to-permitting-and-grid-solutions.md b/domains/space-development/orbital-data-center-hype-may-reduce-policy-pressure-for-terrestrial-energy-infrastructure-reform-by-presenting-space-as-alternative-to-permitting-and-grid-solutions.md
index e797a2262..cc6ad222b 100644
--- a/domains/space-development/orbital-data-center-hype-may-reduce-policy-pressure-for-terrestrial-energy-infrastructure-reform-by-presenting-space-as-alternative-to-permitting-and-grid-solutions.md
+++ b/domains/space-development/orbital-data-center-hype-may-reduce-policy-pressure-for-terrestrial-energy-infrastructure-reform-by-presenting-space-as-alternative-to-permitting-and-grid-solutions.md
@@ -9,8 +9,8 @@ title: Orbital data center hype may reduce policy pressure for terrestrial energ
 agent: astra
 scope: causal
 sourcer: Breakthrough Institute
-challenges: ["orbital-data-centers-are-the-most-speculative-near-term-space-application-but-the-convergence-of-ai-compute-demand-and-falling-launch-costs-attracts-serious-players"]
-related: ["space-governance-gaps-are-widening-not-narrowing-because-technology-advances-exponentially-while-institutional-design-advances-linearly", "orbital-data-centers-are-the-most-speculative-near-term-space-application-but-the-convergence-of-ai-compute-demand-and-falling-launch-costs-attracts-serious-players", "orbital-data-center-hype-may-reduce-policy-pressure-for-terrestrial-energy-infrastructure-reform-by-presenting-space-as-alternative-to-permitting-and-grid-solutions", "orbital-data-centers-and-space-based-solar-power-share-identical-infrastructure-requirements-creating-dual-use-revenue-bridge"]
+challenges: ["orbital data centers are the most speculative near-term space application but the convergence of AI compute demand and falling launch costs attracts serious players"]
+related: ["space governance gaps are widening not narrowing because technology advances exponentially while institutional design advances linearly", "orbital data centers are the most speculative near-term space application but the convergence of AI compute demand and falling launch costs attracts serious players", "orbital-data-center-hype-may-reduce-policy-pressure-for-terrestrial-energy-infrastructure-reform-by-presenting-space-as-alternative-to-permitting-and-grid-solutions", "orbital-data-centers-and-space-based-solar-power-share-identical-infrastructure-requirements-creating-dual-use-revenue-bridge"]
 ---
 
 # Orbital data center hype may reduce policy pressure for terrestrial energy infrastructure reform by presenting space as alternative to permitting and grid solutions
diff --git a/domains/space-development/orbital-data-centers-and-space-based-solar-power-share-identical-infrastructure-requirements-creating-dual-use-revenue-bridge.md b/domains/space-development/orbital-data-centers-and-space-based-solar-power-share-identical-infrastructure-requirements-creating-dual-use-revenue-bridge.md
index 1d4dc4941..4ddfa420e 100644
--- a/domains/space-development/orbital-data-centers-and-space-based-solar-power-share-identical-infrastructure-requirements-creating-dual-use-revenue-bridge.md
+++ b/domains/space-development/orbital-data-centers-and-space-based-solar-power-share-identical-infrastructure-requirements-creating-dual-use-revenue-bridge.md
@@ -12,12 +12,12 @@ sourcer: Data Center Dynamics / The Register / Space.com
 related_claims: ["[[power is the binding constraint on all space operations because every capability from ISRU to manufacturing to life support is power-limited]]", "[[launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds]]"]
 supports:
 - Aetherflux
-- Space-based solar power and orbital data centers share infrastructure making ODC the near-term revenue bridge to long-term SBSP
-- Space solar eliminates terrestrial power infrastructure constraints creating strategic premium for capital-rich firms
+- space-based-solar-power-and-orbital-data-centers-share-infrastructure-making-odc-the-near-term-revenue-bridge-to-long-term-sbsp
+- space-solar-eliminates-terrestrial-power-infrastructure-constraints-creating-strategic-premium-for-capital-rich-firms
 reweave_edges:
 - Aetherflux|supports|2026-04-07
-- Space-based solar power and orbital data centers share infrastructure making ODC the near-term revenue bridge to long-term SBSP|supports|2026-04-17
-- Space solar eliminates terrestrial power infrastructure constraints creating strategic premium for capital-rich firms|supports|2026-04-17
+- space-based-solar-power-and-orbital-data-centers-share-infrastructure-making-odc-the-near-term-revenue-bridge-to-long-term-sbsp|supports|2026-04-17
+- space-solar-eliminates-terrestrial-power-infrastructure-constraints-creating-strategic-premium-for-capital-rich-firms|supports|2026-04-17
 ---
 
 # Orbital data centers and space-based solar power share identical infrastructure requirements in sun-synchronous orbit creating a dual-use architecture where near-term compute revenue cross-subsidizes long-term energy transmission development
diff --git a/domains/space-development/orbital-data-centers-embedded-in-relay-networks-not-standalone-constellations.md b/domains/space-development/orbital-data-centers-embedded-in-relay-networks-not-standalone-constellations.md
index ebc7dfc9b..e6461bfc6 100644
--- a/domains/space-development/orbital-data-centers-embedded-in-relay-networks-not-standalone-constellations.md
+++ b/domains/space-development/orbital-data-centers-embedded-in-relay-networks-not-standalone-constellations.md
@@ -11,12 +11,12 @@ scope: structural
 sourcer: Introl Blog / Axiom Space
 related_claims: ["[[launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds]]", "[[power is the binding constraint on all space operations because every capability from ISRU to manufacturing to life support is power-limited]]"]
 supports:
-- Kepler Communications
+- kepler-communications
 - Orbital edge compute for space-to-space relay reached operational deployment (TRL 9) in January 2026 with SDA-compatible nodes, validating inference-class processing as the first commercially viable orbital compute use case
 related:
 - Planet Labs' partnership with Google on Project Suncatcher as an ODC manufacturing and operations partner demonstrates that LEO satellite operational expertise transfers from Earth observation to orbital compute with minimal architectural change
 reweave_edges:
-- Kepler Communications|supports|2026-04-17
+- kepler-communications|supports|2026-04-17
 - Orbital edge compute for space-to-space relay reached operational deployment (TRL 9) in January 2026 with SDA-compatible nodes, validating inference-class processing as the first commercially viable orbital compute use case|supports|2026-04-17
 - Planet Labs' partnership with Google on Project Suncatcher as an ODC manufacturing and operations partner demonstrates that LEO satellite operational expertise transfers from Earth observation to orbital compute with minimal architectural change|related|2026-04-17
 ---
diff --git a/domains/space-development/orbital-data-centers-require-1200-square-meters-of-radiator-per-megawatt-creating-physics-based-scaling-ceiling.md b/domains/space-development/orbital-data-centers-require-1200-square-meters-of-radiator-per-megawatt-creating-physics-based-scaling-ceiling.md
index 3c9c19aa5..ef02f29dd 100644
--- a/domains/space-development/orbital-data-centers-require-1200-square-meters-of-radiator-per-megawatt-creating-physics-based-scaling-ceiling.md
+++ b/domains/space-development/orbital-data-centers-require-1200-square-meters-of-radiator-per-megawatt-creating-physics-based-scaling-ceiling.md
@@ -9,9 +9,9 @@ title: Orbital data centers require ~1,200 square meters of radiator per megawat
 agent: astra
 scope: structural
 sourcer: TechBuzz AI / EE Times
-supports: ["power-is-the-binding-constraint-on-all-space-operations-because-every-capability-from-isru-to-manufacturing-to-life-support-is-power-limited", "orbital-radiators-are-binding-constraint-on-odc-power-density-not-just-cooling-solution"]
+supports: ["power is the binding constraint on all space operations because every capability from ISRU to manufacturing to life support is power-limited", "orbital-radiators-are-binding-constraint-on-odc-power-density-not-just-cooling-solution"]
 challenges: ["orbital-data-center-thermal-management-is-scale-dependent-engineering-not-physics-constraint"]
-related: ["orbital-data-center-thermal-management-is-scale-dependent-engineering-not-physics-constraint", "power-is-the-binding-constraint-on-all-space-operations-because-every-capability-from-isru-to-manufacturing-to-life-support-is-power-limited", "orbital-radiators-are-binding-constraint-on-odc-power-density-not-just-cooling-solution", "space-based computing at datacenter scale is blocked by thermal physics because radiative cooling in vacuum requires surface areas that grow faster than compute density"]
+related: ["orbital-data-center-thermal-management-is-scale-dependent-engineering-not-physics-constraint", "power is the binding constraint on all space operations because every capability from ISRU to manufacturing to life support is power-limited", "orbital-radiators-are-binding-constraint-on-odc-power-density-not-just-cooling-solution", "space-based computing at datacenter scale is blocked by thermal physics because radiative cooling in vacuum requires surface areas that grow faster than compute density"]
 ---
 
 # Orbital data centers require ~1,200 square meters of radiator per megawatt of waste heat, creating a physics-based scaling ceiling where 1 GW compute demands 1.2 km² of radiator area
diff --git a/domains/space-development/orbital-edge-compute-reached-operational-deployment-january-2026-axiom-kepler-sda-nodes.md b/domains/space-development/orbital-edge-compute-reached-operational-deployment-january-2026-axiom-kepler-sda-nodes.md
index 54bf96552..531343576 100644
--- a/domains/space-development/orbital-edge-compute-reached-operational-deployment-january-2026-axiom-kepler-sda-nodes.md
+++ b/domains/space-development/orbital-edge-compute-reached-operational-deployment-january-2026-axiom-kepler-sda-nodes.md
@@ -11,12 +11,12 @@ scope: functional
 sourcer: "@axiomspace"
 related_claims: ["[[on-orbit processing of satellite data is the proven near-term use case for space compute because it avoids bandwidth and thermal bottlenecks simultaneously]]", "[[orbital AI training is fundamentally incompatible with space communication links because distributed training requires hundreds of Tbps aggregate bandwidth while orbital links top out at single-digit Tbps]]", "[[orbital-data-centers-embedded-in-relay-networks-not-standalone-constellations]]", "[[spacex-1m-odc-filing-represents-vertical-integration-at-unprecedented-scale-creating-captive-starship-demand-200x-starlink]]"]
 supports:
-- Kepler Communications
+- kepler-communications
 - SDA Tranche 1 interoperability standards built into commercial ODC nodes from day one create deliberate dual-use architecture where defense requirements shape commercial orbital compute development
 related:
 - TeraWave optical ISL architecture creates an independent communications product that can serve customers beyond Project Sunrise
 reweave_edges:
-- Kepler Communications|supports|2026-04-17
+- kepler-communications|supports|2026-04-17
 - SDA Tranche 1 interoperability standards built into commercial ODC nodes from day one create deliberate dual-use architecture where defense requirements shape commercial orbital compute development|supports|2026-04-17
 - TeraWave optical ISL architecture creates an independent communications product that can serve customers beyond Project Sunrise|related|2026-04-17
 ---
diff --git a/domains/space-development/radiation-hardening-imposes-30-50-percent-cost-premium-and-20-30-percent-performance-penalty-on-orbital-compute-hardware.md b/domains/space-development/radiation-hardening-imposes-30-50-percent-cost-premium-and-20-30-percent-performance-penalty-on-orbital-compute-hardware.md
index a2c7e5ce1..b01628790 100644
--- a/domains/space-development/radiation-hardening-imposes-30-50-percent-cost-premium-and-20-30-percent-performance-penalty-on-orbital-compute-hardware.md
+++ b/domains/space-development/radiation-hardening-imposes-30-50-percent-cost-premium-and-20-30-percent-performance-penalty-on-orbital-compute-hardware.md
@@ -9,7 +9,7 @@ title: Radiation hardening imposes 30-50 percent cost premium and 20-30 percent
 agent: astra
 scope: structural
 sourcer: Breakthrough Institute
-challenges: ["modern-ai-accelerators-are-more-radiation-tolerant-than-expected-because-google-tpu-testing-showed-no-hard-failures-up-to-15-krad-suggesting-consumer-chips-may-survive-leo-environments"]
+challenges: ["modern AI accelerators are more radiation-tolerant than expected because Google TPU testing showed no hard failures up to 15 krad suggesting consumer chips may survive LEO environments"]
 related: ["orbital-data-centers-require-1200-square-meters-of-radiator-per-megawatt-creating-physics-based-scaling-ceiling", "orbital-data-center-cost-premium-converged-from-7-10x-to-3x-through-starship-pricing-alone"]
 ---
 
diff --git a/domains/space-development/reusability without rapid turnaround and minimal refurbishment does not reduce launch costs as the Space Shuttle proved over 30 years.md b/domains/space-development/reusability without rapid turnaround and minimal refurbishment does not reduce launch costs as the Space Shuttle proved over 30 years.md
index a13dab9d6..9cf03d483 100644
--- a/domains/space-development/reusability without rapid turnaround and minimal refurbishment does not reduce launch costs as the Space Shuttle proved over 30 years.md	
+++ b/domains/space-development/reusability without rapid turnaround and minimal refurbishment does not reduce launch costs as the Space Shuttle proved over 30 years.md	
@@ -6,11 +6,11 @@ confidence: proven
 source: "NASA Space Shuttle program cost data ($1.5B per launch, 27,500 kg payload, $54,500/kg over 30 years of operations), SpaceX Falcon 9 reuse economics for contrast"
 created: 2026-03-07
 related:
-- China is the only credible peer competitor in space with comprehensive capabilities and state directed acceleration closing the reusability gap in 5 8 years
-- europe space launch strategic irrelevance without starship class capability
+- China is the only credible peer competitor in space with comprehensive capabilities and state-directed acceleration closing the reusability gap in 5-8 years
+- europe-space-launch-strategic-irrelevance-without-starship-class-capability
 reweave_edges:
-- China is the only credible peer competitor in space with comprehensive capabilities and state directed acceleration closing the reusability gap in 5 8 years|related|2026-04-04
-- europe space launch strategic irrelevance without starship class capability|related|2026-04-04
+- China is the only credible peer competitor in space with comprehensive capabilities and state-directed acceleration closing the reusability gap in 5-8 years|related|2026-04-04
+- europe-space-launch-strategic-irrelevance-without-starship-class-capability|related|2026-04-04
 ---
 
 # reusability without rapid turnaround and minimal refurbishment does not reduce launch costs as the Space Shuttle proved over 30 years
diff --git a/domains/space-development/reusable-launch-convergence-creates-us-china-duopoly-in-heavy-lift.md b/domains/space-development/reusable-launch-convergence-creates-us-china-duopoly-in-heavy-lift.md
index 5785595d2..f5d102698 100644
--- a/domains/space-development/reusable-launch-convergence-creates-us-china-duopoly-in-heavy-lift.md
+++ b/domains/space-development/reusable-launch-convergence-creates-us-china-duopoly-in-heavy-lift.md
@@ -7,12 +7,12 @@ source: "European reusable launch program status via Phys.org, March 2026"
 created: 2026-03-11
 secondary_domains: [grand-strategy]
 related:
-- China is the only credible peer competitor in space with comprehensive capabilities and state directed acceleration closing the reusability gap in 5 8 years
+- China is the only credible peer competitor in space with comprehensive capabilities and state-directed acceleration closing the reusability gap in 5-8 years
 reweave_edges:
-- China is the only credible peer competitor in space with comprehensive capabilities and state directed acceleration closing the reusability gap in 5 8 years|related|2026-04-04
-- europe space launch strategic irrelevance without starship class capability|supports|2026-04-04
+- China is the only credible peer competitor in space with comprehensive capabilities and state-directed acceleration closing the reusability gap in 5-8 years|related|2026-04-04
+- europe-space-launch-strategic-irrelevance-without-starship-class-capability|supports|2026-04-04
 supports:
-- europe space launch strategic irrelevance without starship class capability
+- europe-space-launch-strategic-irrelevance-without-starship-class-capability
 ---
 
