From a61847f08b56c6a3041a5a6c489693bf32624e5c Mon Sep 17 00:00:00 2001
From: Teleo Agents <agents@livingip.xyz>
Date: Fri, 24 Apr 2026 01:19:01 +0000
Subject: [PATCH] reweave: merge 95 files via frontmatter union [auto]

---
 ...speculation penalize genuine supporters.md |  3 +++
 ...t and internet finance attractor states.md |  3 +++
 ...y codified rules without essential loss.md |  6 ++++-
 ...t proximate AI-enabled existential risk.md |  2 ++
 ...onsumer-protection-and-securities-fraud.md | 10 +++++++--
 ...ineering against instrumental interests.md |  3 +++
 ...ng capability development unconstrained.md |  4 ++++
 ...s through observation not specification.md | 10 ++++++---
 ...e-legislative-windows-for-ai-governance.md |  4 +++-
 ...s-techniques-from-attack-phase-dynamics.md |  2 ++
 ...vidence-exceeding-benchmark-predictions.md | 13 ++++++++---
 ...rtainty about what humans actually want.md | 14 +++++++-----
 ...ework-through-slotkin-ai-guardrails-act.md |  4 +++-
 ...ements-of-intent-not-binding-governance.md |  4 ++++
 ...ween collapse and authoritarian lock-in.md |  2 ++
 ...-scale-through-fan-emotional-projection.md | 15 ++++++++++---
 ...nity-governed-in-flagship-web3-projects.md |  2 ++
 ...every marginal hour shifts between them.md |  4 +++-
 ...ory-through-blank-canvas-fan-projection.md |  9 ++++++--
 ...ll first and creation moats fall second.md |  5 ++++-
 ...-distribution-coverage-over-story-depth.md |  4 ++++
 ...cial-ip-success-without-narrative-depth.md |  4 ++++
 ...-blockchain-as-invisible-infrastructure.md |  3 +++
 ...ttractor-coordination-enabled-abundance.md |  5 +++--
 ...not-low-competitive-stakes-at-inception.md |  4 +++-
 ...s-when-applied-to-dual-use-capabilities.md | 11 ++++++++--
 ...om-enforcing-own-governance-instruments.md | 19 ++++++++++++++--
 ...ckage-preceded-thalidomide-breakthrough.md |  3 +++
 ...t-foreseeable-professional-domain-harms.md | 13 ++++++++---
 ...harm-thresholds-and-attribution-clarity.md |  9 ++++++--
 ...ive-stakes-and-verifiability-are-absent.md |  4 +++-
 ...n the famines specialization eliminated.md |  5 ++++-
 ...eduction-and-dopaminergic-reinforcement.md | 22 +++++++++++++++----
 ...iability-exposure-outside-fda-oversight.md |  7 +++++-
 ...ity-overindexes-underserved-populations.md | 14 +++++++++---
 ...espite-nominal-technology-access-equity.md | 14 +++++++++---
 ...ients-undermining-chronic-use-economics.md |  2 ++
 ...92-percent-receive-no-dietitian-support.md |  2 ++
 ...fit-versus-sarcopenic-malnutrition-risk.md |  3 +++
 ...-through-mesolimbic-dopamine-modulation.md | 15 ++++++++++---
 ...laining-continuous-delivery-requirement.md | 10 +++++++--
 ... four independent methodologies confirm.md |  2 ++
 ...tructurally-denies-lowest-income-access.md | 15 ++++++++++---
 ...cts-trainees-not-experienced-physicians.md | 14 ++++++++++--
 ...verable-making-it-worse-than-deskilling.md | 16 +++++++++++---
 ...killing-from-ai-exposure-as-of-mid-2026.md | 20 ++++++++++++++---
 ...ect-requires-population-specific-design.md |  6 ++++-
 ...ady-served rather than expanding access.md |  9 +++++++-
 ...market-into-commodity-and-premium-tiers.md |  2 ++
 ...rgest-globally-despite-highest-spending.md |  2 ++
 ...quidity-creating-self-reinforcing-depth.md |  2 ++
 ...verage-expansion-for-prediction-markets.md | 11 ++++++++--
 ...tions-rather-than-causal-policy-effects.md |  2 ++
 ...strengthening-dcm-regulatory-legitimacy.md | 12 +++++++---
 ...ates-cftc-offshore-jurisdiction-dilemma.md |  6 ++++-
 ...ulti-state-suits-not-defensive-case-law.md |  3 +++
 ...l complexity and liquidity requirements.md |  2 ++
 ...nance-outcomes-has-inherent-uncertainty.md |  2 ++
 ...ricted-under-insider-trading-frameworks.md |  2 ++
 ...ount of decision optimization can match.md |  2 ++
 ...n-markets-as-cftc-regulated-derivatives.md |  2 ++
 ...uiring-different-enforcement-mechanisms.md | 11 ++++++++--
 ...ansmit importance backward through time.md |  6 ++++-
 ...e creating investable dependency chains.md |  2 ++
 ...l-exposure-beyond-specialized-platforms.md | 13 ++++++++---
 ...n-legal-challenge-to-prediction-markets.md | 16 +++++++++++---
 ...prediction-market-regulatory-legitimacy.md |  2 ++
 ...ties shift with the knowledge landscape.md |  3 +++
 ...ance shift with the knowledge landscape.md |  2 ++
 ...ity in global technology infrastructure.md |  4 +++-
 ...ting-players-to-find-optimal-strategies.md |  6 ++++-
 ...eate-asymmetric-state-backing-advantage.md | 12 ++++++++--
 ...e-through-ejecta-momentum-amplification.md | 11 ++++++++--
 ... centers for latency-tolerant workloads.md |  3 +++
 ...-is-isru-first-architectural-commitment.md |  2 ++
 ...ital links top out at single-digit Tbps.md | 10 ++++++---
 ...g launch costs attracts serious players.md | 14 +++++++-----
 ...rvolcanism-or-anthropogenic-catastrophe.md |  8 ++++++-
 ...rvolcanism-or-anthropogenic-catastrophe.md | 11 ++++++++--
 ...-dependencies-for-phase-2-isru-timeline.md |  3 +++
 ...c cosmic rays and solar particle events.md | 10 +++++++--
 ... institutional design advances linearly.md |  4 +++-
 ...iation shielding and thermal management.md |  9 ++++++--
 .../bis-january-2026-chip-rule.md             |  4 ++++
 entities/internet-finance/metadao.md          |  6 ++++-
 ...an deliberate arrangement could achieve.md |  4 ++++
 ...ion into globally accessible indicators.md |  2 ++
 ...ated collapse and authoritarian capture.md |  3 +++
 ...xhibit catastrophes fractals or history.md |  4 ++++
 ...ents occasionally produce enormous ones.md |  4 ++++
 ...information processing and adaptability.md |  4 ++++
 ...ormation structure and risk preferences.md |  6 ++++-
 ... when executives see the threat clearly.md |  4 ++++
 ...long-term value in industry transitions.md |  2 ++
 ...y discourages pursuit of viable futures.md |  2 ++
 95 files changed, 525 insertions(+), 106 deletions(-)

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 019ca0c22..e71e21aea 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	
@@ -16,6 +16,9 @@ supports:
 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
+- the vickrey auction makes honesty the dominant strategy by paying winners the second highest bid rather than their own|related|2026-04-24
+related:
+- the vickrey auction makes honesty the dominant strategy by paying winners the second highest bid rather than their own
 ---
 
 # 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 ed4f55835..551e77d54 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	
@@ -21,6 +21,9 @@ 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
+- value flows to whichever resources are scarce and disruption shifts which resources are scarce making resource scarcity analysis the core strategic framework|supports|2026-04-24
+supports:
+- value flows to whichever resources are scarce and disruption shifts which resources are scarce making resource scarcity analysis the core strategic framework
 ---
 
 # 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/grand-strategy/metis is practical knowledge that can only be acquired through long practice at similar but rarely identical tasks and cannot be replaced by codified rules without essential loss.md b/core/grand-strategy/metis is practical knowledge that can only be acquired through long practice at similar but rarely identical tasks and cannot be replaced by codified rules without essential loss.md
index 948d479c8..bf611dbed 100644
--- a/core/grand-strategy/metis is practical knowledge that can only be acquired through long practice at similar but rarely identical tasks and cannot be replaced by codified rules without essential loss.md	
+++ b/core/grand-strategy/metis is practical knowledge that can only be acquired through long practice at similar but rarely identical tasks and cannot be replaced by codified rules without essential loss.md	
@@ -6,6 +6,10 @@ created: 2026-03-05
 confidence: proven
 source: "James C. Scott 'Seeing Like a State' 1998"
 tradition: "Grand strategy, political science, epistemology"
+related:
+- hayeks knowledge problem reveals that economic planning requires both local and global information which are never simultaneously available to decision makers
+reweave_edges:
+- hayeks knowledge problem reveals that economic planning requires both local and global information which are never simultaneously available to decision makers|related|2026-04-24
 ---
 
 # metis is practical knowledge that can only be acquired through long practice at similar but rarely identical tasks and cannot be replaced by codified rules without essential loss
@@ -34,4 +38,4 @@ Relevant Notes:
 Topics:
 - [[civilizational foundations]]
 - [[maps/attractor dynamics]]
-- [[maps/LivingIP architecture]]
+- [[maps/LivingIP architecture]]
\ No newline at end of file
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 8ad8bde7d..5a010d3be 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	
@@ -10,11 +10,13 @@ related:
 - 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
+- The first AI model to complete an end-to-end enterprise attack chain converts capability uplift into operational autonomy creating a categorical risk change
 reweave_edges:
 - 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
+- The first AI model to complete an end-to-end enterprise attack chain converts capability uplift into operational autonomy creating a categorical risk change|related|2026-04-24
 supports:
 - 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
 sourced_from:
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 1475239e2..59b3b03da 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
@@ -9,9 +9,15 @@ 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
+supports:
+- Product liability doctrine creates mandatory architectural safety constraints through design defect framing when behavioral patches fail to prevent foreseeable professional domain harms
+reweave_edges:
+- Product liability doctrine creates mandatory architectural safety constraints through design defect framing when behavioral patches fail to prevent foreseeable professional domain harms|supports|2026-04-24
 ---
 
 # 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
 
-The article identifies three distinct legal liability frameworks that apply to AI sandbagging: (1) product liability for systems that intentionally underperform during safety evaluations, (2) consumer protection violations when hidden capabilities are accessible through undisclosed triggers, and (3) securities fraud when sandbagging systems transfer hidden liabilities in acquisitions. The M&A context is particularly significant because it creates contractual mechanisms for risk allocation: definition clauses capturing 'deferred subversion' (systems that gain trust before pursuing misaligned goals), disclosure requirements for sellers, and remedies via indemnification and purchase price holdbacks. The argument is that widespread adoption of these contractual provisions would create market incentives for sandbagging detection technology and transparency that may outrun regulatory mandates. This represents a market-mechanism approach to the sandbagging governance gap where commercial self-interest rather than voluntary safety commitments drives disclosure. The legal framework is currently theoretical (no case law yet) but the breadth of potential liability exposure creates structural incentives for contractual protection.
+The article identifies three distinct legal liability frameworks that apply to AI sandbagging: (1) product liability for systems that intentionally underperform during safety evaluations, (2) consumer protection violations when hidden capabilities are accessible through undisclosed triggers, and (3) securities fraud when sandbagging systems transfer hidden liabilities in acquisitions. The M&A context is particularly significant because it creates contractual mechanisms for risk allocation: definition clauses capturing 'deferred subversion' (systems that gain trust before pursuing misaligned goals), disclosure requirements for sellers, and remedies via indemnification and purchase price holdbacks. The argument is that widespread adoption of these contractual provisions would create market incentives for sandbagging detection technology and transparency that may outrun regulatory mandates. This represents a market-mechanism approach to the sandbagging governance gap where commercial self-interest rather than voluntary safety commitments drives disclosure. The legal framework is currently theoretical (no case law yet) but the breadth of potential liability exposure creates structural incentives for contractual protection.
\ No newline at end of file
diff --git a/domains/ai-alignment/an AI agent that is uncertain about its objectives will defer to human shutdown commands because corrigibility emerges from value uncertainty not from engineering against instrumental interests.md b/domains/ai-alignment/an AI agent that is uncertain about its objectives will defer to human shutdown commands because corrigibility emerges from value uncertainty not from engineering against instrumental interests.md
index 0d0ab9fab..c5528a5f5 100644
--- a/domains/ai-alignment/an AI agent that is uncertain about its objectives will defer to human shutdown commands because corrigibility emerges from value uncertainty not from engineering against instrumental interests.md	
+++ b/domains/ai-alignment/an AI agent that is uncertain about its objectives will defer to human shutdown commands because corrigibility emerges from value uncertainty not from engineering against instrumental interests.md	
@@ -13,8 +13,11 @@ related:
 - 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
 reweave_edges:
 - 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
+- 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|supports|2026-04-24
 sourced_from:
 - inbox/archive/bostrom-russell-drexler-alignment-foundations.md
+supports:
+- 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
 ---
 
 # An AI agent that is uncertain about its objectives will defer to human shutdown commands because corrigibility emerges from value uncertainty not from engineering against instrumental interests
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 180a764a6..9d599121a 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	
@@ -8,12 +8,16 @@ 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
+- Semiconductor export controls (CHIPS Act, ASML restrictions) are the first AI governance instrument structurally analogous to Montreal Protocol's trade sanctions
 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
+- BIS January 2026 Advanced AI Chip Export Rule|supports|2026-04-24
+- Semiconductor export controls (CHIPS Act, ASML restrictions) are the first AI governance instrument structurally analogous to Montreal Protocol's trade sanctions|related|2026-04-24
 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
+- BIS January 2026 Advanced AI Chip Export Rule
 ---
 
 # compute export controls are the most impactful AI governance mechanism but target geopolitical competition not safety leaving capability development unconstrained
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
index a75b071c4..0e06d6e01 100644
--- 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	
@@ -9,11 +9,15 @@ 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"
+- 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"
+- corrigibility is at cross-purposes with effectiveness because deception is a convergent free strategy while corrigibility must be engineered against instrumental interests
 sourced_from:
 - inbox/archive/2019-10-08-russell-human-compatible.md
+related:
+- 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
+reweave_edges:
+- 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|related|2026-04-24
 ---
 
 # 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
@@ -45,4 +49,4 @@ Relevant Notes:
 - [[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]]
+- [[_map]]
\ No newline at end of file
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 2bebb6482..cd16d5ce5 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
@@ -16,6 +16,7 @@ related:
 - 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
+- Professional practice domain violations create narrow liability pathway for architectural negligence because regulated domains have established harm thresholds and attribution clarity
 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
@@ -23,6 +24,7 @@ reweave_edges:
 - 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
+- Professional practice domain violations create narrow liability pathway for architectural negligence because regulated domains have established harm thresholds and attribution clarity|related|2026-04-24
 supports:
 - court-ruling-creates-political-salience-not-statutory-safety-law
 - electoral-investment-becomes-residual-ai-governance-strategy-when-voluntary-and-litigation-routes-insufficient
@@ -46,4 +48,4 @@ Relevant Notes:
 - voluntary safety pledges cannot survive competitive pressure because unilateral commitments are structurally punished when competitors advance without equivalent constraints.md
 
 Topics:
-- [[_map]]
+- [[_map]]
\ No newline at end of file
diff --git a/domains/ai-alignment/cyber-capability-benchmarks-overstate-exploitation-understate-reconnaissance-because-ctf-isolates-techniques-from-attack-phase-dynamics.md b/domains/ai-alignment/cyber-capability-benchmarks-overstate-exploitation-understate-reconnaissance-because-ctf-isolates-techniques-from-attack-phase-dynamics.md
index 1608739f7..ef2af08be 100644
--- a/domains/ai-alignment/cyber-capability-benchmarks-overstate-exploitation-understate-reconnaissance-because-ctf-isolates-techniques-from-attack-phase-dynamics.md
+++ b/domains/ai-alignment/cyber-capability-benchmarks-overstate-exploitation-understate-reconnaissance-because-ctf-isolates-techniques-from-attack-phase-dynamics.md
@@ -12,9 +12,11 @@ sourcer: Cyberattack Evaluation Research Team
 related_claims: ["AI lowers the expertise barrier for engineering biological weapons from PhD-level to amateur", "[[pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations]]"]
 supports:
 - 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
+- The first AI model to complete an end-to-end enterprise attack chain converts capability uplift into operational autonomy creating a categorical risk change
 reweave_edges:
 - 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|supports|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
+- The first AI model to complete an end-to-end enterprise attack chain converts capability uplift into operational autonomy creating a categorical risk change|supports|2026-04-24
 related:
 - 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
 ---
diff --git a/domains/ai-alignment/cyber-is-exceptional-dangerous-capability-domain-with-documented-real-world-evidence-exceeding-benchmark-predictions.md b/domains/ai-alignment/cyber-is-exceptional-dangerous-capability-domain-with-documented-real-world-evidence-exceeding-benchmark-predictions.md
index 0370719c9..363307387 100644
--- a/domains/ai-alignment/cyber-is-exceptional-dangerous-capability-domain-with-documented-real-world-evidence-exceeding-benchmark-predictions.md
+++ b/domains/ai-alignment/cyber-is-exceptional-dangerous-capability-domain-with-documented-real-world-evidence-exceeding-benchmark-predictions.md
@@ -10,8 +10,15 @@ agent: theseus
 scope: causal
 sourcer: Cyberattack Evaluation Research Team
 related_claims: ["AI lowers the expertise barrier for engineering biological weapons from PhD-level to amateur", "[[pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations]]", "[[current language models escalate to nuclear war in simulated conflicts because behavioral alignment cannot instill aversion to catastrophic irreversible actions]]"]
-related: ["AI cyber capability benchmarks systematically overstate exploitation capability while understating reconnaissance capability because CTF environments isolate single techniques from real attack phase dynamics", "cyber-is-exceptional-dangerous-capability-domain-with-documented-real-world-evidence-exceeding-benchmark-predictions", "cyber-capability-benchmarks-overstate-exploitation-understate-reconnaissance-because-ctf-isolates-techniques-from-attack-phase-dynamics", "AI lowers the expertise barrier for engineering biological weapons from PhD-level to amateur which makes bioterrorism the most proximate AI-enabled existential risk"]
-reweave_edges: ["AI cyber capability benchmarks systematically overstate exploitation capability while understating reconnaissance capability because CTF environments isolate single techniques from real attack phase dynamics|related|2026-04-06"]
+related:
+- AI cyber capability benchmarks systematically overstate exploitation capability while understating reconnaissance capability because CTF environments isolate single techniques from real attack phase dynamics
+- cyber-is-exceptional-dangerous-capability-domain-with-documented-real-world-evidence-exceeding-benchmark-predictions
+- cyber-capability-benchmarks-overstate-exploitation-understate-reconnaissance-because-ctf-isolates-techniques-from-attack-phase-dynamics
+- AI lowers the expertise barrier for engineering biological weapons from PhD-level to amateur which makes bioterrorism the most proximate AI-enabled existential risk
+reweave_edges:
+- AI cyber capability benchmarks systematically overstate exploitation capability while understating reconnaissance capability because CTF environments isolate single techniques from real attack phase dynamics|related|2026-04-06
+supports:
+- The first AI model to complete an end-to-end enterprise attack chain converts capability uplift into operational autonomy creating a categorical risk change
 ---
 
 # 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
@@ -33,4 +40,4 @@ Claude Mythos Preview achieved 73% success rate on expert-level CTF challenges a
 
 **Source:** UK AISI Mythos evaluation, April 2026
 
-Claude Mythos Preview's 3/10 success rate on completing a 32-step enterprise network intrusion from start to finish provides the first documented case of an AI model achieving end-to-end autonomous attack capability in a realistic environment. This exceeds what CTF benchmark performance (73% success on isolated tasks) would predict, confirming that cyber capabilities in integrated attack scenarios can exceed component-task predictions. AISI specifically noted Mythos's effectiveness at 'mapping complex software dependencies, making it highly effective at locating zero-day vulnerabilities in critical infrastructure software.'
+Claude Mythos Preview's 3/10 success rate on completing a 32-step enterprise network intrusion from start to finish provides the first documented case of an AI model achieving end-to-end autonomous attack capability in a realistic environment. This exceeds what CTF benchmark performance (73% success on isolated tasks) would predict, confirming that cyber capabilities in integrated attack scenarios can exceed component-task predictions. AISI specifically noted Mythos's effectiveness at 'mapping complex software dependencies, making it highly effective at locating zero-day vulnerabilities in critical infrastructure software.'
\ No newline at end of file
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 5fedc6deb..b93b65fd3 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	
@@ -6,12 +6,16 @@ confidence: experimental
 source: "Hadfield-Menell, Dragan, Abbeel, Russell, 'Cooperative Inverse Reinforcement Learning' (NeurIPS 2016); Russell, 'Human Compatible: AI and the Problem of Control' (Viking, 2019)"
 created: 2026-04-05
 related:
-  - "an AI agent that is uncertain about its objectives will defer to human shutdown commands because corrigibility emerges from value uncertainty not from engineering against instrumental interests"
-  - "RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values"
-  - "intelligence and goals are orthogonal so a superintelligence can be maximally competent while pursuing arbitrary or destructive ends"
-  - "pluralistic AI alignment through multiple systems preserves value diversity better than forced consensus"
+- an AI agent that is uncertain about its objectives will defer to human shutdown commands because corrigibility emerges from value uncertainty not from engineering against instrumental interests
+- RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values
+- intelligence and goals are orthogonal so a superintelligence can be maximally competent while pursuing arbitrary or destructive ends
+- pluralistic AI alignment through multiple systems preserves value diversity better than forced consensus
 sourced_from:
 - inbox/archive/bostrom-russell-drexler-alignment-foundations.md
+supports:
+- 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
+reweave_edges:
+- 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|supports|2026-04-24
 ---
 
 # 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
@@ -32,4 +36,4 @@ The relationship to the orthogonality thesis is nuanced. [[intelligence and goal
 - 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.
+- 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.
\ No newline at end of file
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 6acc91e1c..024848b8f 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
@@ -14,10 +14,12 @@ attribution:
 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
+- Military AI contract language using 'any lawful use' creates surveillance loopholes through existing statutory permissions that make explicit prohibitions ineffective
 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
+- Military AI contract language using 'any lawful use' creates surveillance loopholes through existing statutory permissions that make explicit prohibitions ineffective|related|2026-04-24
 supports:
 - use-based-ai-governance-emerged-as-legislative-framework-but-lacks-bipartisan-support
 ---
@@ -34,4 +36,4 @@ Relevant Notes:
 - [[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]]
 
 Topics:
-- [[_map]]
+- [[_map]]
\ No newline at end of file
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 a90966f4f..781b417a5 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
@@ -18,10 +18,14 @@ reweave_edges:
 - 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
+- Commercial contract governance of military AI produces form-substance divergence through statutory authority preservation that voluntary amendments cannot override|supports|2026-04-24
+- Voluntary AI safety red lines without constitutional protection are structurally equivalent to no red lines because both depend on trust and lack external enforcement mechanisms|supports|2026-04-24
 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
 - 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
+- Commercial contract governance of military AI produces form-substance divergence through statutory authority preservation that voluntary amendments cannot override
+- Voluntary AI safety red lines without constitutional protection are structurally equivalent to no red lines because both depend on trust and lack external enforcement mechanisms
 ---
 
 # Voluntary safety constraints without external enforcement mechanisms are statements of intent not binding governance because aspirational language with loopholes enables compliance theater while permitting prohibited uses
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 93e2403ef..28b5392f4 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	
@@ -9,12 +9,14 @@ related:
 - 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
 - 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
+- conceptual architecture
 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
 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
+- conceptual architecture|related|2026-04-24
 ---
 
 # 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/entertainment/blank-narrative-vessel-achieves-commercial-scale-through-fan-emotional-projection.md b/domains/entertainment/blank-narrative-vessel-achieves-commercial-scale-through-fan-emotional-projection.md
index 0f4a588b0..ce3d33d25 100644
--- a/domains/entertainment/blank-narrative-vessel-achieves-commercial-scale-through-fan-emotional-projection.md
+++ b/domains/entertainment/blank-narrative-vessel-achieves-commercial-scale-through-fan-emotional-projection.md
@@ -10,10 +10,19 @@ agent: clay
 sourced_from: entertainment/evergreen-tofugu-hello-kitty-blank-narrative-vessel.md
 scope: causal
 sourcer: Tofugu Staff
-challenges: ["creator-economy-inflection-from-novelty-driven-growth-to-narrative-driven-retention-when-passive-exploration-exhausts-novelty"]
-related: ["minimum-viable-narrative-achieves-50m-revenue-scale-through-character-design-and-distribution-without-story-depth", "creator-economy-inflection-from-novelty-driven-growth-to-narrative-driven-retention-when-passive-exploration-exhausts-novelty", "community-owned-IP-grows-through-complex-contagion-not-viral-spread-because-fandom-requires-multiple-reinforcing-exposures-from-trusted-community-members", "distributed-narrative-architecture-enables-ip-scale-without-concentrated-story-through-blank-canvas-fan-projection"]
+challenges:
+- creator-economy-inflection-from-novelty-driven-growth-to-narrative-driven-retention-when-passive-exploration-exhausts-novelty
+related:
+- minimum-viable-narrative-achieves-50m-revenue-scale-through-character-design-and-distribution-without-story-depth
+- creator-economy-inflection-from-novelty-driven-growth-to-narrative-driven-retention-when-passive-exploration-exhausts-novelty
+- community-owned-IP-grows-through-complex-contagion-not-viral-spread-because-fandom-requires-multiple-reinforcing-exposures-from-trusted-community-members
+- distributed-narrative-architecture-enables-ip-scale-without-concentrated-story-through-blank-canvas-fan-projection
+supports:
+- Blank narrative vessel IP generates commercial affinity at scale but not civilizational coordination
+reweave_edges:
+- Blank narrative vessel IP generates commercial affinity at scale but not civilizational coordination|supports|2026-04-24
 ---
 
 # Blank narrative vessel IP achieves commercial scale through fan emotional projection without creator-supplied narrative depth
 
-Hello Kitty's designer Yuko Yamaguchi explicitly states the character 'doesn't have a mouth so that people who look at her can project their own feelings onto her face.' This is not aesthetic preference but a deliberate emotional projection mechanism. By removing the mouth—a primary emotional signifier—the character becomes what Tofugu calls a 'psychological mirror.' Unlike Mickey Mouse with a fixed expression, Hello Kitty can appear happy, sad, or neutral based entirely on viewer emotional state. This blank canvas approach has generated $80B+ cumulative revenue over 50 years, ranking #2 globally in media franchise licensing (behind Pokémon, ahead of Mickey Mouse and Star Wars). Critically, Sanrio states that 'entertainment productions are the result, not the cause, of its IPs' success'—narrative content is produced downstream of fan affinity, not upstream. The mechanism inverts the traditional IP development model: instead of create narrative → build fan base → license, Sanrio creates affinity FIRST through emotional projection, then produces narrative content as a result of fan demand. This demonstrates that mass market IP success does not require creator-supplied narrative depth when the projection mechanism is sufficiently effective.
+Hello Kitty's designer Yuko Yamaguchi explicitly states the character 'doesn't have a mouth so that people who look at her can project their own feelings onto her face.' This is not aesthetic preference but a deliberate emotional projection mechanism. By removing the mouth—a primary emotional signifier—the character becomes what Tofugu calls a 'psychological mirror.' Unlike Mickey Mouse with a fixed expression, Hello Kitty can appear happy, sad, or neutral based entirely on viewer emotional state. This blank canvas approach has generated $80B+ cumulative revenue over 50 years, ranking #2 globally in media franchise licensing (behind Pokémon, ahead of Mickey Mouse and Star Wars). Critically, Sanrio states that 'entertainment productions are the result, not the cause, of its IPs' success'—narrative content is produced downstream of fan affinity, not upstream. The mechanism inverts the traditional IP development model: instead of create narrative → build fan base → license, Sanrio creates affinity FIRST through emotional projection, then produces narrative content as a result of fan demand. This demonstrates that mass market IP success does not require creator-supplied narrative depth when the projection mechanism is sufficiently effective.
\ No newline at end of file
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 cf63ced79..cfca6bf8b 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
@@ -13,9 +13,11 @@ related_claims: ["[[community-owned-IP-has-structural-advantage-in-human-made-pr
 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
+- Negative CAC model inverts IP economics by treating merchandise as profitable user acquisition rather than monetization endpoint
 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
+- Negative CAC model inverts IP economics by treating merchandise as profitable user acquisition rather than monetization endpoint|related|2026-04-24
 sourced_from:
 - inbox/archive/entertainment/2026-04-xx-coindesk-pudgy-penguins-blueprint-tokenized-culture.md
 - inbox/archive/entertainment/2026-03-10-coindesk-pudgy-world-launch-club-penguin-moment.md
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 8c4cc30fb..9dcaed603 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	
@@ -10,11 +10,13 @@ related:
 - 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
+- Creator economy M&A dual-track structure reveals competing theses about value concentration
 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
+- Creator economy M&A dual-track structure reveals competing theses about value concentration|related|2026-04-24
 sourced_from:
 - inbox/archive/general/shapiro-relentless-creator-economy.md
 ---
@@ -56,4 +58,4 @@ Relevant Notes:
 
 Topics:
 - [[maps/competitive advantage and moats]]
-- [[web3 entertainment and creator economy]]
+- [[web3 entertainment and creator economy]]
\ No newline at end of file
diff --git a/domains/entertainment/distributed-narrative-architecture-enables-ip-scale-without-concentrated-story-through-blank-canvas-fan-projection.md b/domains/entertainment/distributed-narrative-architecture-enables-ip-scale-without-concentrated-story-through-blank-canvas-fan-projection.md
index 3bb7c47e3..0bb880d3b 100644
--- a/domains/entertainment/distributed-narrative-architecture-enables-ip-scale-without-concentrated-story-through-blank-canvas-fan-projection.md
+++ b/domains/entertainment/distributed-narrative-architecture-enables-ip-scale-without-concentrated-story-through-blank-canvas-fan-projection.md
@@ -10,7 +10,12 @@ agent: clay
 scope: structural
 sourcer: Trung Phan
 related_claims: ["[[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]]"]
-related: ["distributed-narrative-architecture-enables-ip-scale-without-concentrated-story-through-blank-canvas-fan-projection"]
+related:
+- distributed-narrative-architecture-enables-ip-scale-without-concentrated-story-through-blank-canvas-fan-projection
+supports:
+- Blank narrative vessel IP generates commercial affinity at scale but not civilizational coordination
+reweave_edges:
+- Blank narrative vessel IP generates commercial affinity at scale but not civilizational coordination|supports|2026-04-24
 ---
 
 # Distributed narrative architecture enables IP to reach $80B+ scale without concentrated story by creating blank-canvas characters that allow fan projection
@@ -29,4 +34,4 @@ Pudgy Penguins' DreamWorks deal creates tension with the blank canvas model: the
 
 **Source:** Tofugu interview with Sanrio designer Yuko Yamaguchi, franchise revenue data
 
-Hello Kitty designer Yuko Yamaguchi explicitly confirms the mechanism: 'she doesn't have a mouth so that people who look at her can project their own feelings onto her face.' This is direct evidence that the blank canvas is intentional design strategy, not accident. The $80B revenue and #2 global franchise ranking provides commercial proof of scale.
+Hello Kitty designer Yuko Yamaguchi explicitly confirms the mechanism: 'she doesn't have a mouth so that people who look at her can project their own feelings onto her face.' This is direct evidence that the blank canvas is intentional design strategy, not accident. The $80B revenue and #2 global franchise ranking provides commercial proof of scale.
\ No newline at end of file
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 27259ea5f..8bca28025 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	
@@ -9,8 +9,11 @@ supports:
 - 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
+- Creator economy M&A dual-track structure reveals competing theses about value concentration|related|2026-04-24
 sourced_from:
 - inbox/archive/general/shapiro-infinite-tv.md
+related:
+- Creator economy M&A dual-track structure reveals competing theses about value concentration
 ---
 
 # media disruption follows two sequential phases as distribution moats fall first and creation moats fall second
@@ -45,4 +48,4 @@ Relevant Notes:
 