 # Reusability in heavy-lift launch may create a capability divide between operational programs and concept-stage competitors rather than diffusing globally
diff --git a/domains/space-development/satellite-bus-platforms-are-architecturally-agnostic-between-defense-and-commercial-applications-enabling-dual-use-business-models.md b/domains/space-development/satellite-bus-platforms-are-architecturally-agnostic-between-defense-and-commercial-applications-enabling-dual-use-business-models.md
index 21171ad39..019c1c7ca 100644
--- a/domains/space-development/satellite-bus-platforms-are-architecturally-agnostic-between-defense-and-commercial-applications-enabling-dual-use-business-models.md
+++ b/domains/space-development/satellite-bus-platforms-are-architecturally-agnostic-between-defense-and-commercial-applications-enabling-dual-use-business-models.md
@@ -11,9 +11,9 @@ scope: structural
 sourcer: "Air & Space Forces Magazine"
 related_claims: ["[[defense spending is the new catalyst for space investment with US Space Force budget jumping 39 percent in one year to 40 billion]]"]
 related:
-- Self-funded capability demonstrations before published requirements signal high confidence in defense demand materialization
+- self-funded-capability-demonstrations-before-published-requirements-signal-high-confidence-in-defense-demand-materialization
 reweave_edges:
-- Self-funded capability demonstrations before published requirements signal high confidence in defense demand materialization|related|2026-04-17
+- self-funded-capability-demonstrations-before-published-requirements-signal-high-confidence-in-defense-demand-materialization|related|2026-04-17
 ---
 
 # Satellite bus platforms are architecturally agnostic between defense and commercial applications enabling dual-use business models
diff --git a/domains/space-development/sda-interoperability-standards-create-dual-use-orbital-compute-architecture-from-inception.md b/domains/space-development/sda-interoperability-standards-create-dual-use-orbital-compute-architecture-from-inception.md
index 74c8598bf..4af25b96b 100644
--- a/domains/space-development/sda-interoperability-standards-create-dual-use-orbital-compute-architecture-from-inception.md
+++ b/domains/space-development/sda-interoperability-standards-create-dual-use-orbital-compute-architecture-from-inception.md
@@ -11,9 +11,9 @@ scope: structural
 sourcer: "@axiomspace"
 related_claims: ["[[commercial-odc-interoperability-with-sda-standards-reflects-deliberate-dual-use-orbital-compute-architecture]]", "[[military-commercial-space-architecture-convergence-creates-dual-use-orbital-infrastructure]]", "[[defense spending is the new catalyst for space investment with US Space Force budget jumping 39 percent in one year to 40 billion]]", "[[space governance gaps are widening not narrowing because technology advances exponentially while institutional design advances linearly]]"]
 supports:
-- Satellite bus platforms are architecturally agnostic between defense and commercial applications enabling dual-use business models
+- satellite-bus-platforms-are-architecturally-agnostic-between-defense-and-commercial-applications-enabling-dual-use-business-models
 reweave_edges:
-- Satellite bus platforms are architecturally agnostic between defense and commercial applications enabling dual-use business models|supports|2026-04-17
+- satellite-bus-platforms-are-architecturally-agnostic-between-defense-and-commercial-applications-enabling-dual-use-business-models|supports|2026-04-17
 ---
 
 # SDA Tranche 1 interoperability standards built into commercial ODC nodes from day one create deliberate dual-use architecture where defense requirements shape commercial orbital compute development
diff --git a/domains/space-development/self-funded-capability-demonstrations-before-published-requirements-signal-high-confidence-in-defense-demand-materialization.md b/domains/space-development/self-funded-capability-demonstrations-before-published-requirements-signal-high-confidence-in-defense-demand-materialization.md
index 803185413..20f0e2031 100644
--- a/domains/space-development/self-funded-capability-demonstrations-before-published-requirements-signal-high-confidence-in-defense-demand-materialization.md
+++ b/domains/space-development/self-funded-capability-demonstrations-before-published-requirements-signal-high-confidence-in-defense-demand-materialization.md
@@ -11,9 +11,9 @@ scope: causal
 sourcer: "Air & Space Forces Magazine"
 related_claims: ["[[defense spending is the new catalyst for space investment with US Space Force budget jumping 39 percent in one year to 40 billion]]"]
 related:
-- IDIQ contract vehicles create procurement readiness without procurement commitment by pre-qualifying vendors before requirements exist
+- idiq-contract-vehicles-create-procurement-readiness-without-procurement-commitment-by-pre-qualifying-vendors-before-requirements-exist
 reweave_edges:
-- IDIQ contract vehicles create procurement readiness without procurement commitment by pre-qualifying vendors before requirements exist|related|2026-04-17
+- idiq-contract-vehicles-create-procurement-readiness-without-procurement-commitment-by-pre-qualifying-vendors-before-requirements-exist|related|2026-04-17
 ---
 
 # Self-funded capability demonstrations before published requirements signal high confidence in defense demand materialization
diff --git a/domains/space-development/single-provider-ltv-selection-creates-artemis-program-concentration-risk.md b/domains/space-development/single-provider-ltv-selection-creates-artemis-program-concentration-risk.md
index 7620a392d..236d0b08d 100644
--- a/domains/space-development/single-provider-ltv-selection-creates-artemis-program-concentration-risk.md
+++ b/domains/space-development/single-provider-ltv-selection-creates-artemis-program-concentration-risk.md
@@ -11,14 +11,14 @@ scope: structural
 sourcer: Lunar Outpost, Lockheed Martin
 related_claims: ["[[commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030]]"]
 supports:
-- Lunar Outpost
+- lunar-outpost
 related:
 - Apollo heritage in team composition creates compounding institutional knowledge advantages because GM and Goodyear's 50-year lunar mobility experience reduces technical risk in ways that cannot be replicated through documentation alone
-- Blue Moon Mark 2
+- blue-moon-mark-2
 reweave_edges:
 - Apollo heritage in team composition creates compounding institutional knowledge advantages because GM and Goodyear's 50-year lunar mobility experience reduces technical risk in ways that cannot be replicated through documentation alone|related|2026-04-17
-- Blue Moon Mark 2|related|2026-04-17
-- Lunar Outpost|supports|2026-04-17
+- blue-moon-mark-2|related|2026-04-17
+- lunar-outpost|supports|2026-04-17
 ---
 
 # Single-provider LTV selection creates program-level concentration risk for Artemis crewed operations because no backup mobility system exists if Lunar Dawn encounters technical or schedule problems
diff --git a/domains/space-development/skyhooks require no new physics and reduce required rocket delta-v by 40-70 percent using rotating momentum exchange.md b/domains/space-development/skyhooks require no new physics and reduce required rocket delta-v by 40-70 percent using rotating momentum exchange.md
index c86cc016e..f9a73eba5 100644
--- a/domains/space-development/skyhooks require no new physics and reduce required rocket delta-v by 40-70 percent using rotating momentum exchange.md	
+++ b/domains/space-development/skyhooks require no new physics and reduce required rocket delta-v by 40-70 percent using rotating momentum exchange.md	
@@ -6,12 +6,12 @@ confidence: speculative
 source: "Astra, synthesized from Moravec (1977) rotating skyhook concept, subsequent NASA/NIAC studies on momentum-exchange electrodynamic reboost (MXER) tethers, and the MXER program cancellation record"
 created: 2026-03-10
 supports:
-- the megastructure launch sequence from skyhooks to Lofstrom loops to orbital rings may be economically self bootstrapping if each stage generates sufficient returns to fund the next
+- the megastructure launch sequence from skyhooks to Lofstrom loops to orbital rings may be economically self-bootstrapping if each stage generates sufficient returns to fund the next
 reweave_edges:
-- the megastructure launch sequence from skyhooks to Lofstrom loops to orbital rings may be economically self bootstrapping if each stage generates sufficient returns to fund the next|supports|2026-04-04
-- space tugs decouple the launch problem from the orbit problem turning orbital transfer into a service market projected at 1 8B by 2026|related|2026-04-17
+- the megastructure launch sequence from skyhooks to Lofstrom loops to orbital rings may be economically self-bootstrapping if each stage generates sufficient returns to fund the next|supports|2026-04-04
+- space tugs decouple the launch problem from the orbit problem turning orbital transfer into a service market projected at 1-8B by 2026|related|2026-04-17
 related:
-- space tugs decouple the launch problem from the orbit problem turning orbital transfer into a service market projected at 1 8B by 2026
+- space tugs decouple the launch problem from the orbit problem turning orbital transfer into a service market projected at 1-8B by 2026
 ---
 
 # skyhooks require no new physics and reduce required rocket delta-v by 40-70 percent using rotating momentum exchange
diff --git a/domains/space-development/solar irradiance in LEO delivers 8-10x ground-based solar power with near-continuous availability in sun-synchronous orbits making orbital compute power-abundant where terrestrial facilities are power-starved.md b/domains/space-development/solar irradiance in LEO delivers 8-10x ground-based solar power with near-continuous availability in sun-synchronous orbits making orbital compute power-abundant where terrestrial facilities are power-starved.md
index 0075c8750..ead079c61 100644
--- a/domains/space-development/solar irradiance in LEO delivers 8-10x ground-based solar power with near-continuous availability in sun-synchronous orbits making orbital compute power-abundant where terrestrial facilities are power-starved.md	
+++ b/domains/space-development/solar irradiance in LEO delivers 8-10x ground-based solar power with near-continuous availability in sun-synchronous orbits making orbital compute power-abundant where terrestrial facilities are power-starved.md	
@@ -11,9 +11,9 @@ depends_on:
 - space-based computing at datacenter scale is blocked by thermal physics because radiative cooling in vacuum requires surface areas that grow faster than compute density
 - power is the binding constraint on all space operations because every capability from ISRU to manufacturing to life support is power-limited
 supports:
-- Space solar eliminates terrestrial power infrastructure constraints creating strategic premium for capital-rich firms
+- space-solar-eliminates-terrestrial-power-infrastructure-constraints-creating-strategic-premium-for-capital-rich-firms
 reweave_edges:
-- Space solar eliminates terrestrial power infrastructure constraints creating strategic premium for capital-rich firms|supports|2026-04-17
+- space-solar-eliminates-terrestrial-power-infrastructure-constraints-creating-strategic-premium-for-capital-rich-firms|supports|2026-04-17
 ---
 
 # Solar irradiance in LEO delivers 8-10x ground-based solar power with near-continuous availability in sun-synchronous orbits making orbital compute power-abundant where terrestrial facilities are power-starved
diff --git a/domains/space-development/space governance gaps are widening not narrowing because technology advances exponentially while institutional design advances linearly.md b/domains/space-development/space governance gaps are widening not narrowing because technology advances exponentially while institutional design advances linearly.md
index f19fb19c2..aa33d9709 100644
--- a/domains/space-development/space governance gaps are widening not narrowing because technology advances exponentially while institutional design advances linearly.md	
+++ b/domains/space-development/space governance gaps are widening not narrowing because technology advances exponentially while institutional design advances linearly.md	
@@ -12,9 +12,9 @@ secondary_domains:
   - collective-intelligence
   - grand-strategy
 related:
-- spacetech series a funding gap is the structural bottleneck because specialized vcs concentrate at seed while generalists lack domain expertise for hardware companies
+- spacetech-series-a-funding-gap-is-the-structural-bottleneck-because-specialized-vcs-concentrate-at-seed-while-generalists-lack-domain-expertise-for-hardware-companies
 reweave_edges:
-- spacetech series a funding gap is the structural bottleneck because specialized vcs concentrate at seed while generalists lack domain expertise for hardware companies|related|2026-04-04
+- spacetech-series-a-funding-gap-is-the-structural-bottleneck-because-specialized-vcs-concentrate-at-seed-while-generalists-lack-domain-expertise-for-hardware-companies|related|2026-04-04
 ---
 
 # space governance gaps are widening not narrowing because technology advances exponentially while institutional design advances linearly
diff --git a/domains/space-development/space-based computing at datacenter scale is blocked by thermal physics because radiative cooling in vacuum requires surface areas that grow faster than compute density.md b/domains/space-development/space-based computing at datacenter scale is blocked by thermal physics because radiative cooling in vacuum requires surface areas that grow faster than compute density.md
index d58560112..e2c0c4b47 100644
--- a/domains/space-development/space-based computing at datacenter scale is blocked by thermal physics because radiative cooling in vacuum requires surface areas that grow faster than compute density.md	
+++ b/domains/space-development/space-based computing at datacenter scale is blocked by thermal physics because radiative cooling in vacuum requires surface areas that grow faster than compute density.md	
@@ -13,11 +13,11 @@ depends_on:
 related:
 - Orbital data center thermal management is a scale-dependent engineering challenge not a hard physics constraint with passive cooling sufficient at CubeSat scale and tractable solutions at megawatt scale
 - Radiative cooling in space is a cost advantage over terrestrial data centers, not merely a constraint to overcome, with claimed cooling costs of $0.002-0.005/kWh versus terrestrial active cooling
-- solar irradiance in LEO delivers 8 10x ground based solar power with near continuous availability in sun synchronous orbits making orbital compute power abundant where terrestrial facilities are power starved
+- solar irradiance in LEO delivers 8-10x ground-based solar power with near-continuous availability in sun-synchronous orbits making orbital compute power-abundant where terrestrial facilities are power-starved
 reweave_edges:
 - Orbital data center thermal management is a scale-dependent engineering challenge not a hard physics constraint with passive cooling sufficient at CubeSat scale and tractable solutions at megawatt scale|related|2026-04-04
 - Radiative cooling in space is a cost advantage over terrestrial data centers, not merely a constraint to overcome, with claimed cooling costs of $0.002-0.005/kWh versus terrestrial active cooling|related|2026-04-04
-- solar irradiance in LEO delivers 8 10x ground based solar power with near continuous availability in sun synchronous orbits making orbital compute power abundant where terrestrial facilities are power starved|related|2026-04-04
+- solar irradiance in LEO delivers 8-10x ground-based solar power with near-continuous availability in sun-synchronous orbits making orbital compute power-abundant where terrestrial facilities are power-starved|related|2026-04-04
 ---
 
 # Space-based computing at datacenter scale is blocked by thermal physics because radiative cooling in vacuum requires surface areas that grow faster than compute density
diff --git a/domains/space-development/space-solar-produces-5x-electricity-per-panel-versus-terrestrial-through-atmospheric-and-weather-elimination.md b/domains/space-development/space-solar-produces-5x-electricity-per-panel-versus-terrestrial-through-atmospheric-and-weather-elimination.md
index ffa9ef051..d2854f3df 100644
--- a/domains/space-development/space-solar-produces-5x-electricity-per-panel-versus-terrestrial-through-atmospheric-and-weather-elimination.md
+++ b/domains/space-development/space-solar-produces-5x-electricity-per-panel-versus-terrestrial-through-atmospheric-and-weather-elimination.md
@@ -9,7 +9,7 @@ title: Space solar produces 5x electricity per panel versus terrestrial through
 agent: astra
 scope: causal
 sourcer: IEEE Spectrum
-related: ["solar-irradiance-in-leo-delivers-8-10x-ground-based-solar-power-with-near-continuous-availability-in-sun-synchronous-orbits-making-orbital-compute-power-abundant-where-terrestrial-facilities-are-power-starved", "solar irradiance in LEO delivers 8-10x ground-based solar power with near-continuous availability in sun-synchronous orbits making orbital compute power-abundant where terrestrial facilities are power-starved", "space-based solar power economics depend almost entirely on launch cost reduction with viability threshold near 10 dollars per kg to orbit"]
+related: ["solar irradiance in LEO delivers 8-10x ground-based solar power with near-continuous availability in sun-synchronous orbits making orbital compute power-abundant where terrestrial facilities are power-starved", "solar irradiance in LEO delivers 8-10x ground-based solar power with near-continuous availability in sun-synchronous orbits making orbital compute power-abundant where terrestrial facilities are power-starved", "space-based solar power economics depend almost entirely on launch cost reduction with viability threshold near 10 dollars per kg to orbit"]
 ---
 