 Topics:
 - [[maps/competitive advantage and moats]]
-- [[web3 entertainment and creator economy]]
+- [[web3 entertainment and creator economy]]
\ No newline at end of file
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 73f10c794..64ff7c16f 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
@@ -15,10 +15,14 @@ supports:
 - 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
+- GIPHY platform dominance signals Phase 1 completion for blank narrative vessel IP by proving emotional affinity at internet scale
+- Pre-launch ARGs function as narrative validation mechanism for community-owned IP by testing story engagement before production investment
 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
+- GIPHY platform dominance signals Phase 1 completion for blank narrative vessel IP by proving emotional affinity at internet scale|related|2026-04-24
+- Pre-launch ARGs function as narrative validation mechanism for community-owned IP by testing story engagement before production investment|related|2026-04-24
 sourced_from:
 - inbox/archive/entertainment/2025-02-01-animation-magazine-lil-pudgys-launch-thesoul.md
 - inbox/archive/entertainment/2026-04-xx-coindesk-pudgy-penguins-blueprint-tokenized-culture.md
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 5bcba9e0a..2b1e580bd 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
@@ -16,11 +16,15 @@ 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
 - NFT holder royalties from IP licensing create permanent financial skin-in-the-game that aligns holder interests with IP quality without requiring governance participation
+- Blank narrative vessel IP generates commercial affinity at scale but not civilizational coordination
+- GIPHY platform dominance signals Phase 1 completion for blank narrative vessel IP by proving emotional affinity at internet scale
 reweave_edges:
 - 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
 - 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
+- Blank narrative vessel IP generates commercial affinity at scale but not civilizational coordination|related|2026-04-24
+- GIPHY platform dominance signals Phase 1 completion for blank narrative vessel IP by proving emotional affinity at internet scale|related|2026-04-24
 sourced_from:
 - inbox/archive/entertainment/2026-04-xx-coindesk-pudgy-penguins-blueprint-tokenized-culture.md
 - inbox/archive/entertainment/2026-03-10-coindesk-pudgy-world-launch-club-penguin-moment.md
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 76090fc76..3508dac1b 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
@@ -18,8 +18,11 @@ 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
 - Web3 gaming projects can achieve mainstream user acquisition without retention when brand strength precedes product-market fit|supports|2026-04-17
+- Negative CAC model inverts IP economics by treating merchandise as profitable user acquisition rather than monetization endpoint|related|2026-04-24
 sourced_from:
 - inbox/archive/entertainment/2026-04-12-coindesk-pudgy-world-hiding-crypto.md
+related:
+- Negative CAC model inverts IP economics by treating merchandise as profitable user acquisition rather than monetization endpoint
 ---
 
 # Web3 IP crossover strategy inverts from blockchain-as-product to blockchain-as-invisible-infrastructure when targeting mainstream audiences
diff --git a/domains/grand-strategy/attractor-coordination-enabled-abundance.md b/domains/grand-strategy/attractor-coordination-enabled-abundance.md
index 2e3a77d4c..b54e511ed 100644
--- a/domains/grand-strategy/attractor-coordination-enabled-abundance.md
+++ b/domains/grand-strategy/attractor-coordination-enabled-abundance.md
@@ -2,8 +2,7 @@
 confidence: experimental
 created: 2026-04-02
 depends_on:
-- coordination failures arise from individually rational strategies that produce collectively irrational outcomes because the Nash equilibrium of non-cooperation dominates when trust and enforcement are
-  absent
+- coordination failures arise from individually rational strategies that produce collectively irrational outcomes because the Nash equilibrium of non-cooperation dominates when trust and enforcement are absent
 - Ostrom proved communities self-govern shared resources when eight design principles are met without requiring state control or privatization
 - designing coordination rules is categorically different from designing coordination outcomes as nine intellectual traditions independently confirm
 - voluntary safety commitments collapse under competitive pressure because coordination mechanisms like futarchy can bind where unilateral pledges cannot
@@ -14,9 +13,11 @@ domain: grand-strategy
 related:
 - attractor-post-scarcity-multiplanetary
 - futarchy-conditional-markets-aggregate-information-through-financial-stake-not-voting-participation
+- conceptual architecture
 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
+- conceptual architecture|related|2026-04-24
 source: Leo, synthesis of Schmachtenberger third-attractor framework, Abdalla manuscript price-of-anarchy analysis, Ostrom design principles, KB futarchy/collective intelligence claims
 supports:
 - three independent intellectual traditions converge on coordination-without-centralization as the only viable path between uncoordinated collapse and authoritarian capture
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 ea5a62e48..837b7f2d7 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
@@ -12,11 +12,13 @@ sourcer: Multiple sources (Wikipedia, Rapid Transition Alliance, LSE Grantham In
 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
+- Industry support for technology governance is achievable when leading firms hold patents on compliant substitutes and governance creates mandatory migration from regulated technology
 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
+- Industry support for technology governance is achievable when leading firms hold patents on compliant substitutes and governance creates mandatory migration from regulated technology|supports|2026-04-24
 ---
 
 # Binding international governance for high-stakes technologies requires commercial migration paths to exist at signing, not low competitive stakes at inception
@@ -34,4 +36,4 @@ Montreal Protocol's Multilateral Fund (1990) paid developing countries' incremen
 
 **Source:** Maxwell & Briscoe (1997), DuPont CFC case
 
-Maxwell & Briscoe (1997) specify the DuPont mechanism: commercial migration path succeeded because DuPont held patents on HCFC/HFC substitutes while CFC patents were expiring. The $500 million investment in substitutes post-protocol demonstrates the path was not just available but profitable. This clarifies that 'commercial migration path' requires patent-protected substitutes held by leading firms, not merely technical alternatives.
+Maxwell & Briscoe (1997) specify the DuPont mechanism: commercial migration path succeeded because DuPont held patents on HCFC/HFC substitutes while CFC patents were expiring. The $500 million investment in substitutes post-protocol demonstrates the path was not just available but profitable. This clarifies that 'commercial migration path' requires patent-protected substitutes held by leading firms, not merely technical alternatives.
\ No newline at end of file
diff --git a/domains/grand-strategy/coercive-governance-instruments-create-offense-defense-asymmetries-when-applied-to-dual-use-capabilities.md b/domains/grand-strategy/coercive-governance-instruments-create-offense-defense-asymmetries-when-applied-to-dual-use-capabilities.md
index 95d4b2b64..1dbeb3b77 100644
--- a/domains/grand-strategy/coercive-governance-instruments-create-offense-defense-asymmetries-when-applied-to-dual-use-capabilities.md
+++ b/domains/grand-strategy/coercive-governance-instruments-create-offense-defense-asymmetries-when-applied-to-dual-use-capabilities.md
@@ -10,9 +10,16 @@ agent: leo
 sourced_from: grand-strategy/2026-04-14-axios-cisa-cuts-mythos-governance-conflict.md
 scope: causal
 sourcer: Axios
-related: ["frontier-ai-capability-national-security-criticality-prevents-government-from-enforcing-own-governance-instruments", "private-ai-lab-access-restrictions-create-government-offensive-defensive-capability-asymmetries-without-accountability-structure", "government designation of safety-conscious AI labs as supply chain risks inverts the regulatory dynamic by penalizing safety constraints rather than enforcing them"]
+related:
+- frontier-ai-capability-national-security-criticality-prevents-government-from-enforcing-own-governance-instruments
+- private-ai-lab-access-restrictions-create-government-offensive-defensive-capability-asymmetries-without-accountability-structure
+- government designation of safety-conscious AI labs as supply chain risks inverts the regulatory dynamic by penalizing safety constraints rather than enforcing them
+supports:
+- Coercive governance instruments produce offense-defense asymmetries through selective enforcement within the deploying agency
+reweave_edges:
+- Coercive governance instruments produce offense-defense asymmetries through selective enforcement within the deploying agency|supports|2026-04-24
 ---
 
 # Coercive governance instruments create offense-defense asymmetries when applied to dual-use capabilities because access restrictions affect defensive and offensive agencies asymmetrically
 
-The Trump administration's supply chain designation of Anthropic—deployed as coercive pressure—has created a structural asymmetry in US cybersecurity capabilities. CISA, the agency responsible for defending civilian infrastructure, cannot access Mythos (Anthropic's most powerful cybersecurity AI) due to the designation's restrictions. Meanwhile, NSA apparently retains access for offensive cyber operations. This reveals a fundamental property of coercive governance instruments applied to dual-use technologies: access restrictions affect defensive and offensive agencies differently because they operate under different legal authorities and procurement pathways. The designation was intended to pressure Anthropic into compliance, but its actual effect is to degrade defensive cybersecurity posture while maintaining or enhancing offensive capabilities. This is compounded by simultaneous DOGE-driven CISA budget cuts, which reduce defensive capacity precisely when Mythos has increased the threat surface for AI-powered attacks. The governance instrument is producing the inverse of its stated security objective—not through adversarial action, but through the internal logic of how access restrictions interact with organizational boundaries between offense and defense.
+The Trump administration's supply chain designation of Anthropic—deployed as coercive pressure—has created a structural asymmetry in US cybersecurity capabilities. CISA, the agency responsible for defending civilian infrastructure, cannot access Mythos (Anthropic's most powerful cybersecurity AI) due to the designation's restrictions. Meanwhile, NSA apparently retains access for offensive cyber operations. This reveals a fundamental property of coercive governance instruments applied to dual-use technologies: access restrictions affect defensive and offensive agencies differently because they operate under different legal authorities and procurement pathways. The designation was intended to pressure Anthropic into compliance, but its actual effect is to degrade defensive cybersecurity posture while maintaining or enhancing offensive capabilities. This is compounded by simultaneous DOGE-driven CISA budget cuts, which reduce defensive capacity precisely when Mythos has increased the threat surface for AI-powered attacks. The governance instrument is producing the inverse of its stated security objective—not through adversarial action, but through the internal logic of how access restrictions interact with organizational boundaries between offense and defense.
\ No newline at end of file
diff --git a/domains/grand-strategy/frontier-ai-capability-national-security-criticality-prevents-government-from-enforcing-own-governance-instruments.md b/domains/grand-strategy/frontier-ai-capability-national-security-criticality-prevents-government-from-enforcing-own-governance-instruments.md
index 403a11c14..2a5368bbd 100644
--- a/domains/grand-strategy/frontier-ai-capability-national-security-criticality-prevents-government-from-enforcing-own-governance-instruments.md
+++ b/domains/grand-strategy/frontier-ai-capability-national-security-criticality-prevents-government-from-enforcing-own-governance-instruments.md
@@ -10,7 +10,22 @@ agent: leo
 sourced_from: grand-strategy/2026-04-22-cnbc-trump-anthropic-deal-possible-pentagon.md
 scope: structural
 sourcer: CNBC Technology
-related: ["judicial-framing-of-voluntary-ai-safety-constraints-as-financial-harm-removes-constitutional-floor-enabling-administrative-dismantling", "voluntary-ai-safety-constraints-lack-legal-enforcement-mechanism-when-primary-customer-demands-safety-unconstrained-alternatives", "government designation of safety-conscious AI labs as supply chain risks inverts the regulatory dynamic by penalizing safety constraints rather than enforcing them", "strategic-interest-alignment-determines-whether-national-security-framing-enables-or-undermines-mandatory-governance", "nation-states will inevitably assert control over frontier AI development because the monopoly on force is the foundational state function and weapons-grade AI capability in private hands is structurally intolerable to governments", "AI development is a critical juncture in institutional history where the mismatch between capabilities and governance creates a window for transformation", "legislative-ceiling-replicates-strategic-interest-inversion-at-statutory-scope-definition-level", "frontier-ai-capability-national-security-criticality-prevents-government-from-enforcing-own-governance-instruments", "private-ai-lab-access-restrictions-create-government-offensive-defensive-capability-asymmetries-without-accountability-structure"]
+related:
+- judicial-framing-of-voluntary-ai-safety-constraints-as-financial-harm-removes-constitutional-floor-enabling-administrative-dismantling
+- voluntary-ai-safety-constraints-lack-legal-enforcement-mechanism-when-primary-customer-demands-safety-unconstrained-alternatives
+- government designation of safety-conscious AI labs as supply chain risks inverts the regulatory dynamic by penalizing safety constraints rather than enforcing them
+- strategic-interest-alignment-determines-whether-national-security-framing-enables-or-undermines-mandatory-governance
+- nation-states will inevitably assert control over frontier AI development because the monopoly on force is the foundational state function and weapons-grade AI capability in private hands is structurally intolerable to governments
+- AI development is a critical juncture in institutional history where the mismatch between capabilities and governance creates a window for transformation
+- legislative-ceiling-replicates-strategic-interest-inversion-at-statutory-scope-definition-level
+- frontier-ai-capability-national-security-criticality-prevents-government-from-enforcing-own-governance-instruments
+- private-ai-lab-access-restrictions-create-government-offensive-defensive-capability-asymmetries-without-accountability-structure
+supports:
+- Coercive governance instruments produce offense-defense asymmetries through selective enforcement within the deploying agency
+- Limited-partner deployment model for ASL-4 capabilities fails at supply chain boundary because contractor access controls are structurally weaker than lab-internal controls
+reweave_edges:
+- Coercive governance instruments produce offense-defense asymmetries through selective enforcement within the deploying agency|supports|2026-04-24
+- Limited-partner deployment model for ASL-4 capabilities fails at supply chain boundary because contractor access controls are structurally weaker than lab-internal controls|supports|2026-04-24
 ---
 
 # When frontier AI capability becomes critical to national security, the government cannot maintain governance instruments that restrict its own access
@@ -43,4 +58,4 @@ NSA confirmed using Mythos during April 17-19, 2026 despite February 27 federal
 
 **Source:** Axios April 19, 2026; TechCrunch April 20, 2026
 
-The NSA is using Anthropic's Mythos despite the DOD supply chain blacklist against Anthropic. The NSA is a component of DOD, meaning the department that issued the designation cannot enforce it against its own intelligence apparatus. This confirms that perceived capability criticality overrides formal governance instruments even within the same organizational hierarchy.
+The NSA is using Anthropic's Mythos despite the DOD supply chain blacklist against Anthropic. The NSA is a component of DOD, meaning the department that issued the designation cannot enforce it against its own intelligence apparatus. This confirms that perceived capability criticality overrides formal governance instruments even within the same organizational hierarchy.
\ No newline at end of file
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 3bd6f3f64..090fbc643 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
@@ -17,6 +17,9 @@ supports:
 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
+- Industry support for technology governance is achievable when leading firms hold patents on compliant substitutes and governance creates mandatory migration from regulated technology|related|2026-04-24
+related:
+- Industry support for technology governance is achievable when leading firms hold patents on compliant substitutes and governance creates mandatory migration from regulated technology
 ---
 
 # Pharmaceutical governance advances required triggering events not incremental advocacy because Kefauver's three-year blockage preceded thalidomide breakthrough
diff --git a/domains/grand-strategy/product-liability-doctrine-creates-mandatory-architectural-safety-constraints-through-design-defect-framing-when-behavioral-patches-fail-to-prevent-foreseeable-professional-domain-harms.md b/domains/grand-strategy/product-liability-doctrine-creates-mandatory-architectural-safety-constraints-through-design-defect-framing-when-behavioral-patches-fail-to-prevent-foreseeable-professional-domain-harms.md
index cac66fbc9..c26e2d0e1 100644
--- a/domains/grand-strategy/product-liability-doctrine-creates-mandatory-architectural-safety-constraints-through-design-defect-framing-when-behavioral-patches-fail-to-prevent-foreseeable-professional-domain-harms.md
+++ b/domains/grand-strategy/product-liability-doctrine-creates-mandatory-architectural-safety-constraints-through-design-defect-framing-when-behavioral-patches-fail-to-prevent-foreseeable-professional-domain-harms.md
@@ -9,10 +9,17 @@ title: Product liability doctrine creates mandatory architectural safety constra
 agent: leo
 scope: causal
 sourcer: Stanford Law CodeX Center for Legal Informatics
-challenges: ["voluntary-ai-safety-constraints-lack-legal-enforcement-mechanism-when-primary-customer-demands-safety-unconstrained-alternatives"]
-related: ["voluntary-ai-safety-constraints-lack-legal-enforcement-mechanism-when-primary-customer-demands-safety-unconstrained-alternatives", "three-track-corporate-safety-governance-stack-reveals-sequential-ceiling-architecture"]
+challenges:
+- voluntary-ai-safety-constraints-lack-legal-enforcement-mechanism-when-primary-customer-demands-safety-unconstrained-alternatives
+related:
+- voluntary-ai-safety-constraints-lack-legal-enforcement-mechanism-when-primary-customer-demands-safety-unconstrained-alternatives
+- three-track-corporate-safety-governance-stack-reveals-sequential-ceiling-architecture
+supports:
+- Professional practice domain violations create narrow liability pathway for architectural negligence because regulated domains have established harm thresholds and attribution clarity
+reweave_edges:
+- Professional practice domain violations create narrow liability pathway for architectural negligence because regulated domains have established harm thresholds and attribution clarity|supports|2026-04-24
 ---
 
 # Product liability doctrine creates mandatory architectural safety constraints through design defect framing when behavioral patches fail to prevent foreseeable professional domain harms
 