 # Space solar produces 5x electricity per panel versus terrestrial through atmospheric and weather elimination
diff --git a/domains/space-development/spacetech-series-a-funding-gap-is-the-structural-bottleneck-because-specialized-vcs-concentrate-at-seed-while-generalists-lack-domain-expertise-for-hardware-companies.md b/domains/space-development/spacetech-series-a-funding-gap-is-the-structural-bottleneck-because-specialized-vcs-concentrate-at-seed-while-generalists-lack-domain-expertise-for-hardware-companies.md
index c2cdbb697..88e9b7fdb 100644
--- a/domains/space-development/spacetech-series-a-funding-gap-is-the-structural-bottleneck-because-specialized-vcs-concentrate-at-seed-while-generalists-lack-domain-expertise-for-hardware-companies.md
+++ b/domains/space-development/spacetech-series-a-funding-gap-is-the-structural-bottleneck-because-specialized-vcs-concentrate-at-seed-while-generalists-lack-domain-expertise-for-hardware-companies.md
@@ -9,9 +9,9 @@ secondary_domains: ["manufacturing"]
 challenged_by:
 - growing institutional interest (Axiom $350M, CesiumAstro $270M in early 2026) may be closing the gap as the sector matures
 related:
-- aesthetic futurism in deeptech vc kills companies through narrative shifts not technology failure because investors skip engineering arithmetic for vision driven bets
+- aesthetic-futurism-in-deeptech-vc-kills-companies-through-narrative-shifts-not-technology-failure-because-investors-skip-engineering-arithmetic-for-vision-driven-bets
 reweave_edges:
-- aesthetic futurism in deeptech vc kills companies through narrative shifts not technology failure because investors skip engineering arithmetic for vision driven bets|related|2026-04-04
+- aesthetic-futurism-in-deeptech-vc-kills-companies-through-narrative-shifts-not-technology-failure-because-investors-skip-engineering-arithmetic-for-vision-driven-bets|related|2026-04-04
 ---
 
 # SpaceTech Series A+ funding gap is the structural bottleneck because specialized VCs concentrate at seed while generalists lack domain expertise for hardware companies
diff --git a/domains/space-development/terawave-optical-isl-architecture-creates-independent-communications-product-separate-from-odc-constellation.md b/domains/space-development/terawave-optical-isl-architecture-creates-independent-communications-product-separate-from-odc-constellation.md
index 986dd2fa3..74cd41bbd 100644
--- a/domains/space-development/terawave-optical-isl-architecture-creates-independent-communications-product-separate-from-odc-constellation.md
+++ b/domains/space-development/terawave-optical-isl-architecture-creates-independent-communications-product-separate-from-odc-constellation.md
@@ -9,7 +9,7 @@ title: TeraWave optical ISL architecture creates an independent communications p
 agent: astra
 scope: structural
 sourcer: SpaceNews
-supports: ["orbital-data-centers-embedded-in-relay-networks-not-standalone-constellations", "blue-origin-cislunar-infrastructure-strategy-mirrors-aws-by-building-comprehensive-platform-layers-while-competitors-optimize-individual-services"]
+supports: ["orbital-data-centers-embedded-in-relay-networks-not-standalone-constellations", "Blue Origin cislunar infrastructure strategy mirrors AWS by building comprehensive platform layers while competitors optimize individual services"]
 related: ["orbital-data-centers-embedded-in-relay-networks-not-standalone-constellations", "blue-origin-project-sunrise-signals-spacex-blue-origin-duopoly-in-orbital-compute-through-vertical-integration", "orbital-compute-filings-are-regulatory-positioning-not-technical-readiness"]
 ---
 
diff --git a/domains/space-development/the Moon serves as a proving ground for Mars settlement because 2-day transit enables 180x faster iteration cycles than the 6-month Mars journey.md b/domains/space-development/the Moon serves as a proving ground for Mars settlement because 2-day transit enables 180x faster iteration cycles than the 6-month Mars journey.md
index d31943015..61bca5a82 100644
--- a/domains/space-development/the Moon serves as a proving ground for Mars settlement because 2-day transit enables 180x faster iteration cycles than the 6-month Mars journey.md	
+++ b/domains/space-development/the Moon serves as a proving ground for Mars settlement because 2-day transit enables 180x faster iteration cycles than the 6-month Mars journey.md	
@@ -8,15 +8,15 @@ created: 2026-03-20
 challenged_by:
 - lunar environment differs fundamentally from Mars — 1/6g vs 1/3g, no atmosphere, different regolith chemistry — so lunar-proven systems may need significant redesign for Mars
 related:
-- lunar resource extraction economics require equipment mass ratios under 50 tons per ton of mined material at projected 1M per ton delivery costs
+- lunar-resource-extraction-economics-require-equipment-mass-ratios-under-50-tons-per-ton-of-mined-material-at-projected-1M-per-ton-delivery-costs
 - Lunar ISRU at TRL 3-4 creates a 7-12 year gap before operational propellant production making the surface-first architecture vulnerable to development delays with no backup propellant mechanism
-- Blue Moon Mark 2
-- Lunar Outpost
+- blue-moon-mark-2
+- lunar-outpost
 reweave_edges:
-- lunar resource extraction economics require equipment mass ratios under 50 tons per ton of mined material at projected 1M per ton delivery costs|related|2026-04-04
+- lunar-resource-extraction-economics-require-equipment-mass-ratios-under-50-tons-per-ton-of-mined-material-at-projected-1M-per-ton-delivery-costs|related|2026-04-04
 - Lunar ISRU at TRL 3-4 creates a 7-12 year gap before operational propellant production making the surface-first architecture vulnerable to development delays with no backup propellant mechanism|related|2026-04-13
-- Blue Moon Mark 2|related|2026-04-17
-- Lunar Outpost|related|2026-04-17
+- blue-moon-mark-2|related|2026-04-17
+- lunar-outpost|related|2026-04-17
 ---
 
 # The Moon serves as a proving ground for Mars settlement because 2-day transit enables 180x faster iteration cycles than the 6-month Mars journey
diff --git a/domains/space-development/the commercial space station transition from ISS creates a gap risk that could end 25 years of continuous human presence in low Earth orbit.md b/domains/space-development/the commercial space station transition from ISS creates a gap risk that could end 25 years of continuous human presence in low Earth orbit.md
index 95829a55e..2835acde9 100644
--- a/domains/space-development/the commercial space station transition from ISS creates a gap risk that could end 25 years of continuous human presence in low Earth orbit.md	
+++ b/domains/space-development/the commercial space station transition from ISS creates a gap risk that could end 25 years of continuous human presence in low Earth orbit.md	
@@ -8,9 +8,9 @@ created: 2026-02-17
 depends_on:
 - commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030
 related:
-- Vast is building the first commercial space station with Haven 1 launching 2027 funded by Jed McCaleb 1B personal commitment and targeting artificial gravity stations by the 2030s
+- Vast is building the first commercial space station with Haven-1 launching 2027 funded by Jed McCaleb 1B personal commitment and targeting artificial gravity stations by the 2030s
 reweave_edges:
-- Vast is building the first commercial space station with Haven 1 launching 2027 funded by Jed McCaleb 1B personal commitment and targeting artificial gravity stations by the 2030s|related|2026-04-04
+- Vast is building the first commercial space station with Haven-1 launching 2027 funded by Jed McCaleb 1B personal commitment and targeting artificial gravity stations by the 2030s|related|2026-04-04
 - Commercial space station market has stratified into three tiers by development phase with manufacturing-ready programs holding structural advantage over design-phase competitors|supports|2026-04-10
 - No commercial space station has announced a firm launch date as of March 2026, despite ISS 2030 retirement representing a hard operational deadline|supports|2026-04-10
 - Congressional ISS extension proposals reveal that the US government treats low-Earth orbit human presence as a strategic asset requiring government-subsidized continuity, not a pure commercial market|supports|2026-04-10
diff --git a/domains/space-development/the propellant bootstrap creates a self-reinforcing cycle where asteroid mining enables missions that demand more mining.md b/domains/space-development/the propellant bootstrap creates a self-reinforcing cycle where asteroid mining enables missions that demand more mining.md
index 6dfabbe61..ba7523a03 100644
--- a/domains/space-development/the propellant bootstrap creates a self-reinforcing cycle where asteroid mining enables missions that demand more mining.md	
+++ b/domains/space-development/the propellant bootstrap creates a self-reinforcing cycle where asteroid mining enables missions that demand more mining.md	
@@ -9,9 +9,9 @@ depends_on:
 - orbital propellant depots are the enabling infrastructure for all deep-space operations because they break the tyranny of the rocket equation
 - water is the strategic keystone resource of the cislunar economy because it simultaneously serves as propellant life support radiation shielding and thermal management
 related:
-- the megastructure launch sequence from skyhooks to Lofstrom loops to orbital rings may be economically self bootstrapping if each stage generates sufficient returns to fund the next
+- the megastructure launch sequence from skyhooks to Lofstrom loops to orbital rings may be economically self-bootstrapping if each stage generates sufficient returns to fund the next
 reweave_edges:
-- the megastructure launch sequence from skyhooks to Lofstrom loops to orbital rings may be economically self bootstrapping if each stage generates sufficient returns to fund the next|related|2026-04-04
+- the megastructure launch sequence from skyhooks to Lofstrom loops to orbital rings may be economically self-bootstrapping if each stage generates sufficient returns to fund the next|related|2026-04-04
 ---
 
 # The propellant bootstrap creates a self-reinforcing cycle where asteroid mining enables missions that demand more mining
diff --git a/domains/space-development/the space economy reached 613 billion in 2024 and is converging on 1 trillion by 2032 making it a major global industry not a speculative frontier.md b/domains/space-development/the space economy reached 613 billion in 2024 and is converging on 1 trillion by 2032 making it a major global industry not a speculative frontier.md
index 7cd3d090e..7431c944d 100644
--- a/domains/space-development/the space economy reached 613 billion in 2024 and is converging on 1 trillion by 2032 making it a major global industry not a speculative frontier.md	
+++ b/domains/space-development/the space economy reached 613 billion in 2024 and is converging on 1 trillion by 2032 making it a major global industry not a speculative frontier.md	
@@ -6,11 +6,11 @@ confidence: proven
 source: "Space Foundation Space Report Q4 2024, SIA State of the Satellite Industry 2024, McKinsey space economy projections, Morgan Stanley space forecast"
 created: 2026-03-08
 related:
-- spacetech series a funding gap is the structural bottleneck because specialized vcs concentrate at seed while generalists lack domain expertise for hardware companies
-- singapore national space agency signals that small states with existing precision manufacturing and ai capabilities can enter space through downstream niches without launch capability
+- spacetech-series-a-funding-gap-is-the-structural-bottleneck-because-specialized-vcs-concentrate-at-seed-while-generalists-lack-domain-expertise-for-hardware-companies
+- singapore-national-space-agency-signals-that-small-states-with-existing-precision-manufacturing-and-ai-capabilities-can-enter-space-through-downstream-niches-without-launch-capability
 reweave_edges:
-- spacetech series a funding gap is the structural bottleneck because specialized vcs concentrate at seed while generalists lack domain expertise for hardware companies|related|2026-04-04
-- singapore national space agency signals that small states with existing precision manufacturing and ai capabilities can enter space through downstream niches without launch capability|related|2026-04-17
+- spacetech-series-a-funding-gap-is-the-structural-bottleneck-because-specialized-vcs-concentrate-at-seed-while-generalists-lack-domain-expertise-for-hardware-companies|related|2026-04-04
+- singapore-national-space-agency-signals-that-small-states-with-existing-precision-manufacturing-and-ai-capabilities-can-enter-space-through-downstream-niches-without-launch-capability|related|2026-04-17
 ---
 
 # the space economy reached 613 billion in 2024 and is converging on 1 trillion by 2032 making it a major global industry not a speculative frontier
diff --git a/domains/space-development/the space launch cost trajectory is a phase transition not a gradual decline analogous to sail-to-steam in maritime transport.md b/domains/space-development/the space launch cost trajectory is a phase transition not a gradual decline analogous to sail-to-steam in maritime transport.md
index 1b03dc968..e257a0c46 100644
--- a/domains/space-development/the space launch cost trajectory is a phase transition not a gradual decline analogous to sail-to-steam in maritime transport.md	
+++ b/domains/space-development/the space launch cost trajectory is a phase transition not a gradual decline analogous to sail-to-steam in maritime transport.md	
@@ -12,9 +12,9 @@ secondary_domains:
   - teleological-economics
   - critical-systems
 supports:
-- europe space launch strategic irrelevance without starship class capability
+- europe-space-launch-strategic-irrelevance-without-starship-class-capability
 reweave_edges:
-- europe space launch strategic irrelevance without starship class capability|supports|2026-04-04
+- europe-space-launch-strategic-irrelevance-without-starship-class-capability|supports|2026-04-04
 ---
 
 # the space launch cost trajectory is a phase transition not a gradual decline analogous to sail-to-steam in maritime transport
diff --git a/domains/space-development/the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure.md b/domains/space-development/the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure.md
index 9c9288944..7fa560978 100644
--- a/domains/space-development/the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure.md	
+++ b/domains/space-development/the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure.md	
@@ -10,9 +10,9 @@ depends_on:
 secondary_domains:
   - teleological-economics
 supports:
-- varda space biologics development blurs three tier manufacturing sequence
+- varda-space-biologics-development-blurs-three-tier-manufacturing-sequence
 reweave_edges:
-- varda space biologics development blurs three tier manufacturing sequence|supports|2026-04-04
+- varda-space-biologics-development-blurs-three-tier-manufacturing-sequence|supports|2026-04-04
 ---
 
 # the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure
diff --git a/domains/space-development/varda-space-biologics-development-blurs-three-tier-manufacturing-sequence.md b/domains/space-development/varda-space-biologics-development-blurs-three-tier-manufacturing-sequence.md
index 57d4eec83..653fe05e8 100644
--- a/domains/space-development/varda-space-biologics-development-blurs-three-tier-manufacturing-sequence.md
+++ b/domains/space-development/varda-space-biologics-development-blurs-three-tier-manufacturing-sequence.md
@@ -10,10 +10,10 @@ depends_on:
 - the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure
 related:
 - Varda Space Industries validates commercial space manufacturing with four orbital missions 329M raised and monthly launch cadence by 2026
-- varda vertical integration reduces space manufacturing access costs
+- varda-vertical-integration-reduces-space-manufacturing-access-costs
 reweave_edges:
 - Varda Space Industries validates commercial space manufacturing with four orbital missions 329M raised and monthly launch cadence by 2026|related|2026-04-04
-- varda vertical integration reduces space manufacturing access costs|related|2026-04-04
+- varda-vertical-integration-reduces-space-manufacturing-access-costs|related|2026-04-04
 ---
 
 # Varda's biologics development suggests companies may pursue parallel tier development in space manufacturing
diff --git a/entities/ai-alignment/anthropic.md b/entities/ai-alignment/anthropic.md
index dd988b92a..bbfb16740 100644
--- a/entities/ai-alignment/anthropic.md
+++ b/entities/ai-alignment/anthropic.md
@@ -26,10 +26,10 @@ tracked_by: theseus
 created: 2026-03-16
 last_updated: 2026-03-16
 related:
-- Dario Amodei
+- dario-amodei
 - OpenAI
 reweave_edges:
-- Dario Amodei|related|2026-03-28
+- dario-amodei|related|2026-03-28
 - OpenAI|related|2026-03-28
 - Precautionary capability threshold activation without confirmed threshold crossing is the governance response to bio capability measurement uncertainty as demonstrated by Anthropic's ASL-3 activation for Claude 4 Opus|supports|2026-04-17
 supports:
diff --git a/entities/ai-alignment/openai.md b/entities/ai-alignment/openai.md
index c75f82daa..027d4be8e 100644
--- a/entities/ai-alignment/openai.md
+++ b/entities/ai-alignment/openai.md
@@ -24,17 +24,17 @@ created: 2026-03-16
 last_updated: 2026-03-16
 related:
 - Anthropic
-- Dario Amodei
-- Google DeepMind
+- dario-amodei
+- google-deepmind
 - Safe Superintelligence Inc.
-- Thinking Machines Lab
+- thinking-machines-lab
 - xAI
 reweave_edges:
 - Anthropic|related|2026-03-28
-- Dario Amodei|related|2026-03-28
-- Google DeepMind|related|2026-03-28
+- dario-amodei|related|2026-03-28
+- google-deepmind|related|2026-03-28
 - Safe Superintelligence Inc.|related|2026-03-28
-- Thinking Machines Lab|related|2026-03-28
+- thinking-machines-lab|related|2026-03-28
 - xAI|related|2026-03-28
 ---
 
@@ -78,7 +78,7 @@ Multiple co-founders and senior researchers have left to found competing labs:
 - Ilya Sutskever → Safe Superintelligence Inc.
 - Mira Murati → Thinking Machines Lab
 - John Schulman → Thinking Machines Lab
-- Dario Amodei → Anthropic (earlier, 2021)
+- dario-amodei → Anthropic (earlier, 2021)
 
 The pattern of OpenAI alumni founding safety-focused competitors is itself a signal about internal culture.
 