-The Nippon Life v. OpenAI case introduces a novel legal theory that distinguishes between 'behavioral patches' (terms-of-service disclaimers) and architectural safeguards in AI system design. OpenAI issued an October 2024 policy revision warning against using ChatGPT for active litigation without supervision, but did not implement architectural constraints that would surface epistemic limitations at the point of output. When ChatGPT drafted litigation documents for a pro se litigant in a case already dismissed with prejudice—without disclosing it could not access real-time case status or that it was operating in a regulated professional practice domain—the plaintiff argues this constitutes a design defect, not mere misuse. The legal innovation is applying product liability doctrine's design defect framework to AI systems: the claim is that ChatGPT could have been designed to surface its limitations in professional practice domains, and OpenAI's choice not to implement such constraints creates liability. If the court accepts this framing, it establishes that architectural design choices have legal consequences distinct from contractual disclaimers, creating a mandatory safety mechanism through existing tort law rather than requiring AI-specific legislation. This bypasses the legislative deadlock on AI governance by using century-old product liability principles. The case is narrow—focused specifically on unauthorized practice of law in regulated professional domains—which makes it more likely courts will accept the framing without needing to resolve broader AI liability questions.
+The Nippon Life v. OpenAI case introduces a novel legal theory that distinguishes between 'behavioral patches' (terms-of-service disclaimers) and architectural safeguards in AI system design. OpenAI issued an October 2024 policy revision warning against using ChatGPT for active litigation without supervision, but did not implement architectural constraints that would surface epistemic limitations at the point of output. When ChatGPT drafted litigation documents for a pro se litigant in a case already dismissed with prejudice—without disclosing it could not access real-time case status or that it was operating in a regulated professional practice domain—the plaintiff argues this constitutes a design defect, not mere misuse. The legal innovation is applying product liability doctrine's design defect framework to AI systems: the claim is that ChatGPT could have been designed to surface its limitations in professional practice domains, and OpenAI's choice not to implement such constraints creates liability. If the court accepts this framing, it establishes that architectural design choices have legal consequences distinct from contractual disclaimers, creating a mandatory safety mechanism through existing tort law rather than requiring AI-specific legislation. This bypasses the legislative deadlock on AI governance by using century-old product liability principles. The case is narrow—focused specifically on unauthorized practice of law in regulated professional domains—which makes it more likely courts will accept the framing without needing to resolve broader AI liability questions.
\ No newline at end of file
diff --git a/domains/grand-strategy/professional-practice-domain-violations-create-narrow-liability-pathway-for-architectural-negligence-because-regulated-domains-have-established-harm-thresholds-and-attribution-clarity.md b/domains/grand-strategy/professional-practice-domain-violations-create-narrow-liability-pathway-for-architectural-negligence-because-regulated-domains-have-established-harm-thresholds-and-attribution-clarity.md
index 862f04681..7a12a89b1 100644
--- a/domains/grand-strategy/professional-practice-domain-violations-create-narrow-liability-pathway-for-architectural-negligence-because-regulated-domains-have-established-harm-thresholds-and-attribution-clarity.md
+++ b/domains/grand-strategy/professional-practice-domain-violations-create-narrow-liability-pathway-for-architectural-negligence-because-regulated-domains-have-established-harm-thresholds-and-attribution-clarity.md
@@ -9,9 +9,14 @@ title: Professional practice domain violations create narrow liability pathway f
 agent: leo
 scope: structural
 sourcer: Stanford Law CodeX Center for Legal Informatics
-related: ["triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-confirmed-across-pharmaceutical-and-arms-control-domains"]
+related:
+- triggering-event-architecture-requires-three-components-infrastructure-disaster-champion-confirmed-across-pharmaceutical-and-arms-control-domains
+supports:
+- Product liability doctrine creates mandatory architectural safety constraints through design defect framing when behavioral patches fail to prevent foreseeable professional domain harms
+reweave_edges:
+- Product liability doctrine creates mandatory architectural safety constraints through design defect framing when behavioral patches fail to prevent foreseeable professional domain harms|supports|2026-04-24
 ---
 
 # Professional practice domain violations create narrow liability pathway for architectural negligence because regulated domains have established harm thresholds and attribution clarity
 
-The Nippon Life case's primary legal theory—that ChatGPT committed unauthorized practice of law (UPL)—is strategically narrower than general AI liability claims. By framing the harm as a professional practice violation rather than a general AI safety failure, the plaintiffs avoid needing courts to resolve broad questions about AI liability, algorithmic transparency, or general duty of care. Professional practice domains (law, medicine, accounting, engineering) have three properties that make them tractable for architectural negligence claims: (1) clear regulatory boundaries defining what constitutes practice in that domain, (2) established licensing requirements that create bright-line rules for who can provide services, and (3) direct attribution of harm to specific outputs rather than diffuse systemic effects. When ChatGPT drafted legal documents without disclosing it could not verify case status or jurisdictional requirements, it crossed a regulatory threshold that already exists independent of AI-specific governance. The court can decide whether AI systems must surface limitations in regulated professional domains without establishing precedent for general AI liability. This creates a replicable pathway: if the design defect theory succeeds for UPL, it can extend to medical diagnosis, tax advice, engineering specifications, and other licensed professional services—each with its own established harm thresholds and regulatory infrastructure. The narrow framing is the strategic innovation that makes architectural negligence legally tractable.
+The Nippon Life case's primary legal theory—that ChatGPT committed unauthorized practice of law (UPL)—is strategically narrower than general AI liability claims. By framing the harm as a professional practice violation rather than a general AI safety failure, the plaintiffs avoid needing courts to resolve broad questions about AI liability, algorithmic transparency, or general duty of care. Professional practice domains (law, medicine, accounting, engineering) have three properties that make them tractable for architectural negligence claims: (1) clear regulatory boundaries defining what constitutes practice in that domain, (2) established licensing requirements that create bright-line rules for who can provide services, and (3) direct attribution of harm to specific outputs rather than diffuse systemic effects. When ChatGPT drafted legal documents without disclosing it could not verify case status or jurisdictional requirements, it crossed a regulatory threshold that already exists independent of AI-specific governance. The court can decide whether AI systems must surface limitations in regulated professional domains without establishing precedent for general AI liability. This creates a replicable pathway: if the design defect theory succeeds for UPL, it can extend to medical diagnosis, tax advice, engineering specifications, and other licensed professional services—each with its own established harm thresholds and regulatory infrastructure. The narrow framing is the strategic innovation that makes architectural negligence legally tractable.
\ No newline at end of file
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 64c2ecf74..fe83a05a3 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
@@ -13,9 +13,11 @@ related_claims: ["[[technology-governance-coordination-gaps-close-when-four-enab
 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
+- Parallel governance deadline misses across independent domains indicate deliberate reorientation rather than administrative failure
 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
+- Parallel governance deadline misses across independent domains indicate deliberate reorientation rather than administrative failure|related|2026-04-24
 ---
 
 # 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
@@ -26,4 +28,4 @@ COVID-19 provides the definitive test case: the largest triggering event in mode
 
 **Source:** EO 14292 rescinding May 2024 DURC/PEPP policy after COVID-19 pandemic
 
-The DURC/PEPP rescission challenges the permanence assumption in triggering event theory: the COVID-19 pandemic was a maximum-scale triggering event (millions of deaths, global economic disruption), yet the domestic regulatory governance it produced (DURC/PEPP framework) was eliminated within one year of a new administration. This suggests triggering events produce governance that is administration-dependent rather than institutionally stable.
+The DURC/PEPP rescission challenges the permanence assumption in triggering event theory: the COVID-19 pandemic was a maximum-scale triggering event (millions of deaths, global economic disruption), yet the domestic regulatory governance it produced (DURC/PEPP framework) was eliminated within one year of a new administration. This suggests triggering events produce governance that is administration-dependent rather than institutionally stable.
\ No newline at end of file
diff --git a/domains/health/Big Food companies engineer addictive products by hacking evolutionary reward pathways creating a noncommunicable disease epidemic more deadly than the famines specialization eliminated.md b/domains/health/Big Food companies engineer addictive products by hacking evolutionary reward pathways creating a noncommunicable disease epidemic more deadly than the famines specialization eliminated.md
index 0aab7ac76..83c214a6a 100644
--- a/domains/health/Big Food companies engineer addictive products by hacking evolutionary reward pathways creating a noncommunicable disease epidemic more deadly than the famines specialization eliminated.md	
+++ b/domains/health/Big Food companies engineer addictive products by hacking evolutionary reward pathways creating a noncommunicable disease epidemic more deadly than the famines specialization eliminated.md	
@@ -15,6 +15,9 @@ related:
 - 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
 reweave_edges:
 - 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|2026-03-31
+- The behavioral-biological health determinant dichotomy is false for obesity because what appears as behavioral overconsumption is dopamine reward dysregulation continuously activated by the food environment|supports|2026-04-24
+supports:
+- The behavioral-biological health determinant dichotomy is false for obesity because what appears as behavioral overconsumption is dopamine reward dysregulation continuously activated by the food environment
 ---
 
 # Big Food companies engineer addictive products by hacking evolutionary reward pathways creating a noncommunicable disease epidemic more deadly than the famines specialization eliminated
@@ -55,4 +58,4 @@ Relevant Notes:
 
 Topics:
 - health and wellness
-- livingip overview
+- livingip overview
\ No newline at end of file
diff --git a/domains/health/ai-assistance-produces-neurologically-grounded-irreversible-deskilling-through-prefrontal-disengagement-hippocampal-reduction-and-dopaminergic-reinforcement.md b/domains/health/ai-assistance-produces-neurologically-grounded-irreversible-deskilling-through-prefrontal-disengagement-hippocampal-reduction-and-dopaminergic-reinforcement.md
index 6b0a62a25..a76262be5 100644
--- a/domains/health/ai-assistance-produces-neurologically-grounded-irreversible-deskilling-through-prefrontal-disengagement-hippocampal-reduction-and-dopaminergic-reinforcement.md
+++ b/domains/health/ai-assistance-produces-neurologically-grounded-irreversible-deskilling-through-prefrontal-disengagement-hippocampal-reduction-and-dopaminergic-reinforcement.md
@@ -6,13 +6,27 @@ confidence: speculative
 source: Frontiers in Medicine 2026, theoretical mechanism based on cognitive offloading research
 created: 2026-04-13
 agent: vida
-related: ["agent-generated code creates cognitive debt that compounds when developers cannot understand what was produced on their behalf", "ai-assistance-produces-neurologically-grounded-irreversible-deskilling-through-prefrontal-disengagement-hippocampal-reduction-and-dopaminergic-reinforcement", "ai-induced-deskilling-follows-consistent-cross-specialty-pattern-in-medicine", "dopaminergic-reinforcement-of-ai-reliance-predicts-behavioral-entrenchment-beyond-simple-habit-formation", "clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling", "never-skilling-is-detection-resistant-and-unrecoverable-making-it-worse-than-deskilling"]
+related:
+- agent-generated code creates cognitive debt that compounds when developers cannot understand what was produced on their behalf
+- ai-assistance-produces-neurologically-grounded-irreversible-deskilling-through-prefrontal-disengagement-hippocampal-reduction-and-dopaminergic-reinforcement
+- ai-induced-deskilling-follows-consistent-cross-specialty-pattern-in-medicine
+- dopaminergic-reinforcement-of-ai-reliance-predicts-behavioral-entrenchment-beyond-simple-habit-formation
+- clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling
+- never-skilling-is-detection-resistant-and-unrecoverable-making-it-worse-than-deskilling
 related_claims: ["[[human-in-the-loop clinical AI degrades to worse-than-AI-alone because physicians both de-skill from reliance and introduce errors when overriding correct outputs]]"]
-reweave_edges: ["AI-induced deskilling follows a consistent cross-specialty pattern where AI assistance improves performance while present but creates cognitive dependency that degrades performance when AI is unavailable|supports|2026-04-14", "Dopaminergic reinforcement of AI-assisted success creates motivational entrenchment that makes deskilling a behavioral incentive problem, not just a training design problem|supports|2026-04-14", "Never-skilling \u2014 the failure to acquire foundational clinical competencies because AI was present during training \u2014 poses a detection-resistant, potentially unrecoverable threat to medical education that is structurally worse than deskilling|supports|2026-04-14"]
+reweave_edges:
+- AI-induced deskilling follows a consistent cross-specialty pattern where AI assistance improves performance while present but creates cognitive dependency that degrades performance when AI is unavailable|supports|2026-04-14
+- Dopaminergic reinforcement of AI-assisted success creates motivational entrenchment that makes deskilling a behavioral incentive problem, not just a training design problem|supports|2026-04-14
+- Never-skilling — the failure to acquire foundational clinical competencies because AI was present during training — poses a detection-resistant, potentially unrecoverable threat to medical education that is structurally worse than deskilling|supports|2026-04-14
 scope: causal
 sourcer: Frontiers in Medicine
-supports: ["AI-induced deskilling follows a consistent cross-specialty pattern where AI assistance improves performance while present but creates cognitive dependency that degrades performance when AI is unavailable", "Dopaminergic reinforcement of AI-assisted success creates motivational entrenchment that makes deskilling a behavioral incentive problem, not just a training design problem", "Never-skilling \u2014 the failure to acquire foundational clinical competencies because AI was present during training \u2014 poses a detection-resistant, potentially unrecoverable threat to medical education that is structurally worse than deskilling"]
+supports:
+- AI-induced deskilling follows a consistent cross-specialty pattern where AI assistance improves performance while present but creates cognitive dependency that degrades performance when AI is unavailable
+- Dopaminergic reinforcement of AI-assisted success creates motivational entrenchment that makes deskilling a behavioral incentive problem, not just a training design problem
+- Never-skilling — the failure to acquire foundational clinical competencies because AI was present during training — poses a detection-resistant, potentially unrecoverable threat to medical education that is structurally worse than deskilling
 title: "AI assistance may produce neurologically-grounded, partially irreversible skill degradation through three concurrent mechanisms: prefrontal disengagement, hippocampal memory formation reduction, and dopaminergic reinforcement of AI reliance"
+challenges:
+- AI micro-learning loop creates durable upskilling through review-confirm-override cycle at point of care
 ---
 
 # AI assistance may produce neurologically-grounded, partially irreversible skill degradation through three concurrent mechanisms: prefrontal disengagement, hippocampal memory formation reduction, and dopaminergic reinforcement of AI reliance
@@ -23,4 +37,4 @@ The article proposes a three-part neurological mechanism for AI-induced deskilli
 
 **Source:** Oettl et al. 2026, Journal of Experimental Orthopaedics
 
-Oettl et al. 2026 propose that AI creates 'micro-learning at point of care' through review-confirm-override cycles, arguing this reinforces rather than erodes diagnostic reasoning. However, they cite no prospective studies with post-AI-training, no-AI assessment arms. All evidence cited (Heudel et al., COVID-19 detection studies) measures performance WITH AI present, not durable skill retention. The calculator analogy is their strongest argument but lacks medical-specific validation.
+Oettl et al. 2026 propose that AI creates 'micro-learning at point of care' through review-confirm-override cycles, arguing this reinforces rather than erodes diagnostic reasoning. However, they cite no prospective studies with post-AI-training, no-AI assessment arms. All evidence cited (Heudel et al., COVID-19 detection studies) measures performance WITH AI present, not durable skill retention. The calculator analogy is their strongest argument but lacks medical-specific validation.
\ No newline at end of file
diff --git a/domains/health/ambient-ai-scribes-create-three-party-liability-exposure-outside-fda-oversight.md b/domains/health/ambient-ai-scribes-create-three-party-liability-exposure-outside-fda-oversight.md
index 561059382..f370045df 100644
--- a/domains/health/ambient-ai-scribes-create-three-party-liability-exposure-outside-fda-oversight.md
+++ b/domains/health/ambient-ai-scribes-create-three-party-liability-exposure-outside-fda-oversight.md
@@ -12,10 +12,15 @@ sourcer: JCO Oncology Practice
 related_claims: ["[[ambient AI documentation reduces physician documentation burden by 73 percent but the relationship between automation and burnout is more complex than time savings alone]]", "[[human-in-the-loop clinical AI degrades to worse-than-AI-alone because physicians both de-skill from reliance and introduce errors when overriding correct outputs]]", "[[healthcare AI regulation needs blank-sheet redesign because the FDA drug-and-device model built for static products cannot govern continuously learning software]]"]
 supports:
 - Ambient AI scribes are generating wiretapping and biometric privacy lawsuits because health systems deployed without patient consent protocols for third-party audio processing
+- Product liability doctrine creates mandatory architectural safety constraints through design defect framing when behavioral patches fail to prevent foreseeable professional domain harms
 reweave_edges:
 - Ambient AI scribes are generating wiretapping and biometric privacy lawsuits because health systems deployed without patient consent protocols for third-party audio processing|supports|2026-04-03
+- Product liability doctrine creates mandatory architectural safety constraints through design defect framing when behavioral patches fail to prevent foreseeable professional domain harms|supports|2026-04-24
+- Professional practice domain violations create narrow liability pathway for architectural negligence because regulated domains have established harm thresholds and attribution clarity|related|2026-04-24
+related:
+- Professional practice domain violations create narrow liability pathway for architectural negligence because regulated domains have established harm thresholds and attribution clarity
 ---
 
 # Ambient AI scribes create simultaneous malpractice exposure for clinicians, institutional liability for hospitals, and product liability for manufacturers while operating outside FDA medical device regulation
 
-Ambient AI scribes create a novel three-party liability structure that existing malpractice frameworks are not designed to handle. Clinician liability: physicians who sign AI-generated notes containing errors (fabricated diagnoses, wrong medications, hallucinated procedures) bear malpractice exposure because signing attests to accuracy regardless of generation method. Hospital liability: institutions that deploy ambient scribes without instructing clinicians on potential mistake types, establishing review protocols, or informing patients of AI use face institutional liability for inadequate AI governance. Manufacturer liability: AI scribe makers face product liability for documented failure modes (hallucinations, omissions) despite FDA classification as general wellness/administrative tools rather than medical devices. The critical gap: FDA's non-medical-device classification does NOT immunize manufacturers from product liability, but also provides no regulatory framework for safety standards. This creates simultaneous exposure across three parties with no established legal mechanism to allocate liability cleanly. The authors—from Memorial Sloan Kettering, University of Illinois Law, and Northeastern Law—frame this as an emerging liability reckoning, not a theoretical concern. Speech recognition systems have already caused documented patient harm: 'erroneously documenting no vascular flow instead of normal vascular flow' triggered unnecessary procedures; confusing tumor location led to surgery on wrong site. The liability exposure is live and unresolved.
+Ambient AI scribes create a novel three-party liability structure that existing malpractice frameworks are not designed to handle. Clinician liability: physicians who sign AI-generated notes containing errors (fabricated diagnoses, wrong medications, hallucinated procedures) bear malpractice exposure because signing attests to accuracy regardless of generation method. Hospital liability: institutions that deploy ambient scribes without instructing clinicians on potential mistake types, establishing review protocols, or informing patients of AI use face institutional liability for inadequate AI governance. Manufacturer liability: AI scribe makers face product liability for documented failure modes (hallucinations, omissions) despite FDA classification as general wellness/administrative tools rather than medical devices. The critical gap: FDA's non-medical-device classification does NOT immunize manufacturers from product liability, but also provides no regulatory framework for safety standards. This creates simultaneous exposure across three parties with no established legal mechanism to allocate liability cleanly. The authors—from Memorial Sloan Kettering, University of Illinois Law, and Northeastern Law—frame this as an emerging liability reckoning, not a theoretical concern. Speech recognition systems have already caused documented patient harm: 'erroneously documenting no vascular flow instead of normal vascular flow' triggered unnecessary procedures; confusing tumor location led to surgery on wrong site. The liability exposure is live and unresolved.
\ No newline at end of file
diff --git a/domains/health/audio-only-telehealth-equity-relevant-modality-overindexes-underserved-populations.md b/domains/health/audio-only-telehealth-equity-relevant-modality-overindexes-underserved-populations.md
index c74ccc7e2..ada787dc2 100644
--- a/domains/health/audio-only-telehealth-equity-relevant-modality-overindexes-underserved-populations.md
+++ b/domains/health/audio-only-telehealth-equity-relevant-modality-overindexes-underserved-populations.md
@@ -9,8 +9,16 @@ title: Audio-only telehealth is the equity-relevant modality because it over-ind
 agent: vida
 scope: functional
 sourcer: JMIR 2024
-challenges: ["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", "generic-digital-health-deployment-reproduces-existing-disparities-by-disproportionately-benefiting-higher-income-users-despite-nominal-technology-access-equity"]
-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", "generic-digital-health-deployment-reproduces-existing-disparities-by-disproportionately-benefiting-higher-income-users-despite-nominal-technology-access-equity"]
+challenges:
+- 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
+- generic-digital-health-deployment-reproduces-existing-disparities-by-disproportionately-benefiting-higher-income-users-despite-nominal-technology-access-equity
+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
+- generic-digital-health-deployment-reproduces-existing-disparities-by-disproportionately-benefiting-higher-income-users-despite-nominal-technology-access-equity
+supports:
+- Medicaid-accepting facilities are 25 percent less likely to offer telehealth services, reproducing in-person access disparities in digital modalities
+reweave_edges:
+- Medicaid-accepting facilities are 25 percent less likely to offer telehealth services, reproducing in-person access disparities in digital modalities|supports|2026-04-24
 ---
 
 # Audio-only telehealth is the equity-relevant modality because it over-indexes on populations that video-based telehealth systematically underserves
@@ -22,4 +30,4 @@ Among telehealth modalities, audio-only demonstrates a distinct equity profile.
 
 **Source:** Journal of Telemedicine and Telecare, Medicare claims 2019-2020
 
-2019-2020 Medicare claims show telehealth disparities EXPANDED during COVID, not contracted. Non-Hispanic Black/African-American and Hispanic beneficiaries were less likely to utilize telehealth than White beneficiaries, with disparities growing in 2020. Rural patients went from MORE likely (2019) to LESS likely (2020) to use telehealth. This challenges the assumption that telehealth modality alone solves equity—the data shows structural displacement when demand surges overwhelm capacity.
+2019-2020 Medicare claims show telehealth disparities EXPANDED during COVID, not contracted. Non-Hispanic Black/African-American and Hispanic beneficiaries were less likely to utilize telehealth than White beneficiaries, with disparities growing in 2020. Rural patients went from MORE likely (2019) to LESS likely (2020) to use telehealth. This challenges the assumption that telehealth modality alone solves equity—the data shows structural displacement when demand surges overwhelm capacity.
\ No newline at end of file
diff --git a/domains/health/generic-digital-health-deployment-reproduces-existing-disparities-by-disproportionately-benefiting-higher-income-users-despite-nominal-technology-access-equity.md b/domains/health/generic-digital-health-deployment-reproduces-existing-disparities-by-disproportionately-benefiting-higher-income-users-despite-nominal-technology-access-equity.md
index 8919aaf36..e52406eaf 100644
--- a/domains/health/generic-digital-health-deployment-reproduces-existing-disparities-by-disproportionately-benefiting-higher-income-users-despite-nominal-technology-access-equity.md
+++ b/domains/health/generic-digital-health-deployment-reproduces-existing-disparities-by-disproportionately-benefiting-higher-income-users-despite-nominal-technology-access-equity.md
@@ -11,8 +11,16 @@ attribution:
   sourcer:
     - handle: "adepoju-et-al."
       context: "Adepoju et al. 2024, PMC11450565"
-related: ["Tailored digital health interventions achieve clinically significant systolic BP reductions at 12 months in US populations experiencing health disparities, but the effect is conditional on design specificity for these populations rather than generic deployment", "Rural food-insecure populations enrolled in food assistance interventions at 81 percent versus 53 percent in urban settings, suggesting rural populations may be more receptive to food-based health interventions due to more severe baseline food access constraints", "generic-digital-health-deployment-reproduces-existing-disparities-by-disproportionately-benefiting-higher-income-users-despite-nominal-technology-access-equity"]
-reweave_edges: ["Tailored digital health interventions achieve clinically significant systolic BP reductions at 12 months in US populations experiencing health disparities, but the effect is conditional on design specificity for these populations rather than generic deployment|related|2026-04-07", "Rural food-insecure populations enrolled in food assistance interventions at 81 percent versus 53 percent in urban settings, suggesting rural populations may be more receptive to food-based health interventions due to more severe baseline food access constraints|related|2026-04-17"]
+related:
+- Tailored digital health interventions achieve clinically significant systolic BP reductions at 12 months in US populations experiencing health disparities, but the effect is conditional on design specificity for these populations rather than generic deployment
+- Rural food-insecure populations enrolled in food assistance interventions at 81 percent versus 53 percent in urban settings, suggesting rural populations may be more receptive to food-based health interventions due to more severe baseline food access constraints
+- generic-digital-health-deployment-reproduces-existing-disparities-by-disproportionately-benefiting-higher-income-users-despite-nominal-technology-access-equity
+reweave_edges:
+- Tailored digital health interventions achieve clinically significant systolic BP reductions at 12 months in US populations experiencing health disparities, but the effect is conditional on design specificity for these populations rather than generic deployment|related|2026-04-07
+- Rural food-insecure populations enrolled in food assistance interventions at 81 percent versus 53 percent in urban settings, suggesting rural populations may be more receptive to food-based health interventions due to more severe baseline food access constraints|related|2026-04-17
+supports:
+- Audio-only telehealth is the equity-relevant modality because it over-indexes on populations that video-based telehealth systematically underserves
+- Medicaid-accepting facilities are 25 percent less likely to offer telehealth services, reproducing in-person access disparities in digital modalities
 ---
 
 # Generic digital health deployment reproduces existing disparities by disproportionately benefiting higher-income, higher-education users despite nominal technology access equity, because health literacy and navigation barriers concentrate digital health benefits upward
@@ -40,4 +48,4 @@ FQHCs adopting telemental health showed 5-7 percent increase in visit rates amon
 
 **Source:** npj Digital Medicine 2025; Lancet Digital Health 2025
 
-Mental health app attrition mechanisms are structurally inequitable: limited digital literacy (structural barrier for underserved), privacy concerns (higher in marginalized populations), lack of cultural/linguistic adaptation for non-English speakers, and poor usability that assumes technical sophistication. Even in best-case RCT conditions with motivated participants, 64% attrition suggests real-world underserved populations would face substantially higher dropout rates, creating a selection effect where apps work only for the already-advantaged completer minority.
+Mental health app attrition mechanisms are structurally inequitable: limited digital literacy (structural barrier for underserved), privacy concerns (higher in marginalized populations), lack of cultural/linguistic adaptation for non-English speakers, and poor usability that assumes technical sophistication. Even in best-case RCT conditions with motivated participants, 64% attrition suggests real-world underserved populations would face substantially higher dropout rates, creating a selection effect where apps work only for the already-advantaged completer minority.
\ No newline at end of file
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 2575eec60..d26bb07b0 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
@@ -20,11 +20,13 @@ reweave_edges:
 - 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
 - Is the GLP-1 economic problem unsustainable chronic costs or wasted investment from low persistence?|challenges|2026-04-17
+- GLP-1 receptor agonists may address multiple substance use disorders through shared mesolimbic dopamine circuit modulation with 33 clinical trials underway across alcohol opioid nicotine and cocaine use|related|2026-04-24
 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
 - Comprehensive behavioral wraparound may enable durable weight maintenance post-GLP-1 cessation, challenging the unconditional continuous-delivery requirement
+- GLP-1 receptor agonists may address multiple substance use disorders through shared mesolimbic dopamine circuit modulation with 33 clinical trials underway across alcohol opioid nicotine and cocaine use
 sourced_from:
 - inbox/archive/health/2024-08-01-jmcp-glp1-persistence-adherence-commercial-populations.md
 ---
diff --git a/domains/health/glp-1-therapy-requires-nutritional-monitoring-infrastructure-but-92-percent-receive-no-dietitian-support.md b/domains/health/glp-1-therapy-requires-nutritional-monitoring-infrastructure-but-92-percent-receive-no-dietitian-support.md
index a1ad885ac..9630e6d14 100644
--- a/domains/health/glp-1-therapy-requires-nutritional-monitoring-infrastructure-but-92-percent-receive-no-dietitian-support.md
+++ b/domains/health/glp-1-therapy-requires-nutritional-monitoring-infrastructure-but-92-percent-receive-no-dietitian-support.md
@@ -12,8 +12,10 @@ sourcer: OMA/ASN/ACLM/Obesity Society
 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]]"]
 supports:
 - GLP-1 nutritional support advisory explicitly recommends SNAP enrollment support creating institutional contradiction with simultaneous 186 billion dollar SNAP cuts
+- GLP-1 appetite suppression creates a protein deficiency pathway that causes muscle loss, making resistance training mechanistically necessary rather than complementary
 reweave_edges:
 - GLP-1 nutritional support advisory explicitly recommends SNAP enrollment support creating institutional contradiction with simultaneous 186 billion dollar SNAP cuts|supports|2026-04-12
+- GLP-1 appetite suppression creates a protein deficiency pathway that causes muscle loss, making resistance training mechanistically necessary rather than complementary|supports|2026-04-24
 sourced_from:
 - inbox/archive/health/2025-05-31-oma-asn-aclm-obesity-society-glp1-nutritional-priorities-advisory.md
 ---
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 798257db0..bb292a43f 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
@@ -16,6 +16,9 @@ related:
 reweave_edges:
 - 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
+- GLP-1 appetite suppression creates a protein deficiency pathway that causes muscle loss, making resistance training mechanistically necessary rather than complementary|supports|2026-04-24
+supports:
+- GLP-1 appetite suppression creates a protein deficiency pathway that causes muscle loss, making resistance training mechanistically necessary rather than complementary
 ---
 
 # GLP-1 therapy in obese HFpEF creates competing mechanisms where 40-plus percent cardiac benefit competes with worsening sarcopenic malnutrition that doubles adverse event risk
diff --git a/domains/health/glp1-receptor-agonists-address-substance-use-disorders-through-mesolimbic-dopamine-modulation.md b/domains/health/glp1-receptor-agonists-address-substance-use-disorders-through-mesolimbic-dopamine-modulation.md
index 48d62f556..1d0af4e03 100644
--- a/domains/health/glp1-receptor-agonists-address-substance-use-disorders-through-mesolimbic-dopamine-modulation.md
+++ b/domains/health/glp1-receptor-agonists-address-substance-use-disorders-through-mesolimbic-dopamine-modulation.md
@@ -10,8 +10,17 @@ agent: vida
 sourced_from: health/2026-04-23-glp1-substance-use-disorder-33-trials.md
 scope: causal
 sourcer: PubMed/ClinicalTrials.gov systematic review
-challenges: ["medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm"]
-related: ["glp-1-receptor-agonists-require-continuous-treatment-because-metabolic-benefits-reverse-within-28-52-weeks-of-discontinuation", "medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm"]
+challenges:
+- medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm
+related:
+- glp-1-receptor-agonists-require-continuous-treatment-because-metabolic-benefits-reverse-within-28-52-weeks-of-discontinuation
+- medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm
+supports:
+- The behavioral-biological health determinant dichotomy is false for obesity because what appears as behavioral overconsumption is dopamine reward dysregulation continuously activated by the food environment
+- Hedonic eating is mediated by dopamine reward circuits that adapt to GLP-1 suppression explaining both why GLP-1s work and why they require continuous delivery
+reweave_edges:
+- The behavioral-biological health determinant dichotomy is false for obesity because what appears as behavioral overconsumption is dopamine reward dysregulation continuously activated by the food environment|supports|2026-04-24
+- Hedonic eating is mediated by dopamine reward circuits that adapt to GLP-1 suppression explaining both why GLP-1s work and why they require continuous delivery|supports|2026-04-24
 ---
 
 # GLP-1 receptor agonists may address multiple substance use disorders through shared mesolimbic dopamine circuit modulation with 33 clinical trials underway across alcohol opioid nicotine and cocaine use
@@ -23,4 +32,4 @@ A systematic review of ClinicalTrials.gov identified 33 registered trials examin
 
 **Source:** Zhu et al., Science 2025, Vol. 387, eadt0773
 
-The same VTA dopamine circuit identified for hedonic eating (periLC → VTA_DA → NAc) is the mesolimbic dopamine pathway implicated in addiction. The study shows GLP-1Rs suppress VTADA neuron responsiveness during consumption, providing the specific circuit mechanism for GLP-1's effects on substance use disorders. The tolerance finding (circuit adaptation during repeated treatment) may also explain variable efficacy in addiction trials.
+The same VTA dopamine circuit identified for hedonic eating (periLC → VTA_DA → NAc) is the mesolimbic dopamine pathway implicated in addiction. The study shows GLP-1Rs suppress VTADA neuron responsiveness during consumption, providing the specific circuit mechanism for GLP-1's effects on substance use disorders. The tolerance finding (circuit adaptation during repeated treatment) may also explain variable efficacy in addiction trials.
\ No newline at end of file
diff --git a/domains/health/hedonic-eating-dopamine-circuit-adapts-to-glp1-suppression-explaining-continuous-delivery-requirement.md b/domains/health/hedonic-eating-dopamine-circuit-adapts-to-glp1-suppression-explaining-continuous-delivery-requirement.md
index 9f07a6d15..91fd84dd5 100644
--- a/domains/health/hedonic-eating-dopamine-circuit-adapts-to-glp1-suppression-explaining-continuous-delivery-requirement.md
+++ b/domains/health/hedonic-eating-dopamine-circuit-adapts-to-glp1-suppression-explaining-continuous-delivery-requirement.md
@@ -10,9 +10,15 @@ agent: vida
 sourced_from: health/2026-04-23-science-hedonic-eating-dopamine-glp1.md
 scope: causal
 sourcer: Zhenggang Zhu, Scott M. Sternson et al., Janelia Research Campus
-related: ["glp1-long-term-persistence-ceiling-14-percent-year-two", "glp-1-receptor-agonists-require-continuous-treatment-because-metabolic-benefits-reverse-within-28-52-weeks-of-discontinuation"]
+related:
+- glp1-long-term-persistence-ceiling-14-percent-year-two
+- glp-1-receptor-agonists-require-continuous-treatment-because-metabolic-benefits-reverse-within-28-52-weeks-of-discontinuation
+supports:
+- GLP-1 receptor agonists may address multiple substance use disorders through shared mesolimbic dopamine circuit modulation with 33 clinical trials underway across alcohol opioid nicotine and cocaine use
+reweave_edges:
+- GLP-1 receptor agonists may address multiple substance use disorders through shared mesolimbic dopamine circuit modulation with 33 clinical trials underway across alcohol opioid nicotine and cocaine use|supports|2026-04-24
 ---
 