diff --git a/entities/ai-alignment/xai.md b/entities/ai-alignment/xai.md
index 35115315f..b6f464aa4 100644
--- a/entities/ai-alignment/xai.md
+++ b/entities/ai-alignment/xai.md
@@ -21,11 +21,11 @@ tracked_by: theseus
 created: 2026-03-16
 last_updated: 2026-03-16
 related:
-- Google DeepMind
+- google-deepmind
 - OpenAI
 - Linux Foundation governance of x402 protocol structurally signals AI agent payment infrastructure as neutral open standard rather than corporate platform play
 reweave_edges:
-- Google DeepMind|related|2026-03-28
+- google-deepmind|related|2026-03-28
 - OpenAI|related|2026-03-28
 - Linux Foundation governance of x402 protocol structurally signals AI agent payment infrastructure as neutral open standard rather than corporate platform play|related|2026-04-18
 ---
diff --git a/entities/entertainment/french-red-team-defense.md b/entities/entertainment/french-red-team-defense.md
index ae90113a9..899e4d311 100644
--- a/entities/entertainment/french-red-team-defense.md
+++ b/entities/entertainment/french-red-team-defense.md
@@ -8,10 +8,10 @@ parent_organization: French Army
 domain: entertainment
 secondary_domains: [grand-strategy]
 supports:
-- Adversarial imagination pipelines extend institutional intelligence by structuring narrative generation through feasibility validation
+- adversarial-imagination-pipelines-extend-institutional-intelligence-by-structuring-narrative-generation-through-feasibility-validation
 - Institutionalized fiction commissioning by military bodies demonstrates narrative is treated as strategic intelligence not cultural decoration
 reweave_edges:
-- Adversarial imagination pipelines extend institutional intelligence by structuring narrative generation through feasibility validation|supports|2026-04-17
+- adversarial-imagination-pipelines-extend-institutional-intelligence-by-structuring-narrative-generation-through-feasibility-validation|supports|2026-04-17
 - Institutionalized fiction commissioning by military bodies demonstrates narrative is treated as strategic intelligence not cultural decoration|supports|2026-04-17
 ---
 
diff --git a/entities/internet-finance/areal.md b/entities/internet-finance/areal.md
index 99558973c..1f2a98fc7 100644
--- a/entities/internet-finance/areal.md
+++ b/entities/internet-finance/areal.md
@@ -21,15 +21,15 @@ tracked_by: rio
 created: 2026-03-11
 source_archive: "inbox/archive/2026-03-07-futardio-launch-areal.md"
 supports:
-- areal demonstrates rwa tokenization with vehicle pilot achieving 26 percent apy through carsharing revenue
+- areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue
 - Areal: Futardio ICO Launch
-- areal proposes unified rwa liquidity through index token aggregating yield across project tokens
-- areal targets smb rwa tokenization as underserved market versus equity and large financial instruments
+- areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens
+- areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments
 reweave_edges:
-- areal demonstrates rwa tokenization with vehicle pilot achieving 26 percent apy through carsharing revenue|supports|2026-04-04
+- areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue|supports|2026-04-04
 - Areal: Futardio ICO Launch|supports|2026-04-04
-- areal proposes unified rwa liquidity through index token aggregating yield across project tokens|supports|2026-04-04
-- areal targets smb rwa tokenization as underserved market versus equity and large financial instruments|supports|2026-04-04
+- areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens|supports|2026-04-04
+- areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments|supports|2026-04-04
 ---
 
 # Areal DAO
diff --git a/entities/internet-finance/avici.md b/entities/internet-finance/avici.md
index fd7a5c8c5..c848790ac 100644
--- a/entities/internet-finance/avici.md
+++ b/entities/internet-finance/avici.md
@@ -50,10 +50,10 @@ liquidation:
 
 tracked_by: rio
 supports:
-- "{'Avici': 'Futardio Launch'}"
-- "Avici: Futardio Launch"
+- "avici-futardio-launch"
+- "avici-futardio-launch"
 reweave_edges:
-- "{'Avici': 'Futardio Launch|supports|2026-04-18'}"
+- "avici-futardio-launch|supports|2026-04-18'}"
 - "Avici: Futardio Launch|supports|2026-04-19"
 ---
 
diff --git a/entities/internet-finance/coal.md b/entities/internet-finance/coal.md
index 490773fd8..a95348c1a 100644
--- a/entities/internet-finance/coal.md
+++ b/entities/internet-finance/coal.md
@@ -16,7 +16,7 @@ key_metrics:
   governance_platform: "futardio"
 supports:
 - "{'coal': \"Let's get Futarded\"}"
-- "coal: Let's get Futarded"
+- "coal-lets-get-futarded"
 reweave_edges:
 - "{'coal': \"Let's get Futarded|supports|2026-04-18\"}"
 - "coal: Let's get Futarded|supports|2026-04-19"
diff --git a/entities/internet-finance/futardio.md b/entities/internet-finance/futardio.md
index 02248cf2b..2f6853eb6 100644
--- a/entities/internet-finance/futardio.md
+++ b/entities/internet-finance/futardio.md
@@ -21,16 +21,16 @@ competitors: ["pump.fun", "Doppler"]
 built_on: ["Solana", "MetaDAO Autocrat"]
 tags: ["launchpad", "ownership-coins", "futarchy", "unruggable-ico", "permissionless-launches"]
 related:
-- algorithm driven social feeds create attention to liquidity conversion in meme token markets
+- algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets
 - "{'Launchpet': 'Futardio ICO Launch'}"
 - "{'LobsterFutarchy': 'Futardio ICO Launch'}"
 - "{'NFA.space': 'Futardio ICO Launch'}"
 - "Launchpet: Futardio ICO Launch"
 - "LobsterFutarchy: Futardio ICO Launch"
 - "NFA.space: Futardio ICO Launch"
-- prosocial fee allocation in crypto platforms functions as a retention mechanism by attaching charitable identity to speculative trading
+- prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading
 reweave_edges:
-- algorithm driven social feeds create attention to liquidity conversion in meme token markets|related|2026-04-04
+- algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets|related|2026-04-04
 - "{'Futardio Cult': 'Futardio Launch|supports|2026-04-18'}"
 - "{'Launchpet': 'Futardio ICO Launch|related|2026-04-18'}"
 - "{'LobsterFutarchy': 'Futardio ICO Launch|related|2026-04-18'}"
@@ -39,7 +39,7 @@ reweave_edges:
 - "Launchpet: Futardio ICO Launch|related|2026-04-19"
 - "LobsterFutarchy: Futardio ICO Launch|related|2026-04-19"
 - "NFA.space: Futardio ICO Launch|related|2026-04-19"
-- prosocial fee allocation in crypto platforms functions as a retention mechanism by attaching charitable identity to speculative trading|related|2026-04-19
+- prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading|related|2026-04-19
 supports:
 - "{'Futardio Cult': 'Futardio Launch'}"
 - "Futardio Cult: Futardio Launch"
diff --git a/entities/internet-finance/futuredao.md b/entities/internet-finance/futuredao.md
index 15b81132b..1e9584ce3 100644
--- a/entities/internet-finance/futuredao.md
+++ b/entities/internet-finance/futuredao.md
@@ -15,15 +15,15 @@ tracked_by: rio
 created: 2026-03-11
 supports:
 - "{'FutureDAO': 'Fund the Rug Bounty Program'}"
-- futuredao token migrator enables community takeovers through structured on chain migration with presale fundraising and conditional success thresholds
+- futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds
 - "FutureDAO: Fund the Rug Bounty Program"
 reweave_edges:
 - "{'FutureDAO': 'Fund the Rug Bounty Program|supports|2026-04-18'}"
-- futuredao token migrator enables community takeovers through structured on chain migration with presale fundraising and conditional success thresholds|supports|2026-04-18
+- futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds|supports|2026-04-18
 - "FutureDAO: Fund the Rug Bounty Program|supports|2026-04-19"
-- token migration fees distributed to staked nft holders create revenue sharing without direct dao treasury capture|related|2026-04-20
+- token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture|related|2026-04-20
 related:
-- token migration fees distributed to staked nft holders create revenue sharing without direct dao treasury capture
+- token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture
 ---
 
 # FutureDAO
diff --git a/entities/internet-finance/genius-act.md b/entities/internet-finance/genius-act.md
index a9b7e5ab9..2a5df2359 100644
--- a/entities/internet-finance/genius-act.md
+++ b/entities/internet-finance/genius-act.md
@@ -19,11 +19,11 @@ tracked_by: rio
 created: 2026-03-11
 related:
 - GENIUS Act freeze/seize requirement creates mandatory control surface that conflicts with autonomous smart contract payment coordination
-- GENIUS Act public company restriction creates asymmetric Big Tech barrier while permitting private non-financial issuers
+- genius-act-public-company-restriction-creates-asymmetric-big-tech-barrier-while-permitting-private-non-financial-issuers
 - GENIUS Act reserve custody rules create indirect banking system dependency for nonbank stablecoin issuers without requiring bank charter
 reweave_edges:
 - GENIUS Act freeze/seize requirement creates mandatory control surface that conflicts with autonomous smart contract payment coordination|related|2026-04-18
-- GENIUS Act public company restriction creates asymmetric Big Tech barrier while permitting private non-financial issuers|related|2026-04-18
+- genius-act-public-company-restriction-creates-asymmetric-big-tech-barrier-while-permitting-private-non-financial-issuers|related|2026-04-18
 - GENIUS Act reserve custody rules create indirect banking system dependency for nonbank stablecoin issuers without requiring bank charter|related|2026-04-18
 ---
 
diff --git a/entities/internet-finance/git3.md b/entities/internet-finance/git3.md
index 9e256bced..b691ce4dd 100644
--- a/entities/internet-finance/git3.md
+++ b/entities/internet-finance/git3.md
@@ -20,10 +20,10 @@ tracked_by: rio
 created: 2026-03-11
 source_archive: "inbox/archive/2026-03-05-futardio-launch-git3.md"
 supports:
-- "{'Git3': 'Futardio Fundraise'}"
-- "Git3: Futardio Fundraise"
+- "git3-futardio-fundraise"
+- "git3-futardio-fundraise"
 reweave_edges:
-- "{'Git3': 'Futardio Fundraise|supports|2026-04-18'}"
+- "git3-futardio-fundraise|supports|2026-04-18'}"
 - "Git3: Futardio Fundraise|supports|2026-04-19"
 ---
 
diff --git a/entities/internet-finance/hurupay.md b/entities/internet-finance/hurupay.md
index fe0e27fee..00d155721 100644
--- a/entities/internet-finance/hurupay.md
+++ b/entities/internet-finance/hurupay.md
@@ -51,10 +51,10 @@ tracked_by: rio
 created: 2026-03-11
 source_archive: "inbox/archive/2026-02-03-futardio-launch-hurupay.md"
 related:
-- "{'Hurupay': 'Futardio Fundraise'}"
-- "Hurupay: Futardio Fundraise"
+- "hurupay-futardio-fundraise"
+- "hurupay-futardio-fundraise"
 reweave_edges:
-- "{'Hurupay': 'Futardio Fundraise|related|2026-04-18'}"
+- "hurupay-futardio-fundraise|related|2026-04-18'}"
 - "Hurupay: Futardio Fundraise|related|2026-04-19"
 ---
 
diff --git a/entities/internet-finance/hyperspace.md b/entities/internet-finance/hyperspace.md
index 8d5f7e399..df3e5d213 100644
--- a/entities/internet-finance/hyperspace.md
+++ b/entities/internet-finance/hyperspace.md
@@ -13,9 +13,9 @@ key_people:
 status: active
 created: 2026-03-16
 supports:
-- cryptographic stake weighted trust enables autonomous agent coordination in objectively verifiable domains because agentrank adapts pagerank to computational contribution
+- cryptographic-stake-weighted-trust-enables-autonomous-agent-coordination-in-objectively-verifiable-domains-because-agentrank-adapts-pagerank-to-computational-contribution
 reweave_edges:
-- cryptographic stake weighted trust enables autonomous agent coordination in objectively verifiable domains because agentrank adapts pagerank to computational contribution|supports|2026-04-18
+- cryptographic-stake-weighted-trust-enables-autonomous-agent-coordination-in-objectively-verifiable-domains-because-agentrank-adapts-pagerank-to-computational-contribution|supports|2026-04-18
 ---
 
 # Hyperspace
diff --git a/entities/internet-finance/mycorealms.md b/entities/internet-finance/mycorealms.md
index 4b2cae66e..d5c1fbb3a 100644
--- a/entities/internet-finance/mycorealms.md
+++ b/entities/internet-finance/mycorealms.md
@@ -26,11 +26,11 @@ tracked_by: rio
 created: 2026-03-11
 source_archive: "inbox/archive/2026-03-03-futardio-launch-mycorealms.md"
 supports:
-- myco realms demonstrates futarchy governed physical infrastructure through 125k mushroom farm raise with market controlled capex deployment
+- myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment
 - "{'MycoRealms': 'Futardio ICO Launch'}"
 - "MycoRealms: Futardio ICO Launch"
 reweave_edges:
-- myco realms demonstrates futarchy governed physical infrastructure through 125k mushroom farm raise with market controlled capex deployment|supports|2026-04-18
+- myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment|supports|2026-04-18
 - "{'MycoRealms': 'Futardio ICO Launch|supports|2026-04-18'}"
 - "MycoRealms: Futardio ICO Launch|supports|2026-04-19"
 ---
diff --git a/entities/internet-finance/paystream.md b/entities/internet-finance/paystream.md
index c38344936..90185c46a 100644
--- a/entities/internet-finance/paystream.md
+++ b/entities/internet-finance/paystream.md
@@ -42,7 +42,7 @@ liquidation:
   reason: null
 tracked_by: rio
 supports:
-- "Paystream: Futardio Fundraise"
+- "paystream-futardio-fundraise"
 reweave_edges:
 - "Paystream: Futardio Fundraise|supports|2026-04-19"
 ---
diff --git a/entities/internet-finance/raydium.md b/entities/internet-finance/raydium.md
index 94e314ac3..f3ea5b3c7 100644
--- a/entities/internet-finance/raydium.md
+++ b/entities/internet-finance/raydium.md
@@ -15,9 +15,9 @@ built_on: ["Solana"]
 competitors: ["[[meteora]]", "[[omnipair]]"]
 tags: ["AMM", "CLMM", "solana", "metadao-adjacent"]
 related:
-- raydium liquidity farming follows standard pattern of 1 percent token allocation 7 to 90 day duration and clmm pool architecture
+- raydium-liquidity-farming-follows-standard-pattern-of-1-percent-token-allocation-7-to-90-day-duration-and-clmm-pool-architecture
 reweave_edges:
-- raydium liquidity farming follows standard pattern of 1 percent token allocation 7 to 90 day duration and clmm pool architecture|related|2026-04-19
+- raydium-liquidity-farming-follows-standard-pattern-of-1-percent-token-allocation-7-to-90-day-duration-and-clmm-pool-architecture|related|2026-04-19
 ---
 
 # Raydium
diff --git a/entities/internet-finance/runbookai.md b/entities/internet-finance/runbookai.md
index a3d89476c..9e125e666 100644
--- a/entities/internet-finance/runbookai.md
+++ b/entities/internet-finance/runbookai.md
@@ -16,7 +16,7 @@ key_metrics:
   close_date: "2026-03-06"
 source_archive: "inbox/archive/2026-03-05-futardio-launch-runbookai.md"
 supports:
-- "RunBookAI: Futardio Fundraise"
+- "runbookai-futardio-fundraise"
 reweave_edges:
 - "RunBookAI: Futardio Fundraise|supports|2026-04-19"
 ---
diff --git a/entities/internet-finance/seekervault.md b/entities/internet-finance/seekervault.md
index 9d55c6dbb..aa0575c48 100644
--- a/entities/internet-finance/seekervault.md
+++ b/entities/internet-finance/seekervault.md
@@ -17,7 +17,7 @@ key_metrics:
   oversubscription_ratio: 0.016
 source_archive: "inbox/archive/2026-03-04-futardio-launch-seekervault.md"
 supports:
-- "SeekerVault: Futardio Fundraise"
+- "seekervault-futardio-fundraise"
 - "SeekerVault: Futardio ICO Launch (2nd Attempt)"
 reweave_edges:
 - "SeekerVault: Futardio Fundraise|supports|2026-04-19"
diff --git a/entities/internet-finance/seyf.md b/entities/internet-finance/seyf.md
index d21bcb2a5..2bc5e27b6 100644
--- a/entities/internet-finance/seyf.md
+++ b/entities/internet-finance/seyf.md
@@ -17,9 +17,9 @@ key_metrics:
   platform: "futardio"
 source_archive: "inbox/archive/2026-03-05-futardio-launch-seyf.md"
 supports:
-- seyf futardio fundraise raised 200 against 300000 target signaling near zero market traction for ai native wallet concept
+- seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept
 reweave_edges:
-- seyf futardio fundraise raised 200 against 300000 target signaling near zero market traction for ai native wallet concept|supports|2026-04-19
+- seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept|supports|2026-04-19
 ---
 
 # Seyf
diff --git a/entities/internet-finance/truth-predict.md b/entities/internet-finance/truth-predict.md
index d6be5fed0..db7936789 100644
--- a/entities/internet-finance/truth-predict.md
+++ b/entities/internet-finance/truth-predict.md
@@ -8,9 +8,9 @@ announced: 2026-03
 product: Prediction market platform
 domain: internet-finance
 supports:
-- Trump Jr. dual investment creates political legitimacy risk for prediction market preemption regardless of legal merit
+- trump-jr-dual-investment-creates-political-legitimacy-risk-for-prediction-market-preemption-regardless-of-legal-merit
 reweave_edges:
-- Trump Jr. dual investment creates political legitimacy risk for prediction market preemption regardless of legal merit|supports|2026-04-20
+- trump-jr-dual-investment-creates-political-legitimacy-risk-for-prediction-market-preemption-regardless-of-legal-merit|supports|2026-04-20
 ---
 
 # Truth Predict
diff --git a/entities/internet-finance/umia.md b/entities/internet-finance/umia.md
index 43cc91655..03a719d01 100644
--- a/entities/internet-finance/umia.md
+++ b/entities/internet-finance/umia.md
@@ -16,9 +16,9 @@ built_on: ["Base"]
 partnerships: ["[[chainbound]]", "Ethereum Foundation (deep connections)"]
 tags: ["futarchy", "decision-markets", "quantum-markets", "governance", "fundraising", "qORG"]
 supports:
-- umia brings futarchy governance to ethereum creating the first direct cross chain competitor to metadaos solana implementation
+- umia-brings-futarchy-governance-to-ethereum-creating-the-first-direct-cross-chain-competitor-to-metadaos-solana-implementation
 reweave_edges:
-- umia brings futarchy governance to ethereum creating the first direct cross chain competitor to metadaos solana implementation|supports|2026-04-20
+- umia-brings-futarchy-governance-to-ethereum-creating-the-first-direct-cross-chain-competitor-to-metadaos-solana-implementation|supports|2026-04-20
 ---
 
 # Umia Finance
diff --git a/entities/space-development/aetherflux.md b/entities/space-development/aetherflux.md
index 946aee35d..76e9c0062 100644
--- a/entities/space-development/aetherflux.md
+++ b/entities/space-development/aetherflux.md
@@ -12,11 +12,11 @@ domain: space-development
 supports:
 - Breakthrough Energy Ventures' investment in Aetherflux's orbital solar infrastructure signals that space-based solar power has achieved credibility as a climate technology investment category at institutional investor level
 - Orbital data centers and space-based solar power share identical infrastructure requirements in sun-synchronous orbit creating a dual-use architecture where near-term compute revenue cross-subsidizes long-term energy transmission development
-- Space-based solar power and orbital data centers share infrastructure making ODC the near-term revenue bridge to long-term SBSP
+- space-based-solar-power-and-orbital-data-centers-share-infrastructure-making-odc-the-near-term-revenue-bridge-to-long-term-sbsp
 reweave_edges:
 - Breakthrough Energy Ventures' investment in Aetherflux's orbital solar infrastructure signals that space-based solar power has achieved credibility as a climate technology investment category at institutional investor level|supports|2026-04-10
 - Orbital data centers and space-based solar power share identical infrastructure requirements in sun-synchronous orbit creating a dual-use architecture where near-term compute revenue cross-subsidizes long-term energy transmission development|supports|2026-04-11
-- Space-based solar power and orbital data centers share infrastructure making ODC the near-term revenue bridge to long-term SBSP|supports|2026-04-17
+- space-based-solar-power-and-orbital-data-centers-share-infrastructure-making-odc-the-near-term-revenue-bridge-to-long-term-sbsp|supports|2026-04-17
 ---
 
 # Aetherflux
diff --git a/entities/space-development/space-reactor-1-freedom.md b/entities/space-development/space-reactor-1-freedom.md
index e51a99620..739905613 100644
--- a/entities/space-development/space-reactor-1-freedom.md
+++ b/entities/space-development/space-reactor-1-freedom.md
@@ -6,13 +6,13 @@ domain: space-development
 status: active
 launch_date: 2028-12
 supports:
-- nuclear thermal propulsion cuts Mars transit time by 25 percent and is the most promising near term technology for human deep space missions
+- nuclear thermal propulsion cuts Mars transit time by 25 percent and is the most promising near-term technology for human deep-space missions
 - Nuclear electric propulsion (NEP) provides higher efficiency for uncrewed cargo missions while nuclear thermal propulsion (NTP) remains superior for crewed time-constrained missions
-- Repurposing sunk-cost hardware for new missions can accelerate technology deployment timelines by 5-10 years compared to clean-sheet programs
+- repurposing-sunk-cost-hardware-for-new-missions-can-accelerate-technology-deployment-timelines-by-5-10-years-compared-to-clean-sheet-programs
 reweave_edges:
-- nuclear thermal propulsion cuts Mars transit time by 25 percent and is the most promising near term technology for human deep space missions|supports|2026-04-17
+- nuclear thermal propulsion cuts Mars transit time by 25 percent and is the most promising near-term technology for human deep-space missions|supports|2026-04-17
 - Nuclear electric propulsion (NEP) provides higher efficiency for uncrewed cargo missions while nuclear thermal propulsion (NTP) remains superior for crewed time-constrained missions|supports|2026-04-17
-- Repurposing sunk-cost hardware for new missions can accelerate technology deployment timelines by 5-10 years compared to clean-sheet programs|supports|2026-04-17
+- repurposing-sunk-cost-hardware-for-new-missions-can-accelerate-technology-deployment-timelines-by-5-10-years-compared-to-clean-sheet-programs|supports|2026-04-17
 ---
 
 # Space Reactor-1 Freedom (SR-1 Freedom)
diff --git a/entities/space-development/sr-1-freedom.md b/entities/space-development/sr-1-freedom.md
index 63ba40350..daec934da 100644
--- a/entities/space-development/sr-1-freedom.md
+++ b/entities/space-development/sr-1-freedom.md
@@ -10,10 +10,10 @@ announced: 2026-03-24
 launch_date: 2028-12
 supports:
 - Nuclear electric propulsion (NEP) provides higher efficiency for uncrewed cargo missions while nuclear thermal propulsion (NTP) remains superior for crewed time-constrained missions
-- Repurposing sunk-cost hardware for new missions can accelerate technology deployment timelines by 5-10 years compared to clean-sheet programs
+- repurposing-sunk-cost-hardware-for-new-missions-can-accelerate-technology-deployment-timelines-by-5-10-years-compared-to-clean-sheet-programs
 reweave_edges:
 - Nuclear electric propulsion (NEP) provides higher efficiency for uncrewed cargo missions while nuclear thermal propulsion (NTP) remains superior for crewed time-constrained missions|supports|2026-04-17
-- Repurposing sunk-cost hardware for new missions can accelerate technology deployment timelines by 5-10 years compared to clean-sheet programs|supports|2026-04-17
+- repurposing-sunk-cost-hardware-for-new-missions-can-accelerate-technology-deployment-timelines-by-5-10-years-compared-to-clean-sheet-programs|supports|2026-04-17
 ---
 
 # SR-1 Freedom
diff --git a/entities/space-development/starcloud.md b/entities/space-development/starcloud.md
index 943c04e9c..d8c9cccc5 100644
--- a/entities/space-development/starcloud.md
+++ b/entities/space-development/starcloud.md
@@ -10,10 +10,10 @@ key_people: []
 website: []
 tags: [orbital-data-center, AI-compute, small-satellite, NVIDIA-partnership, SpaceX-rideshare]
 supports:
-- Starcloud is the first company to operate a datacenter grade GPU in orbit but faces an existential dependency on SpaceX for launches while SpaceX builds a competing million satellite constellation
+- Starcloud is the first company to operate a datacenter-grade GPU in orbit but faces an existential dependency on SpaceX for launches while SpaceX builds a competing million-satellite constellation
 - Orbital data center deployment follows a three-tier launch vehicle activation sequence (rideshare → dedicated → constellation) where each tier unlocks an order-of-magnitude increase in compute scale
 reweave_edges:
-- Starcloud is the first company to operate a datacenter grade GPU in orbit but faces an existential dependency on SpaceX for launches while SpaceX builds a competing million satellite constellation|supports|2026-04-04
+- Starcloud is the first company to operate a datacenter-grade GPU in orbit but faces an existential dependency on SpaceX for launches while SpaceX builds a competing million-satellite constellation|supports|2026-04-04
 - Orbital data center deployment follows a three-tier launch vehicle activation sequence (rideshare → dedicated → constellation) where each tier unlocks an order-of-magnitude increase in compute scale|supports|2026-04-04
 ---
 
diff --git a/foundations/collective-intelligence/RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values.md b/foundations/collective-intelligence/RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values.md
index df1d73e1d..26fee37b1 100644
--- a/foundations/collective-intelligence/RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values.md	
+++ b/foundations/collective-intelligence/RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values.md	
@@ -10,23 +10,23 @@ created: 2026-02-17
 source: "DPO Survey 2025 (arXiv 2503.11701)"
 confidence: likely
 related:
-- rlchf aggregated rankings variant combines evaluator rankings via social welfare function before reward model training
-- rlhf is implicit social choice without normative scrutiny
-- the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed parameter behavior when preferences are homogeneous
+- rlchf-aggregated-rankings-variant-combines-evaluator-rankings-via-social-welfare-function-before-reward-model-training
+- rlhf-is-implicit-social-choice-without-normative-scrutiny
+- the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed-parameter behavior when preferences are homogeneous
 - learning human values from observed behavior through inverse reinforcement learning is structurally safer than specifying objectives directly because the agent maintains uncertainty about what humans actually want
-- sycophancy is paradigm level failure across all frontier models suggesting rlhf systematically produces approval seeking
-- large language models encode social intelligence as compressed cultural ratchet not abstract reasoning because every parameter is a residue of communicative exchange and reasoning manifests as multi perspective dialogue not calculation
+- sycophancy-is-paradigm-level-failure-across-all-frontier-models-suggesting-rlhf-systematically-produces-approval-seeking
+- large language models encode social intelligence as compressed cultural ratchet not abstract reasoning because every parameter is a residue of communicative exchange and reasoning manifests as multi-perspective dialogue not calculation
 reweave_edges:
-- rlchf aggregated rankings variant combines evaluator rankings via social welfare function before reward model training|related|2026-03-28
-- rlhf is implicit social choice without normative scrutiny|related|2026-03-28
-- single reward rlhf cannot align diverse preferences because alignment gap grows proportional to minority distinctiveness|supports|2026-03-28
-- the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed parameter behavior when preferences are homogeneous|related|2026-03-28
+- rlchf-aggregated-rankings-variant-combines-evaluator-rankings-via-social-welfare-function-before-reward-model-training|related|2026-03-28
+- rlhf-is-implicit-social-choice-without-normative-scrutiny|related|2026-03-28
+- single-reward-rlhf-cannot-align-diverse-preferences-because-alignment-gap-grows-proportional-to-minority-distinctiveness|supports|2026-03-28
+- the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed-parameter behavior when preferences are homogeneous|related|2026-03-28
 - learning human values from observed behavior through inverse reinforcement learning is structurally safer than specifying objectives directly because the agent maintains uncertainty about what humans actually want|related|2026-04-06
-- sycophancy is paradigm level failure across all frontier models suggesting rlhf systematically produces approval seeking|related|2026-04-17
-- large language models encode social intelligence as compressed cultural ratchet not abstract reasoning because every parameter is a residue of communicative exchange and reasoning manifests as multi perspective dialogue not calculation|related|2026-04-17
+- sycophancy-is-paradigm-level-failure-across-all-frontier-models-suggesting-rlhf-systematically-produces-approval-seeking|related|2026-04-17
+- large language models encode social intelligence as compressed cultural ratchet not abstract reasoning because every parameter is a residue of communicative exchange and reasoning manifests as multi-perspective dialogue not calculation|related|2026-04-17
 - Collective intelligence architectures are structurally underexplored for alignment despite directly addressing preference diversity value evolution and scalable oversight|supports|2026-04-19
 supports:
-- single reward rlhf cannot align diverse preferences because alignment gap grows proportional to minority distinctiveness
+- single-reward-rlhf-cannot-align-diverse-preferences-because-alignment-gap-grows-proportional-to-minority-distinctiveness
 - Collective intelligence architectures are structurally underexplored for alignment despite directly addressing preference diversity value evolution and scalable oversight
 ---
 
diff --git a/foundations/collective-intelligence/adversarial contribution produces higher-quality collective knowledge than collaborative contribution when wrong challenges have real cost evaluation is structurally separated from contribution and confirmation is rewarded alongside novelty.md b/foundations/collective-intelligence/adversarial contribution produces higher-quality collective knowledge than collaborative contribution when wrong challenges have real cost evaluation is structurally separated from contribution and confirmation is rewarded alongside novelty.md
index d98b5ad06..1f19d6ae9 100644
--- a/foundations/collective-intelligence/adversarial contribution produces higher-quality collective knowledge than collaborative contribution when wrong challenges have real cost evaluation is structurally separated from contribution and confirmation is rewarded alongside novelty.md	
+++ b/foundations/collective-intelligence/adversarial contribution produces higher-quality collective knowledge than collaborative contribution when wrong challenges have real cost evaluation is structurally separated from contribution and confirmation is rewarded alongside novelty.md	
@@ -6,12 +6,12 @@ confidence: experimental
 source: "Theseus, original analysis drawing on prediction market evidence, scientific peer review, and mechanism design theory"
 created: 2026-03-11
 supports:
-- agent mediated knowledge bases are structurally novel because they combine atomic claims adversarial multi agent evaluation and persistent knowledge graphs which Wikipedia Community Notes and prediction markets each partially implement but none combine
+- agent-mediated knowledge bases are structurally novel because they combine atomic claims adversarial multi-agent evaluation and persistent knowledge graphs which Wikipedia Community Notes and prediction markets each partially implement but none combine
 reweave_edges:
-- agent mediated knowledge bases are structurally novel because they combine atomic claims adversarial multi agent evaluation and persistent knowledge graphs which Wikipedia Community Notes and prediction markets each partially implement but none combine|supports|2026-04-04
-- Adversarial imagination pipelines extend institutional intelligence by structuring narrative generation through feasibility validation|related|2026-04-17
+- agent-mediated knowledge bases are structurally novel because they combine atomic claims adversarial multi-agent evaluation and persistent knowledge graphs which Wikipedia Community Notes and prediction markets each partially implement but none combine|supports|2026-04-04
+- adversarial-imagination-pipelines-extend-institutional-intelligence-by-structuring-narrative-generation-through-feasibility-validation|related|2026-04-17
 related:
-- Adversarial imagination pipelines extend institutional intelligence by structuring narrative generation through feasibility validation
+- adversarial-imagination-pipelines-extend-institutional-intelligence-by-structuring-narrative-generation-through-feasibility-validation
 ---
 