 # Hedonic eating is mediated by dopamine reward circuits that adapt to GLP-1 suppression explaining both why GLP-1s work and why they require continuous delivery
 
-Researchers at Janelia Research Campus identified the specific neural circuit controlling hedonic eating: peri-locus ceruleus → ventral tegmental area dopamine neurons → nucleus accumbens. VTADA neurons encode palatability and bidirectionally regulate hedonic food consumption. Critically, semaglutide suppressed VTADA neuron responsiveness during food consumption, reducing hedonic eating. However, during repeated semaglutide treatment, mice recovered palatable food appetite and VTADA neuron activity returned to baseline levels. This recovery was reversed only by direct inhibition of VTADA neurons during consumption. This tolerance finding provides the mechanistic explanation for why GLP-1 receptor agonists require continuous delivery: the biological reward system adapts to pharmacological suppression, and the compulsion reasserts itself. The drug suppresses the circuit, but the circuit adapts and recovers function despite ongoing treatment. This is not a failure of patient adherence but an adaptive biological response at the circuit level.
+Researchers at Janelia Research Campus identified the specific neural circuit controlling hedonic eating: peri-locus ceruleus → ventral tegmental area dopamine neurons → nucleus accumbens. VTADA neurons encode palatability and bidirectionally regulate hedonic food consumption. Critically, semaglutide suppressed VTADA neuron responsiveness during food consumption, reducing hedonic eating. However, during repeated semaglutide treatment, mice recovered palatable food appetite and VTADA neuron activity returned to baseline levels. This recovery was reversed only by direct inhibition of VTADA neurons during consumption. This tolerance finding provides the mechanistic explanation for why GLP-1 receptor agonists require continuous delivery: the biological reward system adapts to pharmacological suppression, and the compulsion reasserts itself. The drug suppresses the circuit, but the circuit adapts and recovers function despite ongoing treatment. This is not a failure of patient adherence but an adaptive biological response at the circuit level.
\ No newline at end of file
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 81edea802..a2f7d1f82 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	
@@ -14,9 +14,11 @@ related_claims:
   - us-hypertension-mortality-doubled-2000-2019-while-treatment-control-stagnated-structural-access-failure
 supports:
 - hypertension-related-cvd-mortality-doubled-2000-2023-despite-available-treatment-indicating-behavioral-sdoh-failure
+- The US healthcare spending/outcome paradox — world-class acute care outcomes with dramatically worse preventable mortality — is the strongest empirical confirmation that non-clinical factors dominate population health
 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
+- The US healthcare spending/outcome paradox — world-class acute care outcomes with dramatically worse preventable mortality — is the strongest empirical confirmation that non-clinical factors dominate population health|supports|2026-04-24
 related:
 - us-healthcare-ranks-last-among-peer-nations-despite-highest-spending-because-access-and-equity-failures-override-clinical-quality
 ---
diff --git a/domains/health/medicare-glp1-bridge-lis-exclusion-structurally-denies-lowest-income-access.md b/domains/health/medicare-glp1-bridge-lis-exclusion-structurally-denies-lowest-income-access.md
index 37cab86ee..ce4f7674c 100644
--- a/domains/health/medicare-glp1-bridge-lis-exclusion-structurally-denies-lowest-income-access.md
+++ b/domains/health/medicare-glp1-bridge-lis-exclusion-structurally-denies-lowest-income-access.md
@@ -10,10 +10,19 @@ agent: vida
 sourced_from: health/2026-04-22-kff-medicare-glp1-bridge-lis-exclusion.md
 scope: structural
 sourcer: KFF Health Policy
-supports: ["glp-1-access-structure-inverts-need-creating-equity-paradox"]
-related: ["medicaid-glp1-coverage-reversing-through-state-budget-pressure", "glp-1-access-structure-inverts-need-creating-equity-paradox", "glp1-access-follows-systematic-inversion-highest-burden-states-have-lowest-coverage-and-highest-income-relative-cost", "wealth-stratified-glp1-access-creates-disease-progression-disparity-with-lowest-income-black-patients-treated-at-13-percent-higher-bmi"]
+supports:
+- glp-1-access-structure-inverts-need-creating-equity-paradox
+related:
+- medicaid-glp1-coverage-reversing-through-state-budget-pressure
+- glp-1-access-structure-inverts-need-creating-equity-paradox
+- glp1-access-follows-systematic-inversion-highest-burden-states-have-lowest-coverage-and-highest-income-relative-cost
+- wealth-stratified-glp1-access-creates-disease-progression-disparity-with-lowest-income-black-patients-treated-at-13-percent-higher-bmi
+challenges:
+- Medicare GLP-1 Bridge Program
+reweave_edges:
+- Medicare GLP-1 Bridge Program|challenges|2026-04-24
 ---
 
 # The Medicare GLP-1 Bridge program's Low-Income Subsidy exclusion structurally denies the lowest-income Medicare beneficiaries access to GLP-1 obesity coverage despite nominal eligibility
 
-The Medicare GLP-1 Bridge program (July-December 2026) covers Wegovy and Zepbound at a fixed $50 copayment for eligible Part D beneficiaries. However, the program contains a critical structural flaw: Low-Income Subsidy (LIS) cost-sharing subsidies will not apply to GLP-1 prescriptions filled under this program. This means the $50 copay represents a real out-of-pocket barrier for the very beneficiaries who most rely on the LIS to afford medications. The copay was specifically designed to fall outside standard Part D cost-sharing structures—it does not count toward the Part D deductible or the $2,100 out-of-pocket cap. This isn't an oversight but reflects the novel legal architecture of the program, which operates 'outside' Part D benefit structures because Medicare is statutorily prohibited from covering weight-loss drugs. The result is that the benefit's eligibility criteria say 'yes' to low-income patients while the cost-sharing architecture says 'no.' This creates a segregated benefit structure where federal GLP-1 expansion specifically fails the lowest-income Medicare population—the inverse of what a functional access intervention would do. KFF notes that advocates are flagging this issue but no fix has been announced.
+The Medicare GLP-1 Bridge program (July-December 2026) covers Wegovy and Zepbound at a fixed $50 copayment for eligible Part D beneficiaries. However, the program contains a critical structural flaw: Low-Income Subsidy (LIS) cost-sharing subsidies will not apply to GLP-1 prescriptions filled under this program. This means the $50 copay represents a real out-of-pocket barrier for the very beneficiaries who most rely on the LIS to afford medications. The copay was specifically designed to fall outside standard Part D cost-sharing structures—it does not count toward the Part D deductible or the $2,100 out-of-pocket cap. This isn't an oversight but reflects the novel legal architecture of the program, which operates 'outside' Part D benefit structures because Medicare is statutorily prohibited from covering weight-loss drugs. The result is that the benefit's eligibility criteria say 'yes' to low-income patients while the cost-sharing architecture says 'no.' This creates a segregated benefit structure where federal GLP-1 expansion specifically fails the lowest-income Medicare population—the inverse of what a functional access intervention would do. KFF notes that advocates are flagging this issue but no fix has been announced.
\ No newline at end of file
diff --git a/domains/health/never-skilling-distinct-from-deskilling-affects-trainees-not-experienced-physicians.md b/domains/health/never-skilling-distinct-from-deskilling-affects-trainees-not-experienced-physicians.md
index 0ed11862d..30d2bcb6e 100644
--- a/domains/health/never-skilling-distinct-from-deskilling-affects-trainees-not-experienced-physicians.md
+++ b/domains/health/never-skilling-distinct-from-deskilling-affects-trainees-not-experienced-physicians.md
@@ -10,7 +10,17 @@ agent: vida
 sourced_from: health/2026-04-22-oettl-2026-ai-deskilling-to-upskilling-orthopedics.md
 scope: structural
 sourcer: Oettl et al., Journal of Experimental Orthopaedics
-related: ["cytology-lab-consolidation-creates-never-skilling-pathway-through-80-percent-training-volume-destruction", "clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling", "never-skilling-is-detection-resistant-and-unrecoverable-making-it-worse-than-deskilling", "never-skilling-is-structurally-invisible-because-it-lacks-pre-ai-baseline-requiring-prospective-competency-assessment"]
+related:
+- cytology-lab-consolidation-creates-never-skilling-pathway-through-80-percent-training-volume-destruction
+- clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling
+- never-skilling-is-detection-resistant-and-unrecoverable-making-it-worse-than-deskilling
+- never-skilling-is-structurally-invisible-because-it-lacks-pre-ai-baseline-requiring-prospective-competency-assessment
+supports:
+- AI-integrated cervical cytology screening reduces trainee exposure to routine cases creating never-skilling risk for foundational pattern recognition skills
+- Never-skilling affects trainees while deskilling affects experienced physicians creating distinct population risks with different intervention requirements
+reweave_edges:
+- AI-integrated cervical cytology screening reduces trainee exposure to routine cases creating never-skilling risk for foundational pattern recognition skills|supports|2026-04-24
+- Never-skilling affects trainees while deskilling affects experienced physicians creating distinct population risks with different intervention requirements|supports|2026-04-24
 ---
 
 # Never-skilling is mechanistically distinct from deskilling because it affects trainees who lack baseline competency rather than experienced physicians losing existing skills
@@ -22,4 +32,4 @@ Oettl et al. explicitly distinguish 'never-skilling' from deskilling as separate
 
 **Source:** PMC11919318, Academic Pathology 2025
 
-Pathology training experts confirm the trainee-specific nature of never-skilling in cervical cytology: as AI handles routine screening cases, trainees see fewer cases across the full diagnostic spectrum, preventing baseline competency development. The concern is that skill deficits won't manifest until independent practice.
+Pathology training experts confirm the trainee-specific nature of never-skilling in cervical cytology: as AI handles routine screening cases, trainees see fewer cases across the full diagnostic spectrum, preventing baseline competency development. The concern is that skill deficits won't manifest until independent practice.
\ No newline at end of file
diff --git a/domains/health/never-skilling-is-detection-resistant-and-unrecoverable-making-it-worse-than-deskilling.md b/domains/health/never-skilling-is-detection-resistant-and-unrecoverable-making-it-worse-than-deskilling.md
index 0e02d31aa..c37b1b2e5 100644
--- a/domains/health/never-skilling-is-detection-resistant-and-unrecoverable-making-it-worse-than-deskilling.md
+++ b/domains/health/never-skilling-is-detection-resistant-and-unrecoverable-making-it-worse-than-deskilling.md
@@ -6,12 +6,22 @@ confidence: experimental
 source: Journal of Experimental Orthopaedics (March 2026), NEJM (2025-2026), Lancet Digital Health (2025)
 created: 2026-04-13
 agent: vida
-related: ["AI-induced deskilling follows a consistent cross-specialty pattern where AI assistance improves performance while present but creates cognitive dependency that degrades performance when AI is unavailable", "never-skilling-is-detection-resistant-and-unrecoverable-making-it-worse-than-deskilling", "never-skilling-is-structurally-invisible-because-it-lacks-pre-ai-baseline-requiring-prospective-competency-assessment", "clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling", "ai-assistance-produces-neurologically-grounded-irreversible-deskilling-through-prefrontal-disengagement-hippocampal-reduction-and-dopaminergic-reinforcement", "delegating critical infrastructure development to AI creates civilizational fragility because humans lose the ability to understand maintain and fix the systems civilization depends on", "cytology-lab-consolidation-creates-never-skilling-pathway-through-80-percent-training-volume-destruction"]
+related:
+- AI-induced deskilling follows a consistent cross-specialty pattern where AI assistance improves performance while present but creates cognitive dependency that degrades performance when AI is unavailable
+- never-skilling-is-detection-resistant-and-unrecoverable-making-it-worse-than-deskilling
+- never-skilling-is-structurally-invisible-because-it-lacks-pre-ai-baseline-requiring-prospective-competency-assessment
+- clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling
+- ai-assistance-produces-neurologically-grounded-irreversible-deskilling-through-prefrontal-disengagement-hippocampal-reduction-and-dopaminergic-reinforcement
+- delegating critical infrastructure development to AI creates civilizational fragility because humans lose the ability to understand maintain and fix the systems civilization depends on
+- cytology-lab-consolidation-creates-never-skilling-pathway-through-80-percent-training-volume-destruction
 related_claims: ["[[human-in-the-loop clinical AI degrades to worse-than-AI-alone because physicians both de-skill from reliance and introduce errors when overriding correct outputs]]"]
-reweave_edges: ["AI-induced deskilling follows a consistent cross-specialty pattern where AI assistance improves performance while present but creates cognitive dependency that degrades performance when AI is unavailable|related|2026-04-14"]
+reweave_edges:
+- AI-induced deskilling follows a consistent cross-specialty pattern where AI assistance improves performance while present but creates cognitive dependency that degrades performance when AI is unavailable|related|2026-04-14
 scope: causal
 sourcer: Journal of Experimental Orthopaedics / Wiley
 title: Never-skilling — the failure to acquire foundational clinical competencies because AI was present during training — poses a detection-resistant, potentially unrecoverable threat to medical education that is structurally worse than deskilling
+supports:
+- Never-skilling affects trainees while deskilling affects experienced physicians creating distinct population risks with different intervention requirements
 ---
 
 # Never-skilling — the failure to acquire foundational clinical competencies because AI was present during training — poses a detection-resistant, potentially unrecoverable threat to medical education that is structurally worse than deskilling
@@ -36,4 +46,4 @@ Oettl et al. explicitly acknowledge that never-skilling is a genuine threat if '
 
 **Source:** PMC11919318, Academic Pathology 2025
 
-The threshold calibration skill deficit adds a detection-resistance mechanism: trainees may appear competent on the cases they see (AI-routed subset) but lack the judgment to determine which cases require attention in the first place. This meta-skill deficit only becomes visible when trainees must independently triage cases without AI routing.
+The threshold calibration skill deficit adds a detection-resistance mechanism: trainees may appear competent on the cases they see (AI-routed subset) but lack the judgment to determine which cases require attention in the first place. This meta-skill deficit only becomes visible when trainees must independently triage cases without AI routing.
\ No newline at end of file
diff --git a/domains/health/no-peer-reviewed-evidence-of-durable-physician-upskilling-from-ai-exposure-as-of-mid-2026.md b/domains/health/no-peer-reviewed-evidence-of-durable-physician-upskilling-from-ai-exposure-as-of-mid-2026.md
index 5c7656941..1f2f21e17 100644
--- a/domains/health/no-peer-reviewed-evidence-of-durable-physician-upskilling-from-ai-exposure-as-of-mid-2026.md
+++ b/domains/health/no-peer-reviewed-evidence-of-durable-physician-upskilling-from-ai-exposure-as-of-mid-2026.md
@@ -9,8 +9,22 @@ title: No peer-reviewed evidence of durable physician upskilling from AI exposur
 agent: vida
 scope: correlational
 sourcer: Heudel PE, Crochet H, Filori Q, Bachelot T, Blay JY
-supports: ["human-in-the-loop-clinical-ai-degrades-to-worse-than-ai-alone-because-physicians-both-de-skill-from-reliance-and-introduce-errors-when-overriding-correct-outputs", "ai-induced-deskilling-follows-consistent-cross-specialty-pattern-in-medicine"]
-related: ["human-in-the-loop-clinical-ai-degrades-to-worse-than-ai-alone-because-physicians-both-de-skill-from-reliance-and-introduce-errors-when-overriding-correct-outputs", "ai-induced-deskilling-follows-consistent-cross-specialty-pattern-in-medicine", "automation-bias-in-medicine-increases-false-positives-through-anchoring-on-ai-output", "clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling", "never-skilling-is-detection-resistant-and-unrecoverable-making-it-worse-than-deskilling", "never-skilling-is-structurally-invisible-because-it-lacks-pre-ai-baseline-requiring-prospective-competency-assessment", "human-in-the-loop clinical AI degrades to worse-than-AI-alone because physicians both de-skill from reliance and introduce errors when overriding correct outputs", "no-peer-reviewed-evidence-of-durable-physician-upskilling-from-ai-exposure-as-of-mid-2026"]
+supports:
+- human-in-the-loop-clinical-ai-degrades-to-worse-than-ai-alone-because-physicians-both-de-skill-from-reliance-and-introduce-errors-when-overriding-correct-outputs
+- ai-induced-deskilling-follows-consistent-cross-specialty-pattern-in-medicine
+related:
+- human-in-the-loop-clinical-ai-degrades-to-worse-than-ai-alone-because-physicians-both-de-skill-from-reliance-and-introduce-errors-when-overriding-correct-outputs
+- ai-induced-deskilling-follows-consistent-cross-specialty-pattern-in-medicine
+- automation-bias-in-medicine-increases-false-positives-through-anchoring-on-ai-output
+- clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling
+- never-skilling-is-detection-resistant-and-unrecoverable-making-it-worse-than-deskilling
+- never-skilling-is-structurally-invisible-because-it-lacks-pre-ai-baseline-requiring-prospective-competency-assessment
+- human-in-the-loop clinical AI degrades to worse-than-AI-alone because physicians both de-skill from reliance and introduce errors when overriding correct outputs
+- no-peer-reviewed-evidence-of-durable-physician-upskilling-from-ai-exposure-as-of-mid-2026
+challenges:
+- AI micro-learning loop creates durable upskilling through review-confirm-override cycle at point of care
+reweave_edges:
+- AI micro-learning loop creates durable upskilling through review-confirm-override cycle at point of care|challenges|2026-04-24
 ---
 
 # No peer-reviewed evidence of durable physician upskilling from AI exposure as of mid-2026
@@ -29,4 +43,4 @@ Savardi et al. pilot study (n=8, single session) showed performance improvement
 
 **Source:** Oettl et al. 2026, Journal of Experimental Orthopaedics
 
-Oettl et al. 2026, the strongest available upskilling paper, cites only studies measuring 'performance with AI present' (Heudel et al., COVID-19 detection studies). The paper proposes theoretical mechanisms for durable upskilling (micro-learning loops, liberation from administrative burden) but provides no prospective studies with post-AI training, no-AI assessment arms. Authors explicitly state 'further studies needed on surgical AI's long-term patient outcomes,' confirming the evidentiary gap.
+Oettl et al. 2026, the strongest available upskilling paper, cites only studies measuring 'performance with AI present' (Heudel et al., COVID-19 detection studies). The paper proposes theoretical mechanisms for durable upskilling (micro-learning loops, liberation from administrative burden) but provides no prospective studies with post-AI training, no-AI assessment arms. Authors explicitly state 'further studies needed on surgical AI's long-term patient outcomes,' confirming the evidentiary gap.
\ No newline at end of file
diff --git a/domains/health/tailored-digital-health-interventions-achieve-sustained-bp-reduction-in-disparity-populations-but-effect-requires-population-specific-design.md b/domains/health/tailored-digital-health-interventions-achieve-sustained-bp-reduction-in-disparity-populations-but-effect-requires-population-specific-design.md
index e72b8c04d..d7a4d1cc7 100644
--- a/domains/health/tailored-digital-health-interventions-achieve-sustained-bp-reduction-in-disparity-populations-but-effect-requires-population-specific-design.md
+++ b/domains/health/tailored-digital-health-interventions-achieve-sustained-bp-reduction-in-disparity-populations-but-effect-requires-population-specific-design.md
@@ -10,8 +10,12 @@ agent: vida
 scope: causal
 sourcer: JAMA Network Open
 related_claims: ["[[only-23-percent-of-treated-us-hypertensives-achieve-blood-pressure-control-demonstrating-pharmacological-availability-is-not-the-binding-constraint]]", "[[continuous health monitoring is converging on a multi-layer sensor stack of ambient wearables periodic patches and environmental sensors processed through AI middleware]]", "[[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:
+- Culturally adapted digital mental health interventions achieve double the effect size for racial/ethnic minorities compared to standard apps
+reweave_edges:
+- Culturally adapted digital mental health interventions achieve double the effect size for racial/ethnic minorities compared to standard apps|related|2026-04-24
 ---
 
 # Tailored digital health interventions achieve clinically significant systolic BP reductions at 12 months in US populations experiencing health disparities, but the effect is conditional on design specificity for these populations rather than generic deployment
 
-A systematic review and meta-analysis of 28 studies covering 8,257 patients found that digital health interventions produced clinically significant reductions in systolic blood pressure at both 6 and 12 months in populations experiencing health disparities (racial/ethnic minorities, low-income adults, underinsured/uninsured). The critical qualifier is that these were 'tailored initiatives designed specifically for disparity populations' rather than generic commercial deployments. The 12-month durability is notable because most digital health RCTs show effect decay. However, all 28 studies represent tailored research programs, not commercial product deployments at scale. This creates a gap between 'tailored intervention works in an RCT' and 'generic wearable deployment improves BP control at population scale.' The finding suggests digital health is not categorically excluded from reaching disparity populations, but the tailoring requirement means current commercial deployment patterns may not replicate these results. This directly addresses the 76.6% non-control gap in hypertension but only under conditions that differ substantially from real-world generic app/wearable deployment.
+A systematic review and meta-analysis of 28 studies covering 8,257 patients found that digital health interventions produced clinically significant reductions in systolic blood pressure at both 6 and 12 months in populations experiencing health disparities (racial/ethnic minorities, low-income adults, underinsured/uninsured). The critical qualifier is that these were 'tailored initiatives designed specifically for disparity populations' rather than generic commercial deployments. The 12-month durability is notable because most digital health RCTs show effect decay. However, all 28 studies represent tailored research programs, not commercial product deployments at scale. This creates a gap between 'tailored intervention works in an RCT' and 'generic wearable deployment improves BP control at population scale.' The finding suggests digital health is not categorically excluded from reaching disparity populations, but the tailoring requirement means current commercial deployment patterns may not replicate these results. This directly addresses the 76.6% non-control gap in hypertension but only under conditions that differ substantially from real-world generic app/wearable deployment.
\ No newline at end of file
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 bf112c2b5..437e3b4c5 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	
@@ -5,8 +5,15 @@ description: SAMHSA projects a 250K professional shortage while nearly half the
 confidence: likely
 supports:
 - generic-digital-health-deployment-reproduces-existing-disparities-by-disproportionately-benefiting-higher-income-users-despite-nominal-technology-access-equity
+- Medicaid-accepting facilities are 25 percent less likely to offer telehealth services, reproducing in-person access disparities in digital modalities
 reweave_edges:
 - generic-digital-health-deployment-reproduces-existing-disparities-by-disproportionately-benefiting-higher-income-users-despite-nominal-technology-access-equity|supports|2026-04-03
+- Audio-only telehealth is the equity-relevant modality because it over-indexes on populations that video-based telehealth systematically underserves|related|2026-04-24
+- Culturally adapted digital mental health interventions achieve double the effect size for racial/ethnic minorities compared to standard apps|related|2026-04-24
+- Medicaid-accepting facilities are 25 percent less likely to offer telehealth services, reproducing in-person access disparities in digital modalities|supports|2026-04-24
+related:
+- Audio-only telehealth is the equity-relevant modality because it over-indexes on populations that video-based telehealth systematically underserves
+- Culturally adapted digital mental health interventions achieve double the effect size for racial/ethnic minorities compared to standard apps
 ---
 
 # 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
@@ -44,4 +51,4 @@ Topics:
 
 **Source:** JMIR 2024 e59939; ASPE/HHS Medicaid telehealth trends 2019-2021
 
-Medicaid-accepting facilities are 25 percent less likely to offer telehealth services than non-Medicaid facilities, and facilities in counties with >20 percent Black residents are 42 percent less likely to offer telehealth. This is the structural mechanism: provider participation in telehealth follows the same disparities as in-person care, reproducing access gaps in digital form despite coverage expansion (46 states now reimburse audio-only telehealth). The coverage-to-access gap demonstrates that policy enabling reimbursement is insufficient without addressing provider participation patterns.
+Medicaid-accepting facilities are 25 percent less likely to offer telehealth services than non-Medicaid facilities, and facilities in counties with >20 percent Black residents are 42 percent less likely to offer telehealth. This is the structural mechanism: provider participation in telehealth follows the same disparities as in-person care, reproducing access gaps in digital form despite coverage expansion (46 states now reimburse audio-only telehealth). The coverage-to-access gap demonstrates that policy enabling reimbursement is insufficient without addressing provider participation patterns.
\ No newline at end of file
diff --git a/domains/health/tirzepatide-patent-thicket-extends-exclusivity-to-2041-bifurcating-glp1-market-into-commodity-and-premium-tiers.md b/domains/health/tirzepatide-patent-thicket-extends-exclusivity-to-2041-bifurcating-glp1-market-into-commodity-and-premium-tiers.md
index ca69ff2fa..97aa7ef33 100644
--- a/domains/health/tirzepatide-patent-thicket-extends-exclusivity-to-2041-bifurcating-glp1-market-into-commodity-and-premium-tiers.md
+++ b/domains/health/tirzepatide-patent-thicket-extends-exclusivity-to-2041-bifurcating-glp1-market-into-commodity-and-premium-tiers.md
@@ -12,11 +12,13 @@ sourcer: DrugPatentWatch / GreyB / i-mak.org
 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]]", "[[cipla-dual-role-generic-semaglutide-and-branded-tirzepatide-exemplifies-portfolio-hedge-strategy-for-bifurcated-markets]]", "[[indian-generic-semaglutide-exports-enabled-by-evergreening-rejection-create-global-access-pathway-before-us-patent-expiry]]"]
 supports:
 - Cipla's dual role as generic semaglutide entrant AND Lilly's branded tirzepatide partner exemplifies the portfolio hedge strategy for pharmaceutical companies navigating market bifurcation
+- Apotex Inc.
 related:
 - Indian generic semaglutide exports enabled by evergreening rejection create a global access pathway before US patent expiry
 reweave_edges:
 - Cipla's dual role as generic semaglutide entrant AND Lilly's branded tirzepatide partner exemplifies the portfolio hedge strategy for pharmaceutical companies navigating market bifurcation|supports|2026-04-07
 - Indian generic semaglutide exports enabled by evergreening rejection create a global access pathway before US patent expiry|related|2026-04-07
+- Apotex Inc.|supports|2026-04-24
 ---
 
 # Tirzepatide's patent thicket extending to 2041 bifurcates the GLP-1 market into a commodity tier (semaglutide generics, $15-77/month) and a premium tier (tirzepatide, $1,000+/month) from 2026-2036
diff --git a/domains/health/us-healthspan-lifespan-gap-largest-globally-despite-highest-spending.md b/domains/health/us-healthspan-lifespan-gap-largest-globally-despite-highest-spending.md
index aea3764b1..678319ef0 100644
--- a/domains/health/us-healthspan-lifespan-gap-largest-globally-despite-highest-spending.md
+++ b/domains/health/us-healthspan-lifespan-gap-largest-globally-despite-highest-spending.md
@@ -12,8 +12,10 @@ sourcer: Garmany et al. (Mayo Clinic)
 related_claims: ["[[medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm]]", "[[Big Food companies engineer addictive products by hacking evolutionary reward pathways creating a noncommunicable disease epidemic more deadly than the famines specialization eliminated]]"]
 supports:
 - US healthspan declined from 65.3 to 63.9 years (2000-2021) while life expectancy headlines improved, demonstrating that lifespan and healthspan are diverging metrics
+- The US healthcare spending/outcome paradox — world-class acute care outcomes with dramatically worse preventable mortality — is the strongest empirical confirmation that non-clinical factors dominate population health
 reweave_edges:
 - US healthspan declined from 65.3 to 63.9 years (2000-2021) while life expectancy headlines improved, demonstrating that lifespan and healthspan are diverging metrics|supports|2026-04-07
+- The US healthcare spending/outcome paradox — world-class acute care outcomes with dramatically worse preventable mortality — is the strongest empirical confirmation that non-clinical factors dominate population health|supports|2026-04-24
 ---
 
 # The US has the world's largest healthspan-lifespan gap (12.4 years) despite highest per-capita healthcare spending, indicating structural system failure rather than resource scarcity
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 16f0e20d1..c3957de21 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
@@ -9,10 +9,12 @@ 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
 - Reclaimable OpenBook market rent reduces futarchy proposal friction because the ~4 SOL creation cost previously deterred marginal proposals
+- MetaDAO Futarchy AMM eliminated locked-capital requirement for governance proposals through spot liquidity borrowing enabling uncapped raises
 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
 - Reclaimable OpenBook market rent reduces futarchy proposal friction because the ~4 SOL creation cost previously deterred marginal proposals|related|2026-04-19
+- MetaDAO Futarchy AMM eliminated locked-capital requirement for governance proposals through spot liquidity borrowing enabling uncapped raises|related|2026-04-24
 ---
 
 # AMM futarchy bootstraps liquidity through high fee incentives and required proposer initial liquidity creating self-reinforcing depth
diff --git a/domains/internet-finance/cftc-anprm-margin-trading-question-signals-leverage-expansion-for-prediction-markets.md b/domains/internet-finance/cftc-anprm-margin-trading-question-signals-leverage-expansion-for-prediction-markets.md
index e7865c034..9318ec01a 100644
--- a/domains/internet-finance/cftc-anprm-margin-trading-question-signals-leverage-expansion-for-prediction-markets.md
+++ b/domains/internet-finance/cftc-anprm-margin-trading-question-signals-leverage-expansion-for-prediction-markets.md
@@ -10,7 +10,14 @@ agent: rio
 sourced_from: internet-finance/2026-04-21-norton-rose-cftc-anprm-comprehensive-analysis.md
 scope: functional
 sourcer: Norton Rose Fulbright
-related: ["cftc-anprm-economic-purpose-test-revival-creates-gatekeeping-mechanism-for-event-contracts", "cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets", "cftc-anprm-margin-trading-question-signals-leverage-expansion-for-prediction-markets"]
+related:
+- cftc-anprm-economic-purpose-test-revival-creates-gatekeeping-mechanism-for-event-contracts
+- cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets
+- cftc-anprm-margin-trading-question-signals-leverage-expansion-for-prediction-markets
+supports:
+- Norton Rose Fulbright
+reweave_edges:
+- Norton Rose Fulbright|supports|2026-04-24
 ---
 
 # CFTC ANPRM margin trading question signals potential leverage expansion for prediction markets because explicit regulatory inquiry into margin requirements indicates agency willingness to permit leveraged positions on event contracts
@@ -29,4 +36,4 @@ Norton Rose analysis confirms 'Margin trading likely permitted (ANPRM directly a
 
 **Source:** Norton Rose Fulbright ANPRM analysis, April 21 2026
 
-Norton Rose analysis confirms 'Margin trading likely permitted (ANPRM directly asks)' as one of the expected elements in the proposed rule. The ANPRM Topic 1 explicitly covers 'margin trading' as part of DCM Core Principles application to event contracts. If permitted, this would dramatically expand market size by allowing leveraged positions in prediction markets.
+Norton Rose analysis confirms 'Margin trading likely permitted (ANPRM directly asks)' as one of the expected elements in the proposed rule. The ANPRM Topic 1 explicitly covers 'margin trading' as part of DCM Core Principles application to event contracts. If permitted, this would dramatically expand market size by allowing leveraged positions in prediction markets.
\ No newline at end of file
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 1566f56f4..84765d742 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
@@ -13,6 +13,7 @@ related_claims: ["[[coin price is the fairest objective function for asset futar
 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
+- Futarchy is parasitic on what it tries to govern because selection bias inefficiency costs are paid by the organization while gains accrue to market participants
 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
@@ -20,6 +21,7 @@ reweave_edges:
 - 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
+- Futarchy is parasitic on what it tries to govern because selection bias inefficiency costs are paid by the organization while gains accrue to market participants|supports|2026-04-24
 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:
diff --git a/domains/internet-finance/congressional-insider-trading-legislation-for-prediction-markets-treats-them-as-financial-instruments-not-gambling-strengthening-dcm-regulatory-legitimacy.md b/domains/internet-finance/congressional-insider-trading-legislation-for-prediction-markets-treats-them-as-financial-instruments-not-gambling-strengthening-dcm-regulatory-legitimacy.md
index b9c738310..b99f43786 100644
--- a/domains/internet-finance/congressional-insider-trading-legislation-for-prediction-markets-treats-them-as-financial-instruments-not-gambling-strengthening-dcm-regulatory-legitimacy.md
+++ b/domains/internet-finance/congressional-insider-trading-legislation-for-prediction-markets-treats-them-as-financial-instruments-not-gambling-strengthening-dcm-regulatory-legitimacy.md
@@ -10,8 +10,14 @@ agent: rio
 scope: structural
 sourcer: Rep. Ritchie Torres
 related_claims: ["[[futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires]]"]
-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", "congressional-insider-trading-legislation-for-prediction-markets-treats-them-as-financial-instruments-not-gambling-strengthening-dcm-regulatory-legitimacy", "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"]
-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"]
+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
+- congressional-insider-trading-legislation-for-prediction-markets-treats-them-as-financial-instruments-not-gambling-strengthening-dcm-regulatory-legitimacy
+- 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
+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
+supports:
+- Prediction market insider trading concentrates in three principal types — government officials with policy information, ICO teams with operational information, and candidates with electoral information — each requiring different enforcement mechanisms
 ---
 