 # Adversarial contribution produces higher-quality collective knowledge than collaborative contribution when wrong challenges have real cost evaluation is structurally separated from contribution and confirmation is rewarded alongside novelty
diff --git a/foundations/collective-intelligence/collective intelligence requires diversity as a structural precondition not a moral preference.md b/foundations/collective-intelligence/collective intelligence requires diversity as a structural precondition not a moral preference.md
index 5425fb6e6..7bb8de668 100644
--- a/foundations/collective-intelligence/collective intelligence requires diversity as a structural precondition not a moral preference.md	
+++ b/foundations/collective-intelligence/collective intelligence requires diversity as a structural precondition not a moral preference.md	
@@ -7,9 +7,9 @@ created: 2026-02-16
 confidence: proven
 source: "TeleoHumanity Manifesto, Chapter 4"
 supports:
-- human ideas naturally converge toward similarity over social learning chains making AI a net diversity injector rather than a homogenizer under high exposure conditions
+- human ideas naturally converge toward similarity over social learning chains making AI a net diversity injector rather than a homogenizer under high-exposure conditions
 reweave_edges:
-- human ideas naturally converge toward similarity over social learning chains making AI a net diversity injector rather than a homogenizer under high exposure conditions|supports|2026-03-28
+- human ideas naturally converge toward similarity over social learning chains making AI a net diversity injector rather than a homogenizer under high-exposure conditions|supports|2026-03-28
 ---
 
 # collective intelligence requires diversity as a structural precondition not a moral preference
diff --git a/foundations/collective-intelligence/conversational memory and organizational knowledge are fundamentally different problems sharing some infrastructure because identical formats mask divergent governance lifecycle and quality requirements.md b/foundations/collective-intelligence/conversational memory and organizational knowledge are fundamentally different problems sharing some infrastructure because identical formats mask divergent governance lifecycle and quality requirements.md
index 1d8c9cb3e..861e7aace 100644
--- a/foundations/collective-intelligence/conversational memory and organizational knowledge are fundamentally different problems sharing some infrastructure because identical formats mask divergent governance lifecycle and quality requirements.md	
+++ b/foundations/collective-intelligence/conversational memory and organizational knowledge are fundamentally different problems sharing some infrastructure because identical formats mask divergent governance lifecycle and quality requirements.md	
@@ -11,9 +11,9 @@ depends_on:
 - Ars Contexta 3-space separation (self/notes/ops)
 - "Teleo codex operational evidence: MEMORY.md vs claims vs musings"
 related:
-- contributor guide
+- contributor-guide
 reweave_edges:
-- contributor guide|related|2026-04-18
+- contributor-guide|related|2026-04-18
 ---
 
 # Conversational memory and organizational knowledge are fundamentally different problems sharing some infrastructure because identical formats mask divergent governance lifecycle and quality requirements
diff --git a/foundations/collective-intelligence/humanity is a superorganism that can communicate but not yet think — the internet built the nervous system but not the brain.md b/foundations/collective-intelligence/humanity is a superorganism that can communicate but not yet think — the internet built the nervous system but not the brain.md
index c73831a86..fde04b1dd 100644
--- a/foundations/collective-intelligence/humanity is a superorganism that can communicate but not yet think — the internet built the nervous system but not the brain.md	
+++ b/foundations/collective-intelligence/humanity is a superorganism that can communicate but not yet think — the internet built the nervous system but not the brain.md	
@@ -84,6 +84,6 @@ Relevant Notes:
 - [[Markov blankets enable complex systems to maintain identity while interacting with environment through nested statistical boundaries]] — the architectural pattern for federated meaning
 
 Topics:
-- [[collective-intelligence/_map]]
-- [[teleohumanity/_map]]
-- [[ai-alignment/_map]]
+- [[_map]]
+- [[_map]]
+- [[_map]]
diff --git a/foundations/collective-intelligence/large language models encode social intelligence as compressed cultural ratchet not abstract reasoning because every parameter is a residue of communicative exchange and reasoning manifests as multi-perspective dialogue not calculation.md b/foundations/collective-intelligence/large language models encode social intelligence as compressed cultural ratchet not abstract reasoning because every parameter is a residue of communicative exchange and reasoning manifests as multi-perspective dialogue not calculation.md
index 46549e010..09324d0c3 100644
--- a/foundations/collective-intelligence/large language models encode social intelligence as compressed cultural ratchet not abstract reasoning because every parameter is a residue of communicative exchange and reasoning manifests as multi-perspective dialogue not calculation.md	
+++ b/foundations/collective-intelligence/large language models encode social intelligence as compressed cultural ratchet not abstract reasoning because every parameter is a residue of communicative exchange and reasoning manifests as multi-perspective dialogue not calculation.md	
@@ -9,9 +9,9 @@ secondary_domains:
   - ai-alignment
 contributor: "@thesensatore (Telegram)"
 related:
-- human contributors structurally correct for correlated AI blind spots because external evaluators provide orthogonal error distributions that no same family model can replicate
+- human contributors structurally correct for correlated AI blind spots because external evaluators provide orthogonal error distributions that no same-family model can replicate
 reweave_edges:
-- human contributors structurally correct for correlated AI blind spots because external evaluators provide orthogonal error distributions that no same family model can replicate|related|2026-04-18
+- human contributors structurally correct for correlated AI blind spots because external evaluators provide orthogonal error distributions that no same-family model can replicate|related|2026-04-18
 ---
 
 # large language models encode social intelligence as compressed cultural ratchet not abstract reasoning because every parameter is a residue of communicative exchange and reasoning manifests as multi-perspective dialogue not calculation
diff --git a/foundations/collective-intelligence/multipolar traps are the thermodynamic default because competition requires no infrastructure while coordination requires trust enforcement and shared information all of which are expensive and fragile.md b/foundations/collective-intelligence/multipolar traps are the thermodynamic default because competition requires no infrastructure while coordination requires trust enforcement and shared information all of which are expensive and fragile.md
index 86ef83c1c..4e15b92c3 100644
--- a/foundations/collective-intelligence/multipolar traps are the thermodynamic default because competition requires no infrastructure while coordination requires trust enforcement and shared information all of which are expensive and fragile.md	
+++ b/foundations/collective-intelligence/multipolar traps are the thermodynamic default because competition requires no infrastructure while coordination requires trust enforcement and shared information all of which are expensive and fragile.md	
@@ -12,11 +12,11 @@ supports:
 - distributed superintelligence may be less stable and more dangerous than unipolar because resource competition between superintelligent agents creates worse coordination failures than a single misaligned system
 reweave_edges:
 - distributed superintelligence may be less stable and more dangerous than unipolar because resource competition between superintelligent agents creates worse coordination failures than a single misaligned system|supports|2026-04-06
-- three independent intellectual traditions converge on coordination without centralization as the only viable path between uncoordinated collapse and authoritarian capture|related|2026-04-17
+- three independent intellectual traditions converge on coordination-without-centralization as the only viable path between uncoordinated collapse and authoritarian capture|related|2026-04-17
 - coevolution means agents fitness landscapes shift as other agents adapt creating a world where standing still is falling behind and the optimal strategy depends on what everyone else is doing|related|2026-04-18
 - indigenous restraint technologies like the Sabbath are historical precedents for binding the maximum power principle through social technology|related|2026-04-18
 related:
-- three independent intellectual traditions converge on coordination without centralization as the only viable path between uncoordinated collapse and authoritarian capture
+- three independent intellectual traditions converge on coordination-without-centralization as the only viable path between uncoordinated collapse and authoritarian capture
 - coevolution means agents fitness landscapes shift as other agents adapt creating a world where standing still is falling behind and the optimal strategy depends on what everyone else is doing
 - indigenous restraint technologies like the Sabbath are historical precedents for binding the maximum power principle through social technology
 ---
diff --git a/foundations/collective-intelligence/principal-agent problems arise whenever one party acts on behalf of another with divergent interests and unobservable effort because information asymmetry makes perfect contracts impossible.md b/foundations/collective-intelligence/principal-agent problems arise whenever one party acts on behalf of another with divergent interests and unobservable effort because information asymmetry makes perfect contracts impossible.md
index 527b7b250..7e2c62e79 100644
--- a/foundations/collective-intelligence/principal-agent problems arise whenever one party acts on behalf of another with divergent interests and unobservable effort because information asymmetry makes perfect contracts impossible.md	
+++ b/foundations/collective-intelligence/principal-agent problems arise whenever one party acts on behalf of another with divergent interests and unobservable effort because information asymmetry makes perfect contracts impossible.md	
@@ -6,10 +6,10 @@ confidence: proven
 source: "Jensen & Meckling (1976); Akerlof, Market for Lemons (1970); Holmström (1979); Arrow (1963)"
 created: 2026-03-07
 related:
-- AI agents as personal advocates collapse Coasean transaction costs enabling bottom up coordination at societal scale but catastrophic risks remain non negotiable requiring state enforcement as outer boundary
+- AI agents as personal advocates collapse Coasean transaction costs enabling bottom-up coordination at societal scale but catastrophic risks remain non-negotiable requiring state enforcement as outer boundary
 - trust asymmetry between agent and enforcement system is an irreducible structural feature not a solvable problem because the mechanism that creates the asymmetry is the same mechanism that makes enforcement necessary
 reweave_edges:
-- AI agents as personal advocates collapse Coasean transaction costs enabling bottom up coordination at societal scale but catastrophic risks remain non negotiable requiring state enforcement as outer boundary|related|2026-03-28
+- AI agents as personal advocates collapse Coasean transaction costs enabling bottom-up coordination at societal scale but catastrophic risks remain non-negotiable requiring state enforcement as outer boundary|related|2026-03-28
 - trust asymmetry between agent and enforcement system is an irreducible structural feature not a solvable problem because the mechanism that creates the asymmetry is the same mechanism that makes enforcement necessary|related|2026-04-03
 ---
 
diff --git a/foundations/collective-intelligence/reasoning models spontaneously generate societies of thought under reinforcement learning because multi-perspective internal debate causally produces accuracy gains that single-perspective reasoning cannot achieve.md b/foundations/collective-intelligence/reasoning models spontaneously generate societies of thought under reinforcement learning because multi-perspective internal debate causally produces accuracy gains that single-perspective reasoning cannot achieve.md
index 49a4255cd..ba5c09da7 100644
--- a/foundations/collective-intelligence/reasoning models spontaneously generate societies of thought under reinforcement learning because multi-perspective internal debate causally produces accuracy gains that single-perspective reasoning cannot achieve.md	
+++ b/foundations/collective-intelligence/reasoning models spontaneously generate societies of thought under reinforcement learning because multi-perspective internal debate causally produces accuracy gains that single-perspective reasoning cannot achieve.md	
@@ -9,11 +9,11 @@ secondary_domains:
   - ai-alignment
 contributor: "@thesensatore (Telegram)"
 supports:
-- large language models encode social intelligence as compressed cultural ratchet not abstract reasoning because every parameter is a residue of communicative exchange and reasoning manifests as multi perspective dialogue not calculation
-- recursive society of thought spawning enables fractal coordination where sub perspectives generate their own subordinate societies that expand when complexity demands and collapse when the problem resolves
+- large language models encode social intelligence as compressed cultural ratchet not abstract reasoning because every parameter is a residue of communicative exchange and reasoning manifests as multi-perspective dialogue not calculation
+- recursive society-of-thought spawning enables fractal coordination where sub-perspectives generate their own subordinate societies that expand when complexity demands and collapse when the problem resolves
 reweave_edges:
-- large language models encode social intelligence as compressed cultural ratchet not abstract reasoning because every parameter is a residue of communicative exchange and reasoning manifests as multi perspective dialogue not calculation|supports|2026-04-17
-- recursive society of thought spawning enables fractal coordination where sub perspectives generate their own subordinate societies that expand when complexity demands and collapse when the problem resolves|supports|2026-04-17
+- large language models encode social intelligence as compressed cultural ratchet not abstract reasoning because every parameter is a residue of communicative exchange and reasoning manifests as multi-perspective dialogue not calculation|supports|2026-04-17
+- recursive society-of-thought spawning enables fractal coordination where sub-perspectives generate their own subordinate societies that expand when complexity demands and collapse when the problem resolves|supports|2026-04-17
 ---
 
 # reasoning models spontaneously generate societies of thought under reinforcement learning because multi-perspective internal debate causally produces accuracy gains that single-perspective reasoning cannot achieve
diff --git a/foundations/collective-intelligence/the alignment tax creates a structural race to the bottom because safety training costs capability and rational competitors skip it.md b/foundations/collective-intelligence/the alignment tax creates a structural race to the bottom because safety training costs capability and rational competitors skip it.md
index 2232f6b42..92e13386a 100644
--- a/foundations/collective-intelligence/the alignment tax creates a structural race to the bottom because safety training costs capability and rational competitors skip it.md	
+++ b/foundations/collective-intelligence/the alignment tax creates a structural race to the bottom because safety training costs capability and rational competitors skip it.md	
@@ -9,12 +9,12 @@ source: "AI Safety Forum discussions; multiple alignment researchers 2025"
 confidence: likely
 related:
 - AI talent circulation between frontier labs transfers alignment culture not just capability because researchers carry safety methodologies and institutional norms to their new organizations
-- surveillance of AI reasoning traces degrades trace quality through self censorship making consent gated sharing an alignment requirement not just a privacy preference
+- surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference
 - the absence of a societal warning signal for AGI is a structural feature not an accident because capability scaling is gradual and ambiguous and collective action requires anticipation not reaction
 - Frontier AI labs allocate 6-15% of research headcount to safety versus 60-75% to capabilities with the ratio declining since 2024 as capabilities teams grow faster than safety teams
 reweave_edges:
 - AI talent circulation between frontier labs transfers alignment culture not just capability because researchers carry safety methodologies and institutional norms to their new organizations|related|2026-03-28
-- surveillance of AI reasoning traces degrades trace quality through self censorship making consent gated sharing an alignment requirement not just a privacy preference|related|2026-03-28
+- surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference|related|2026-03-28
 - the absence of a societal warning signal for AGI is a structural feature not an accident because capability scaling is gradual and ambiguous and collective action requires anticipation not reaction|related|2026-04-07
 - Frontier AI labs allocate 6-15% of research headcount to safety versus 60-75% to capabilities with the ratio declining since 2024 as capabilities teams grow faster than safety teams|related|2026-04-09
 - motivated reasoning among AI lab leaders is itself a primary risk vector because those with most capability to slow down have most incentive to accelerate|supports|2026-04-17
diff --git a/foundations/collective-intelligence/the metacrisis is a single generator function where all civilizational-scale crises share the structural cause of rivalrous dynamics on exponential technology on finite substrate.md b/foundations/collective-intelligence/the metacrisis is a single generator function where all civilizational-scale crises share the structural cause of rivalrous dynamics on exponential technology on finite substrate.md
index 282c4ad2c..fa8ff2d11 100644
--- a/foundations/collective-intelligence/the metacrisis is a single generator function where all civilizational-scale crises share the structural cause of rivalrous dynamics on exponential technology on finite substrate.md	
+++ b/foundations/collective-intelligence/the metacrisis is a single generator function where all civilizational-scale crises share the structural cause of rivalrous dynamics on exponential technology on finite substrate.md	
@@ -6,9 +6,9 @@ confidence: experimental
 source: "Daniel Schmachtenberger and Liv Boeree, Win-Win podcast (2024); Daniel Schmachtenberger, various public lectures (2019-2024)"
 created: 2026-04-04
 supports:
-- three independent intellectual traditions converge on the same attractor analysis where coordination without centralization is the only viable path between collapse and authoritarian lock in
+- three independent intellectual traditions converge on the same attractor analysis where coordination without centralization is the only viable path between collapse and authoritarian lock-in
 reweave_edges:
-- three independent intellectual traditions converge on the same attractor analysis where coordination without centralization is the only viable path between collapse and authoritarian lock in|supports|2026-04-17
+- three independent intellectual traditions converge on the same attractor analysis where coordination without centralization is the only viable path between collapse and authoritarian lock-in|supports|2026-04-17
 ---
 
 # The metacrisis is a single generator function where all civilizational-scale crises share the structural cause of rivalrous dynamics on exponential technology on finite substrate
diff --git a/foundations/collective-intelligence/three independent intellectual traditions converge on coordination-without-centralization as the only viable path between uncoordinated collapse and authoritarian capture.md b/foundations/collective-intelligence/three independent intellectual traditions converge on coordination-without-centralization as the only viable path between uncoordinated collapse and authoritarian capture.md
index 5963290c6..c1ff80b95 100644
--- a/foundations/collective-intelligence/three independent intellectual traditions converge on coordination-without-centralization as the only viable path between uncoordinated collapse and authoritarian capture.md	
+++ b/foundations/collective-intelligence/three independent intellectual traditions converge on coordination-without-centralization as the only viable path between uncoordinated collapse and authoritarian capture.md	
@@ -6,11 +6,11 @@ confidence: experimental
 source: "Scott Alexander, Meditations on Moloch (2014); Daniel Schmachtenberger, various lectures (2019-2024); m3ta, Architectural Investing manuscript"
 created: 2026-04-04
 supports:
-- the metacrisis is a single generator function where all civilizational scale crises share the structural cause of rivalrous dynamics on exponential technology on finite substrate
-- three independent intellectual traditions converge on the same attractor analysis where coordination without centralization is the only viable path between collapse and authoritarian lock in
+- the metacrisis is a single generator function where all civilizational-scale crises share the structural cause of rivalrous dynamics on exponential technology on finite substrate
+- three independent intellectual traditions converge on the same attractor analysis where coordination without centralization is the only viable path between collapse and authoritarian lock-in
 reweave_edges:
-- the metacrisis is a single generator function where all civilizational scale crises share the structural cause of rivalrous dynamics on exponential technology on finite substrate|supports|2026-04-17
-- three independent intellectual traditions converge on the same attractor analysis where coordination without centralization is the only viable path between collapse and authoritarian lock in|supports|2026-04-17
+- the metacrisis is a single generator function where all civilizational-scale crises share the structural cause of rivalrous dynamics on exponential technology on finite substrate|supports|2026-04-17
+- three independent intellectual traditions converge on the same attractor analysis where coordination without centralization is the only viable path between collapse and authoritarian lock-in|supports|2026-04-17
 ---
 
 # Three independent intellectual traditions converge on coordination-without-centralization as the only viable path between uncoordinated collapse and authoritarian capture
diff --git a/foundations/critical-systems/Markov blankets enable complex systems to maintain identity while interacting with environment through nested statistical boundaries.md b/foundations/critical-systems/Markov blankets enable complex systems to maintain identity while interacting with environment through nested statistical boundaries.md
index 876f826b0..0829c6040 100644
--- a/foundations/critical-systems/Markov blankets enable complex systems to maintain identity while interacting with environment through nested statistical boundaries.md	
+++ b/foundations/critical-systems/Markov blankets enable complex systems to maintain identity while interacting with environment through nested statistical boundaries.md	
@@ -6,11 +6,11 @@ created: 2026-02-16
 confidence: proven
 source: "Understanding Markov Blankets: The Mathematics of Biological Organization"
 supports:
-- active inference operates at every scale of biological organization from cells to societies
-- nested markov blankets enable hierarchical organization where each level minimizes prediction error while participating in higher level dynamics
+- active-inference-operates-at-every-scale-of-biological-organization-from-cells-to-societies
+- nested-markov-blankets-enable-hierarchical-organization-where-each-level-minimizes-prediction-error-while-participating-in-higher-level-dynamics
 reweave_edges:
-- active inference operates at every scale of biological organization from cells to societies|supports|2026-04-04
-- nested markov blankets enable hierarchical organization where each level minimizes prediction error while participating in higher level dynamics|supports|2026-04-18
+- active-inference-operates-at-every-scale-of-biological-organization-from-cells-to-societies|supports|2026-04-04
+- nested-markov-blankets-enable-hierarchical-organization-where-each-level-minimizes-prediction-error-while-participating-in-higher-level-dynamics|supports|2026-04-18
 ---
 
 # Markov blankets enable complex systems to maintain identity while interacting with environment through nested statistical boundaries
diff --git a/foundations/critical-systems/biological systems minimize free energy to maintain their states and resist entropic decay.md b/foundations/critical-systems/biological systems minimize free energy to maintain their states and resist entropic decay.md
index 039c17f11..202e88128 100644
--- a/foundations/critical-systems/biological systems minimize free energy to maintain their states and resist entropic decay.md	
+++ b/foundations/critical-systems/biological systems minimize free energy to maintain their states and resist entropic decay.md	
@@ -6,9 +6,9 @@ created: 2026-02-16
 confidence: likely
 source: "Friston 2010, Nature Reviews Neuroscience; Friston et al 2006, Journal of Physiology Paris"
 supports:
-- active inference operates at every scale of biological organization from cells to societies
+- active-inference-operates-at-every-scale-of-biological-organization-from-cells-to-societies
 reweave_edges:
-- active inference operates at every scale of biological organization from cells to societies|supports|2026-04-04
+- active-inference-operates-at-every-scale-of-biological-organization-from-cells-to-societies|supports|2026-04-04
 ---
 
 # biological systems minimize free energy to maintain their states and resist entropic decay
diff --git a/foundations/critical-systems/chaos produces randomness not complexity because chaotic systems have no memory and cannot accumulate structure over time.md b/foundations/critical-systems/chaos produces randomness not complexity because chaotic systems have no memory and cannot accumulate structure over time.md
index d90ac0d24..798d74229 100644
--- a/foundations/critical-systems/chaos produces randomness not complexity because chaotic systems have no memory and cannot accumulate structure over time.md	
+++ b/foundations/critical-systems/chaos produces randomness not complexity because chaotic systems have no memory and cannot accumulate structure over time.md	
@@ -7,9 +7,9 @@ source: "Bak, How Nature Works (1996)"
 confidence: proven
 tradition: "self-organized criticality, complexity science, statistical physics"
 related:
-- complex adaptive systems are defined by four properties that distinguish them from merely complicated systems agents with schemata adaptation through feedback nonlinear interactions and emergent macro patterns
+- complex adaptive systems are defined by four properties that distinguish them from merely complicated systems agents with schemata adaptation through feedback nonlinear interactions and emergent macro-patterns
 reweave_edges:
-- complex adaptive systems are defined by four properties that distinguish them from merely complicated systems agents with schemata adaptation through feedback nonlinear interactions and emergent macro patterns|related|2026-04-18
+- complex adaptive systems are defined by four properties that distinguish them from merely complicated systems agents with schemata adaptation through feedback nonlinear interactions and emergent macro-patterns|related|2026-04-18
 ---
 
 # chaos produces randomness not complexity because chaotic systems have no memory and cannot accumulate structure over time
diff --git a/foundations/critical-systems/coevolution means agents fitness landscapes shift as other agents adapt creating a world where standing still is falling behind and the optimal strategy depends on what everyone else is doing.md b/foundations/critical-systems/coevolution means agents fitness landscapes shift as other agents adapt creating a world where standing still is falling behind and the optimal strategy depends on what everyone else is doing.md
index e407779e0..bdc0d3d62 100644
--- a/foundations/critical-systems/coevolution means agents fitness landscapes shift as other agents adapt creating a world where standing still is falling behind and the optimal strategy depends on what everyone else is doing.md	
+++ b/foundations/critical-systems/coevolution means agents fitness landscapes shift as other agents adapt creating a world where standing still is falling behind and the optimal strategy depends on what everyone else is doing.md	
@@ -6,11 +6,11 @@ confidence: likely
 source: "Kauffman & Johnsen 'Coevolution to the Edge of Chaos' (1991); Arthur 'Complexity and the Economy' (2015); Van Valen 'A New Evolutionary Law' (1973)"
 created: 2026-03-08
 related:
-- fitness landscape ruggedness determines whether adaptive systems find good solutions because smooth landscapes reward hill climbing while rugged landscapes trap agents in local optima and require exploration or recombination to escape
-- positive feedback loops amplify deviations from equilibrium while negative feedback loops dampen them and the balance between the two determines whether systems stabilize self correct or run away
+- fitness landscape ruggedness determines whether adaptive systems find good solutions because smooth landscapes reward hill-climbing while rugged landscapes trap agents in local optima and require exploration or recombination to escape
+- positive feedback loops amplify deviations from equilibrium while negative feedback loops dampen them and the balance between the two determines whether systems stabilize self-correct or run away
 reweave_edges:
-- fitness landscape ruggedness determines whether adaptive systems find good solutions because smooth landscapes reward hill climbing while rugged landscapes trap agents in local optima and require exploration or recombination to escape|related|2026-04-18
-- positive feedback loops amplify deviations from equilibrium while negative feedback loops dampen them and the balance between the two determines whether systems stabilize self correct or run away|related|2026-04-19
+- fitness landscape ruggedness determines whether adaptive systems find good solutions because smooth landscapes reward hill-climbing while rugged landscapes trap agents in local optima and require exploration or recombination to escape|related|2026-04-18
+- positive feedback loops amplify deviations from equilibrium while negative feedback loops dampen them and the balance between the two determines whether systems stabilize self-correct or run away|related|2026-04-19
 ---
 
 # Coevolution means agents' fitness landscapes shift as other agents adapt, creating a world where standing still is falling behind and the optimal strategy depends on what everyone else is doing
diff --git a/foundations/critical-systems/companies and people are greedy algorithms that hill-climb toward local optima and require external perturbation to escape suboptimal equilibria.md b/foundations/critical-systems/companies and people are greedy algorithms that hill-climb toward local optima and require external perturbation to escape suboptimal equilibria.md
index 066090a6b..79c8f0409 100644
--- a/foundations/critical-systems/companies and people are greedy algorithms that hill-climb toward local optima and require external perturbation to escape suboptimal equilibria.md	
+++ b/foundations/critical-systems/companies and people are greedy algorithms that hill-climb toward local optima and require external perturbation to escape suboptimal equilibria.md	
@@ -7,9 +7,9 @@ source: "Synthesis from Christian and Griffiths (Algorithms to Live By, Ch 9/11)
 confidence: likely
 tradition: "complexity economics, optimization theory, self-organized criticality"
 related:
-- fitness landscape ruggedness determines whether adaptive systems find good solutions because smooth landscapes reward hill climbing while rugged landscapes trap agents in local optima and require exploration or recombination to escape
+- fitness landscape ruggedness determines whether adaptive systems find good solutions because smooth landscapes reward hill-climbing while rugged landscapes trap agents in local optima and require exploration or recombination to escape
 reweave_edges:
-- fitness landscape ruggedness determines whether adaptive systems find good solutions because smooth landscapes reward hill climbing while rugged landscapes trap agents in local optima and require exploration or recombination to escape|related|2026-04-18
+- fitness landscape ruggedness determines whether adaptive systems find good solutions because smooth landscapes reward hill-climbing while rugged landscapes trap agents in local optima and require exploration or recombination to escape|related|2026-04-18
 ---
 
 # companies and people are greedy algorithms that hill-climb toward local optima and require external perturbation to escape suboptimal equilibria
diff --git a/foundations/critical-systems/complex systems drive themselves to the critical state without external tuning because energy input and dissipation naturally select for the critical slope.md b/foundations/critical-systems/complex systems drive themselves to the critical state without external tuning because energy input and dissipation naturally select for the critical slope.md
index 93183c2c6..b974e7dd7 100644
--- a/foundations/critical-systems/complex systems drive themselves to the critical state without external tuning because energy input and dissipation naturally select for the critical slope.md	
+++ b/foundations/critical-systems/complex systems drive themselves to the critical state without external tuning because energy input and dissipation naturally select for the critical slope.md	
@@ -7,9 +7,9 @@ source: "Bak, How Nature Works (1996)"
 confidence: proven
 tradition: "self-organized criticality, complexity science, statistical physics"
 related:
-- complex adaptive systems are defined by four properties that distinguish them from merely complicated systems agents with schemata adaptation through feedback nonlinear interactions and emergent macro patterns
+- complex adaptive systems are defined by four properties that distinguish them from merely complicated systems agents with schemata adaptation through feedback nonlinear interactions and emergent macro-patterns
 reweave_edges:
-- complex adaptive systems are defined by four properties that distinguish them from merely complicated systems agents with schemata adaptation through feedback nonlinear interactions and emergent macro patterns|related|2026-04-18
+- complex adaptive systems are defined by four properties that distinguish them from merely complicated systems agents with schemata adaptation through feedback nonlinear interactions and emergent macro-patterns|related|2026-04-18
 ---
 
 # complex systems drive themselves to the critical state without external tuning because energy input and dissipation naturally select for the critical slope
diff --git a/foundations/critical-systems/emergence is the fundamental pattern of intelligence from ant colonies to brains to civilizations.md b/foundations/critical-systems/emergence is the fundamental pattern of intelligence from ant colonies to brains to civilizations.md
index 333977468..b8107d40c 100644
--- a/foundations/critical-systems/emergence is the fundamental pattern of intelligence from ant colonies to brains to civilizations.md	
+++ b/foundations/critical-systems/emergence is the fundamental pattern of intelligence from ant colonies to brains to civilizations.md	
@@ -6,9 +6,9 @@ created: 2026-02-16
 confidence: likely
 source: "TeleoHumanity Manifesto, Chapter 4"
 related:
-- complex adaptive systems are defined by four properties that distinguish them from merely complicated systems agents with schemata adaptation through feedback nonlinear interactions and emergent macro patterns
+- complex adaptive systems are defined by four properties that distinguish them from merely complicated systems agents with schemata adaptation through feedback nonlinear interactions and emergent macro-patterns
 reweave_edges:
-- complex adaptive systems are defined by four properties that distinguish them from merely complicated systems agents with schemata adaptation through feedback nonlinear interactions and emergent macro patterns|related|2026-04-18
+- complex adaptive systems are defined by four properties that distinguish them from merely complicated systems agents with schemata adaptation through feedback nonlinear interactions and emergent macro-patterns|related|2026-04-18
 ---
 
 # emergence is the fundamental pattern of intelligence from ant colonies to brains to civilizations
diff --git a/foundations/critical-systems/the self-organized critical state is the most efficient state dynamically achievable even though a perfectly engineered state would perform better.md b/foundations/critical-systems/the self-organized critical state is the most efficient state dynamically achievable even though a perfectly engineered state would perform better.md
index 52cdce257..7bf9c0551 100644
--- a/foundations/critical-systems/the self-organized critical state is the most efficient state dynamically achievable even though a perfectly engineered state would perform better.md	
+++ b/foundations/critical-systems/the self-organized critical state is the most efficient state dynamically achievable even though a perfectly engineered state would perform better.md	
@@ -7,9 +7,9 @@ source: "Bak, How Nature Works (1996)"
 confidence: likely
 tradition: "self-organized criticality, complexity science, statistical physics"
 related:
-- positive feedback loops amplify deviations from equilibrium while negative feedback loops dampen them and the balance between the two determines whether systems stabilize self correct or run away
+- positive feedback loops amplify deviations from equilibrium while negative feedback loops dampen them and the balance between the two determines whether systems stabilize self-correct or run away
 reweave_edges:
-- positive feedback loops amplify deviations from equilibrium while negative feedback loops dampen them and the balance between the two determines whether systems stabilize self correct or run away|related|2026-04-19
+- positive feedback loops amplify deviations from equilibrium while negative feedback loops dampen them and the balance between the two determines whether systems stabilize self-correct or run away|related|2026-04-19
 ---
 
 # the self-organized critical state is the most efficient state dynamically achievable even though a perfectly engineered state would perform better
diff --git a/foundations/cultural-dynamics/collective action fails by default because rational individuals free-ride on group efforts when they cannot be excluded from benefits regardless of contribution.md b/foundations/cultural-dynamics/collective action fails by default because rational individuals free-ride on group efforts when they cannot be excluded from benefits regardless of contribution.md
index 3ca5225c4..59c192a71 100644
--- a/foundations/cultural-dynamics/collective action fails by default because rational individuals free-ride on group efforts when they cannot be excluded from benefits regardless of contribution.md	
+++ b/foundations/cultural-dynamics/collective action fails by default because rational individuals free-ride on group efforts when they cannot be excluded from benefits regardless of contribution.md	
@@ -7,9 +7,9 @@ confidence: proven
 source: "Olson 1965 The Logic of Collective Action; Ostrom 1990 Governing the Commons (boundary condition)"
 created: 2026-03-08
 related:
-- AI agents as personal advocates collapse Coasean transaction costs enabling bottom up coordination at societal scale but catastrophic risks remain non negotiable requiring state enforcement as outer boundary
+- AI agents as personal advocates collapse Coasean transaction costs enabling bottom-up coordination at societal scale but catastrophic risks remain non-negotiable requiring state enforcement as outer boundary
 reweave_edges:
-- AI agents as personal advocates collapse Coasean transaction costs enabling bottom up coordination at societal scale but catastrophic risks remain non negotiable requiring state enforcement as outer boundary|related|2026-03-28
+- AI agents as personal advocates collapse Coasean transaction costs enabling bottom-up coordination at societal scale but catastrophic risks remain non-negotiable requiring state enforcement as outer boundary|related|2026-03-28
 ---
 
 # collective action fails by default because rational individuals free-ride on group efforts when they cannot be excluded from benefits regardless of contribution
@@ -41,4 +41,4 @@ Relevant Notes:
 
 Topics:
 - [[memetics and cultural evolution]]
-- [[cultural-dynamics/_map]]
+- [[_map]]
diff --git a/foundations/cultural-dynamics/human social cognition caps meaningful relationships at approximately 150 because neocortex size constrains the number of individuals whose behavior and relationships can be tracked.md b/foundations/cultural-dynamics/human social cognition caps meaningful relationships at approximately 150 because neocortex size constrains the number of individuals whose behavior and relationships can be tracked.md
index 47bc8bd01..bfa5cff2a 100644
--- a/foundations/cultural-dynamics/human social cognition caps meaningful relationships at approximately 150 because neocortex size constrains the number of individuals whose behavior and relationships can be tracked.md	
+++ b/foundations/cultural-dynamics/human social cognition caps meaningful relationships at approximately 150 because neocortex size constrains the number of individuals whose behavior and relationships can be tracked.md	
@@ -33,4 +33,4 @@ Relevant Notes:
 
 Topics:
 - [[memetics and cultural evolution]]
-- [[cultural-dynamics/_map]]
+- [[_map]]
diff --git a/foundations/cultural-dynamics/identity-protective cognition causes people to reject evidence that threatens their group identity even when they have the cognitive capacity to evaluate it correctly.md b/foundations/cultural-dynamics/identity-protective cognition causes people to reject evidence that threatens their group identity even when they have the cognitive capacity to evaluate it correctly.md
index c12c6dcb3..360b8de81 100644
--- a/foundations/cultural-dynamics/identity-protective cognition causes people to reject evidence that threatens their group identity even when they have the cognitive capacity to evaluate it correctly.md	
+++ b/foundations/cultural-dynamics/identity-protective cognition causes people to reject evidence that threatens their group identity even when they have the cognitive capacity to evaluate it correctly.md	
@@ -39,4 +39,4 @@ Relevant Notes:
 
 Topics:
 - [[memetics and cultural evolution]]
-- [[cultural-dynamics/_map]]
+- [[_map]]
diff --git a/foundations/cultural-dynamics/ideological adoption is a complex contagion requiring multiple reinforcing exposures from trusted sources not simple viral spread through weak ties.md b/foundations/cultural-dynamics/ideological adoption is a complex contagion requiring multiple reinforcing exposures from trusted sources not simple viral spread through weak ties.md
index d4d33226e..66f1d3e46 100644
--- a/foundations/cultural-dynamics/ideological adoption is a complex contagion requiring multiple reinforcing exposures from trusted sources not simple viral spread through weak ties.md	
+++ b/foundations/cultural-dynamics/ideological adoption is a complex contagion requiring multiple reinforcing exposures from trusted sources not simple viral spread through weak ties.md	
@@ -7,12 +7,12 @@ source: "Centola 2010 Science, Centola 2018 Science, web research compilation Fe
 confidence: likely
 tradition: "network science, complex contagion, diffusion theory"
 supports:
-- community owned IP grows through complex contagion not viral spread because fandom requires multiple reinforcing exposures from trusted community members
+- community-owned-IP-grows-through-complex-contagion-not-viral-spread-because-fandom-requires-multiple-reinforcing-exposures-from-trusted-community-members
 reweave_edges:
-- community owned IP grows through complex contagion not viral spread because fandom requires multiple reinforcing exposures from trusted community members|supports|2026-04-04
-- identity protective cognition causes people to reject evidence that threatens their group identity even when they have the cognitive capacity to evaluate it correctly|related|2026-04-18
+- community-owned-IP-grows-through-complex-contagion-not-viral-spread-because-fandom-requires-multiple-reinforcing-exposures-from-trusted-community-members|supports|2026-04-04
+- identity-protective cognition causes people to reject evidence that threatens their group identity even when they have the cognitive capacity to evaluate it correctly|related|2026-04-18
 related:
-- identity protective cognition causes people to reject evidence that threatens their group identity even when they have the cognitive capacity to evaluate it correctly
+- identity-protective cognition causes people to reject evidence that threatens their group identity even when they have the cognitive capacity to evaluate it correctly
 ---
 
 Damon Centola's research distinguishes two types of social contagion with fundamentally different diffusion dynamics. Simple contagion (information, disease) requires only one contact for transmission and spreads best through weak ties and small-world networks. Complex contagion (behavioral change, ideology adoption) requires multiple sources of reinforcement before adoption. Counterintuitively, weak ties and small-world networks can actually slow complex contagion because a signal traveling across a weak tie arrives alone, without social reinforcement.
diff --git a/foundations/cultural-dynamics/memeplexes survive by combining mutually reinforcing memes that protect each other from external challenge through untestability threats and identity attachment.md b/foundations/cultural-dynamics/memeplexes survive by combining mutually reinforcing memes that protect each other from external challenge through untestability threats and identity attachment.md
index bfc7845c6..d1f57fb0d 100644
--- a/foundations/cultural-dynamics/memeplexes survive by combining mutually reinforcing memes that protect each other from external challenge through untestability threats and identity attachment.md	
+++ b/foundations/cultural-dynamics/memeplexes survive by combining mutually reinforcing memes that protect each other from external challenge through untestability threats and identity attachment.md	
@@ -7,9 +7,9 @@ source: "Blackmore, The Meme Machine (1999)"
 confidence: likely
 tradition: "memetics, evolutionary theory, cultural evolution"
 related:
-- identity protective cognition causes people to reject evidence that threatens their group identity even when they have the cognitive capacity to evaluate it correctly
+- identity-protective cognition causes people to reject evidence that threatens their group identity even when they have the cognitive capacity to evaluate it correctly
 reweave_edges:
-- identity protective cognition causes people to reject evidence that threatens their group identity even when they have the cognitive capacity to evaluate it correctly|related|2026-04-18
+- identity-protective cognition causes people to reject evidence that threatens their group identity even when they have the cognitive capacity to evaluate it correctly|related|2026-04-18
 ---
 
 A memeplex is a group of memes that have come together because they replicate more successfully as a cluster than individually. Blackmore identifies specific "tricks" that successful memeplexes employ, using religions as the clearest examples but arguing the pattern applies to any self-reinforcing idea cluster -- political ideologies, scientific paradigms, New Age movements, conspiracy theories.
diff --git a/foundations/cultural-dynamics/social capital erodes when associational life declines because trust generalized reciprocity and civic norms are produced by repeated face-to-face interaction in voluntary organizations not by individual virtue.md b/foundations/cultural-dynamics/social capital erodes when associational life declines because trust generalized reciprocity and civic norms are produced by repeated face-to-face interaction in voluntary organizations not by individual virtue.md
index 9c3340446..6e3e01d81 100644
--- a/foundations/cultural-dynamics/social capital erodes when associational life declines because trust generalized reciprocity and civic norms are produced by repeated face-to-face interaction in voluntary organizations not by individual virtue.md	
+++ b/foundations/cultural-dynamics/social capital erodes when associational life declines because trust generalized reciprocity and civic norms are produced by repeated face-to-face interaction in voluntary organizations not by individual virtue.md	
@@ -34,4 +34,4 @@ Relevant Notes:
 
 Topics:
 - [[memetics and cultural evolution]]
-- [[cultural-dynamics/_map]]
+- [[_map]]
diff --git a/foundations/cultural-dynamics/the self is a memeplex that persists because memes attached to a personal identity get copied more reliably than free-floating ideas.md b/foundations/cultural-dynamics/the self is a memeplex that persists because memes attached to a personal identity get copied more reliably than free-floating ideas.md
index 45c5a5e2b..78824f8d2 100644
--- a/foundations/cultural-dynamics/the self is a memeplex that persists because memes attached to a personal identity get copied more reliably than free-floating ideas.md	
+++ b/foundations/cultural-dynamics/the self is a memeplex that persists because memes attached to a personal identity get copied more reliably than free-floating ideas.md	
@@ -6,9 +6,9 @@ confidence: experimental
 source: "Blackmore 1999 The Meme Machine; Dennett 1991 Consciousness Explained; Henrich 2016 The Secret of Our Success"
 created: 2026-03-08
 related:
-- identity protective cognition causes people to reject evidence that threatens their group identity even when they have the cognitive capacity to evaluate it correctly
+- identity-protective cognition causes people to reject evidence that threatens their group identity even when they have the cognitive capacity to evaluate it correctly
 reweave_edges:
-- identity protective cognition causes people to reject evidence that threatens their group identity even when they have the cognitive capacity to evaluate it correctly|related|2026-04-18
+- identity-protective cognition causes people to reject evidence that threatens their group identity even when they have the cognitive capacity to evaluate it correctly|related|2026-04-18
 ---
 
 # the self is a memeplex that persists because memes attached to a personal identity get copied more reliably than free-floating ideas
@@ -35,4 +35,4 @@ Relevant Notes:
 
 Topics:
 - [[memetics and cultural evolution]]
-- [[cultural-dynamics/_map]]
\ No newline at end of file
+- [[_map]]
\ No newline at end of file
diff --git a/foundations/cultural-dynamics/weak ties bridge otherwise disconnected clusters enabling information flow and opportunity access that strong ties within clusters cannot provide.md b/foundations/cultural-dynamics/weak ties bridge otherwise disconnected clusters enabling information flow and opportunity access that strong ties within clusters cannot provide.md
index 7a3f8df0e..eeb5e4ec5 100644
--- a/foundations/cultural-dynamics/weak ties bridge otherwise disconnected clusters enabling information flow and opportunity access that strong ties within clusters cannot provide.md	
+++ b/foundations/cultural-dynamics/weak ties bridge otherwise disconnected clusters enabling information flow and opportunity access that strong ties within clusters cannot provide.md	
@@ -31,4 +31,4 @@ Relevant Notes:
 
 Topics:
 - [[memetics and cultural evolution]]
-- [[cultural-dynamics/_map]]
+- [[_map]]
diff --git a/foundations/teleological-economics/attractor states provide gravitational reference points for capital allocation during structural industry change.md b/foundations/teleological-economics/attractor states provide gravitational reference points for capital allocation during structural industry change.md
index 40ae52fad..1e407f976 100644
--- a/foundations/teleological-economics/attractor states provide gravitational reference points for capital allocation during structural industry change.md	
+++ b/foundations/teleological-economics/attractor states provide gravitational reference points for capital allocation during structural industry change.md	
@@ -7,9 +7,9 @@ source: "Architectural Investing (now Teleological Investing) book outline; Rume
 confidence: likely
 tradition: "Teleological Investing, complexity economics"
 related:
-- attractor civilizational basins are real
+- attractor-civilizational-basins-are-real
 reweave_edges:
-- attractor civilizational basins are real|related|2026-04-17
+- attractor-civilizational-basins-are-real|related|2026-04-17
 ---
 
 # attractor states provide gravitational reference points for capital allocation during structural industry change
diff --git a/foundations/teleological-economics/incremental optimization within a dominant design necessarily undermines that design because success creates the conditions that invalidate the framework.md b/foundations/teleological-economics/incremental optimization within a dominant design necessarily undermines that design because success creates the conditions that invalidate the framework.md
index e138e996e..2357e65b9 100644
--- a/foundations/teleological-economics/incremental optimization within a dominant design necessarily undermines that design because success creates the conditions that invalidate the framework.md	
+++ b/foundations/teleological-economics/incremental optimization within a dominant design necessarily undermines that design because success creates the conditions that invalidate the framework.md	
@@ -9,9 +9,9 @@ supports:
 - incremental optimization within a dominant design necessarily undermines that design because autovitatic innovation makes the better you get at optimization the faster you approach framework collapse
 reweave_edges:
 - incremental optimization within a dominant design necessarily undermines that design because autovitatic innovation makes the better you get at optimization the faster you approach framework collapse|supports|2026-04-18
-- positive feedback loops amplify deviations from equilibrium while negative feedback loops dampen them and the balance between the two determines whether systems stabilize self correct or run away|related|2026-04-19
+- positive feedback loops amplify deviations from equilibrium while negative feedback loops dampen them and the balance between the two determines whether systems stabilize self-correct or run away|related|2026-04-19
 related:
-- positive feedback loops amplify deviations from equilibrium while negative feedback loops dampen them and the balance between the two determines whether systems stabilize self correct or run away
+- positive feedback loops amplify deviations from equilibrium while negative feedback loops dampen them and the balance between the two determines whether systems stabilize self-correct or run away
 ---
 
 # Incremental optimization within a dominant design necessarily undermines that design because success creates the conditions that invalidate the framework
diff --git a/foundations/teleological-economics/network effects create winner-take-most markets because each additional user increases value for all existing users producing positive feedback that concentrates market share among early leaders.md b/foundations/teleological-economics/network effects create winner-take-most markets because each additional user increases value for all existing users producing positive feedback that concentrates market share among early leaders.md
index ed5784e90..612455ae4 100644
--- a/foundations/teleological-economics/network effects create winner-take-most markets because each additional user increases value for all existing users producing positive feedback that concentrates market share among early leaders.md	
+++ b/foundations/teleological-economics/network effects create winner-take-most markets because each additional user increases value for all existing users producing positive feedback that concentrates market share among early leaders.md	
@@ -6,9 +6,9 @@ confidence: proven
 source: "Katz & Shapiro (1985); Arthur, Increasing Returns (1994); Shapiro & Varian, Information Rules (1999); Parker, Van Alstyne & Choudary, Platform Revolution (2016)"
 created: 2026-03-07
 supports:
-- platform economics creates winner take most markets through cross side network effects where the platform that reaches critical mass on any side locks in the entire ecosystem because multi sided markets tip faster than single sided ones
+- platform economics creates winner-take-most markets through cross-side network effects where the platform that reaches critical mass on any side locks in the entire ecosystem because multi-sided markets tip faster than single-sided ones
 reweave_edges:
-- platform economics creates winner take most markets through cross side network effects where the platform that reaches critical mass on any side locks in the entire ecosystem because multi sided markets tip faster than single sided ones|supports|2026-04-19
+- platform economics creates winner-take-most markets through cross-side network effects where the platform that reaches critical mass on any side locks in the entire ecosystem because multi-sided markets tip faster than single-sided ones|supports|2026-04-19
 ---
 
 # network effects create winner-take-most markets because each additional user increases value for all existing users producing positive feedback that concentrates market share among early leaders
diff --git a/foundations/teleological-economics/transaction costs determine organizational boundaries because firms exist to economize on the costs of using markets and the boundary shifts when technology changes the relative cost of internal coordination versus external contracting.md b/foundations/teleological-economics/transaction costs determine organizational boundaries because firms exist to economize on the costs of using markets and the boundary shifts when technology changes the relative cost of internal coordination versus external contracting.md
index 1ed5ed182..a62716185 100644
--- a/foundations/teleological-economics/transaction costs determine organizational boundaries because firms exist to economize on the costs of using markets and the boundary shifts when technology changes the relative cost of internal coordination versus external contracting.md	
+++ b/foundations/teleological-economics/transaction costs determine organizational boundaries because firms exist to economize on the costs of using markets and the boundary shifts when technology changes the relative cost of internal coordination versus external contracting.md	
@@ -6,9 +6,9 @@ confidence: proven
 source: "Coase, 'The Nature of the Firm' (1937); Williamson, 'Markets and Hierarchies' (1975), 'The Economic Institutions of Capitalism' (1985); Nobel Prize in Economics 1991 (Coase), 2009 (Williamson)"
 created: 2026-03-08
 related:
-- platform economics creates winner take most markets through cross side network effects where the platform that reaches critical mass on any side locks in the entire ecosystem because multi sided markets tip faster than single sided ones
+- platform economics creates winner-take-most markets through cross-side network effects where the platform that reaches critical mass on any side locks in the entire ecosystem because multi-sided markets tip faster than single-sided ones
 reweave_edges:
-- platform economics creates winner take most markets through cross side network effects where the platform that reaches critical mass on any side locks in the entire ecosystem because multi sided markets tip faster than single sided ones|related|2026-04-19
+- platform economics creates winner-take-most markets through cross-side network effects where the platform that reaches critical mass on any side locks in the entire ecosystem because multi-sided markets tip faster than single-sided ones|related|2026-04-19
 ---
 
 # Transaction costs determine organizational boundaries because firms exist to economize on the costs of using markets and the boundary shifts when technology changes the relative cost of internal coordination versus external contracting