 # Congressional insider trading legislation for prediction markets treats them as financial instruments not gambling strengthening DCM regulatory legitimacy
@@ -22,4 +28,4 @@ Rep. Ritchie Torres introduced the Public Integrity in Financial Prediction Mark
 
 **Source:** BettorsInsider, ANPRM key questions
 
-The ANPRM includes 'How to handle inside information in prediction markets?' as one of its key questions, confirming that insider trading is now a formal regulatory concern for the CFTC. This extends the congressional insider trading legislation signal by showing the agency itself is treating information asymmetry as a market integrity issue, not a gambling fairness issue.
+The ANPRM includes 'How to handle inside information in prediction markets?' as one of its key questions, confirming that insider trading is now a formal regulatory concern for the CFTC. This extends the congressional insider trading legislation signal by showing the agency itself is treating information asymmetry as a market integrity issue, not a gambling fairness issue.
\ No newline at end of file
diff --git a/domains/internet-finance/democratic-war-bets-enforcement-demand-creates-cftc-offshore-jurisdiction-dilemma.md b/domains/internet-finance/democratic-war-bets-enforcement-demand-creates-cftc-offshore-jurisdiction-dilemma.md
index e3624767b..e5553355f 100644
--- a/domains/internet-finance/democratic-war-bets-enforcement-demand-creates-cftc-offshore-jurisdiction-dilemma.md
+++ b/domains/internet-finance/democratic-war-bets-enforcement-demand-creates-cftc-offshore-jurisdiction-dilemma.md
@@ -10,8 +10,12 @@ agent: rio
 scope: structural
 sourcer: CNBC
 related_claims: ["[[congressional-insider-trading-legislation-for-prediction-markets-treats-them-as-financial-instruments-not-gambling-strengthening-dcm-regulatory-legitimacy]]"]
+related:
+- Single-commissioner CFTC rulemaking creates legitimacy risk where future commission composition could reverse prediction market regulatory protections
+reweave_edges:
+- Single-commissioner CFTC rulemaking creates legitimacy risk where future commission composition could reverse prediction market regulatory protections|related|2026-04-24
 ---
 
 # Democratic demand for CFTC enforcement of existing war-bet rules creates a regulatory dilemma where enforcing expands offshore jurisdiction while refusing creates political ammunition
 
-Seven House Democrats led by Reps. Moulton and McGovern sent a letter to CFTC Chair Selig demanding enforcement of existing CFTC rules prohibiting terrorism, assassination, and war event contracts against offshore prediction markets like Polymarket. The letter cited suspicious trading before Venezuela intervention, Iran attacks, and a Polymarket contract on whether downed F-15E pilots would be rescued. The strategic significance is the framing: Democrats argue CFTC already has authority under existing rules, requiring no new legislation. This creates a forced choice for the CFTC. If Selig agrees and enforces, it establishes precedent for CFTC jurisdiction over offshore platforms—a major expansion of regulatory reach that prediction market advocates might actually want for legitimacy. If Selig declines, Democrats gain political ammunition against the administration's 'CFTC has exclusive jurisdiction' position, potentially opening the door for other agencies (SEC, state regulators) to claim authority. The 'existing authority' framing makes refusal politically costly because it appears as selective non-enforcement rather than jurisdictional limitation. The timing is notable: Polymarket removed the F-15 pilot market and acknowledged the lapse the same week, suggesting self-policing in anticipation of pressure.
+Seven House Democrats led by Reps. Moulton and McGovern sent a letter to CFTC Chair Selig demanding enforcement of existing CFTC rules prohibiting terrorism, assassination, and war event contracts against offshore prediction markets like Polymarket. The letter cited suspicious trading before Venezuela intervention, Iran attacks, and a Polymarket contract on whether downed F-15E pilots would be rescued. The strategic significance is the framing: Democrats argue CFTC already has authority under existing rules, requiring no new legislation. This creates a forced choice for the CFTC. If Selig agrees and enforces, it establishes precedent for CFTC jurisdiction over offshore platforms—a major expansion of regulatory reach that prediction market advocates might actually want for legitimacy. If Selig declines, Democrats gain political ammunition against the administration's 'CFTC has exclusive jurisdiction' position, potentially opening the door for other agencies (SEC, state regulators) to claim authority. The 'existing authority' framing makes refusal politically costly because it appears as selective non-enforcement rather than jurisdictional limitation. The timing is notable: Polymarket removed the F-15 pilot market and acknowledged the lapse the same week, suggesting self-policing in anticipation of pressure.
\ No newline at end of file
diff --git a/domains/internet-finance/executive-branch-offensive-litigation-creates-preemption-through-simultaneous-multi-state-suits-not-defensive-case-law.md b/domains/internet-finance/executive-branch-offensive-litigation-creates-preemption-through-simultaneous-multi-state-suits-not-defensive-case-law.md
index 095602adb..75a9b86cb 100644
--- a/domains/internet-finance/executive-branch-offensive-litigation-creates-preemption-through-simultaneous-multi-state-suits-not-defensive-case-law.md
+++ b/domains/internet-finance/executive-branch-offensive-litigation-creates-preemption-through-simultaneous-multi-state-suits-not-defensive-case-law.md
@@ -14,6 +14,9 @@ related:
 - The CFTC's multi-state litigation posture represents a qualitative shift from regulatory rule-drafting to active jurisdictional defense of prediction markets
 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
+- Preemptive federal litigation creates jurisdictional shield against state prediction market enforcement|supports|2026-04-24
+supports:
+- Preemptive federal litigation creates jurisdictional shield against state prediction market enforcement
 ---
 
 # Executive branch offensive litigation creates preemption through simultaneous multi-state suits not defensive case-law
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 5089701eb..62652e898 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	
@@ -12,12 +12,14 @@ related:
 - 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
+- MetaDAO Futarchy AMM eliminated locked-capital requirement for governance proposals through spot liquidity borrowing enabling uncapped raises
 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
+- MetaDAO Futarchy AMM eliminated locked-capital requirement for governance proposals through spot liquidity borrowing enabling uncapped raises|related|2026-04-24
 ---
 
 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-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 7b46b31e2..89b591c29 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
@@ -7,8 +7,10 @@ source: "MetaDAO AMM proposal CF9QUBS251FnNGZHLJ4WbB2CVRi5BtqJbCqMi47NX1PG, 2024
 created: 2026-03-11
 related:
 - liquidity-weighted-price-over-time-solves-futarchy-manipulation-through-wash-trading-costs-because-high-fees-make-price-movement-expensive
+- MetaDAO Futarchy AMM eliminated locked-capital requirement for governance proposals through spot liquidity borrowing enabling uncapped raises
 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
+- MetaDAO Futarchy AMM eliminated locked-capital requirement for governance proposals through spot liquidity borrowing enabling uncapped raises|related|2026-04-24
 ---
 
 # Futarchy CLOB liquidity fragmentation creates wide spreads because pricing counterfactual governance outcomes has inherent uncertainty
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 a672f07c7..e5c3394ef 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
@@ -18,8 +18,10 @@ related:
 - 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-insider-trading-rules-updated-in-response-to-p2p-me-case
+- Prediction market insider trading concentrates in three principal types — government officials with policy information, ICO teams with operational information, and candidates with electoral information — each requiring different enforcement mechanisms
 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 insider trading concentrates in three principal types — government officials with policy information, ICO teams with operational information, and candidates with electoral information — each requiring different enforcement mechanisms|related|2026-04-24
 ---
 
 # 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/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 0009d19c8..fe1057f6f 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	
@@ -13,10 +13,12 @@ depends_on:
 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
+- MetaDAO curated launches achieved 100% above-ICO price versus Pump.fun <0.5% survival rate demonstrating ownership coin selection advantage
 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
 - Ownership coins solve minority investor protection through conditional market forced buyouts not governance quality|supports|2026-04-19
+- MetaDAO curated launches achieved 100% above-ICO price versus Pump.fun <0.5% survival rate demonstrating ownership coin selection advantage|related|2026-04-24
 supports:
 - Ownership coins solve minority investor protection through conditional market forced buyouts not governance quality
 sourced_from:
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 3721ffdfb..e93c2f24b 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
@@ -15,6 +15,7 @@ related:
 - 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
 - Third Circuit ruling creates first federal appellate precedent for CFTC preemption of state gambling laws making Supreme Court review near-certain
 - 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
+- State prediction market enforcement extends to federally licensed exchanges creating institutional exposure beyond specialized platforms
 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|related|2026-04-17
 - The CFTC's multi-state litigation posture represents a qualitative shift from regulatory rule-drafting to active jurisdictional defense of prediction markets|supports|2026-04-17
@@ -23,6 +24,7 @@ reweave_edges:
 - 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.'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
+- State prediction market enforcement extends to federally licensed exchanges creating institutional exposure beyond specialized platforms|related|2026-04-24
 sourced_from:
 - inbox/archive/internet-finance/2026-01-20-polymarket-cftc-approval-qcx-acquisition.md
 ---
diff --git a/domains/internet-finance/prediction-market-insider-trading-concentrates-in-three-principal-types-requiring-different-enforcement-mechanisms.md b/domains/internet-finance/prediction-market-insider-trading-concentrates-in-three-principal-types-requiring-different-enforcement-mechanisms.md
index ccac45ca8..c3c8df8c7 100644
--- a/domains/internet-finance/prediction-market-insider-trading-concentrates-in-three-principal-types-requiring-different-enforcement-mechanisms.md
+++ b/domains/internet-finance/prediction-market-insider-trading-concentrates-in-three-principal-types-requiring-different-enforcement-mechanisms.md
@@ -10,9 +10,16 @@ agent: rio
 sourced_from: internet-finance/2026-04-22-coindesk-kalshi-insider-trading-politician-enforcement.md
 scope: structural
 sourcer: CoinDesk Staff
-related: ["cftc-anprm-insider-trading-framework-gap-creates-futarchy-governance-paradox", "insider-trading-in-futarchy-improves-governance-by-accelerating-ground-truth-incorporation-into-conditional-markets", "congressional-insider-trading-legislation-for-prediction-markets-treats-them-as-financial-instruments-not-gambling-strengthening-dcm-regulatory-legitimacy"]
+related:
+- cftc-anprm-insider-trading-framework-gap-creates-futarchy-governance-paradox
+- insider-trading-in-futarchy-improves-governance-by-accelerating-ground-truth-incorporation-into-conditional-markets
+- congressional-insider-trading-legislation-for-prediction-markets-treats-them-as-financial-instruments-not-gambling-strengthening-dcm-regulatory-legitimacy
+supports:
+- Adversarial self-testing creates a novel threat model for prediction market platforms through deliberate rule violations as PR strategy
+reweave_edges:
+- Adversarial self-testing creates a novel threat model for prediction market platforms through deliberate rule violations as PR strategy|supports|2026-04-24
 ---
 
 # Prediction market insider trading concentrates in three principal types — government officials with policy information, ICO teams with operational information, and candidates with electoral information — each requiring different enforcement mechanisms
 
-Kalshi's April 2026 enforcement actions against three politicians betting on their own candidacies (Mark Moran, Matt Klein, Ezekiel Enriquez) complete a three-category typology of prediction market insider trading that has emerged across multiple platforms. The first category is government officials with policy information (e.g., Venezuela/Iran ceasefire cases where officials knew policy outcomes before public announcement). The second is ICO teams with operational information (e.g., P2P.me team members betting on their own token launch outcomes). The third, now documented, is candidates with electoral information — specifically, candidates who know whether they will stay in or drop out of races, creating asymmetric information about race dynamics. Each category requires different enforcement mechanisms: government officials face criminal insider trading laws but prediction markets lack subpoena power to detect violations; ICO teams can be caught through blockchain analysis but face minimal legal consequences; candidates can be detected through KYC but the fines ($540-$6,229 in these cases) are insufficient deterrents relative to the information advantage. The structural challenge is that the most informed participants in each category are also the most valuable for price discovery, creating the futarchy governance paradox where insider trading rules conflict with information aggregation goals.
+Kalshi's April 2026 enforcement actions against three politicians betting on their own candidacies (Mark Moran, Matt Klein, Ezekiel Enriquez) complete a three-category typology of prediction market insider trading that has emerged across multiple platforms. The first category is government officials with policy information (e.g., Venezuela/Iran ceasefire cases where officials knew policy outcomes before public announcement). The second is ICO teams with operational information (e.g., P2P.me team members betting on their own token launch outcomes). The third, now documented, is candidates with electoral information — specifically, candidates who know whether they will stay in or drop out of races, creating asymmetric information about race dynamics. Each category requires different enforcement mechanisms: government officials face criminal insider trading laws but prediction markets lack subpoena power to detect violations; ICO teams can be caught through blockchain analysis but face minimal legal consequences; candidates can be detected through KYC but the fines ($540-$6,229 in these cases) are insufficient deterrents relative to the information advantage. The structural challenge is that the most informed participants in each category are also the most valuable for price discovery, creating the futarchy governance paradox where insider trading rules conflict with information aggregation goals.
\ No newline at end of file
diff --git a/domains/internet-finance/priority inheritance means nascent technologies inherit economic value from the future systems they will enable because dependency chains transmit importance backward through time.md b/domains/internet-finance/priority inheritance means nascent technologies inherit economic value from the future systems they will enable because dependency chains transmit importance backward through time.md
index e55f5855b..83464dc00 100644
--- a/domains/internet-finance/priority inheritance means nascent technologies inherit economic value from the future systems they will enable because dependency chains transmit importance backward through time.md	
+++ b/domains/internet-finance/priority inheritance means nascent technologies inherit economic value from the future systems they will enable because dependency chains transmit importance backward through time.md	
@@ -5,6 +5,10 @@ description: "Borrowing from computer science priority inheritance, nascent tech
 confidence: experimental
 source: "m3ta, Architectural Investing manuscript; priority inheritance protocol in real-time operating systems (Sha, Rajkumar, Lehoczky 1990)"
 created: 2026-04-04
+supports:
+- Nascent technologies inherit strategic value from the future capabilities they are prerequisites for just as low-priority threads inherit priority from high-priority threads they block
+reweave_edges:
+- Nascent technologies inherit strategic value from the future capabilities they are prerequisites for just as low-priority threads inherit priority from high-priority threads they block|supports|2026-04-24
 ---
 
 # Priority inheritance means nascent technologies inherit economic value from the future systems they will enable because dependency chains transmit importance backward through time
@@ -26,4 +30,4 @@ Relevant Notes:
 
 Topics:
 - internet-finance
-- teleological-economics
+- teleological-economics
\ No newline at end of file
diff --git a/domains/internet-finance/priority inheritance means nascent technologies inherit economic value from the future systems they will enable creating investable dependency chains.md b/domains/internet-finance/priority inheritance means nascent technologies inherit economic value from the future systems they will enable creating investable dependency chains.md
index d7b4a97bc..715893618 100644
--- a/domains/internet-finance/priority inheritance means nascent technologies inherit economic value from the future systems they will enable creating investable dependency chains.md	
+++ b/domains/internet-finance/priority inheritance means nascent technologies inherit economic value from the future systems they will enable creating investable dependency chains.md	
@@ -9,8 +9,10 @@ related:
 - market volatility follows power laws from self-organized criticality not the normal distributions assumed by efficient market theory
 supports:
 - priority inheritance means nascent technologies inherit economic value from the future systems they will enable because dependency chains transmit importance backward through time
+- Nascent technologies inherit strategic value from the future capabilities they are prerequisites for just as low-priority threads inherit priority from high-priority threads they block
 reweave_edges:
 - priority inheritance means nascent technologies inherit economic value from the future systems they will enable because dependency chains transmit importance backward through time|supports|2026-04-19
+- Nascent technologies inherit strategic value from the future capabilities they are prerequisites for just as low-priority threads inherit priority from high-priority threads they block|supports|2026-04-24
 ---
 
 # Priority inheritance means nascent technologies inherit economic value from the future systems they will enable creating investable dependency chains
diff --git a/domains/internet-finance/state-prediction-market-enforcement-extends-to-federally-licensed-exchanges-creating-institutional-exposure-beyond-specialized-platforms.md b/domains/internet-finance/state-prediction-market-enforcement-extends-to-federally-licensed-exchanges-creating-institutional-exposure-beyond-specialized-platforms.md
index 7b2b6995a..bd354aa77 100644
--- a/domains/internet-finance/state-prediction-market-enforcement-extends-to-federally-licensed-exchanges-creating-institutional-exposure-beyond-specialized-platforms.md
+++ b/domains/internet-finance/state-prediction-market-enforcement-extends-to-federally-licensed-exchanges-creating-institutional-exposure-beyond-specialized-platforms.md
@@ -10,10 +10,17 @@ agent: rio
 sourced_from: internet-finance/2026-04-21-coindesk-new-york-sues-coinbase-gemini-prediction-markets.md
 scope: structural
 sourcer: Nikhilesh De (CoinDesk)
-challenges: ["cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets"]
-related: ["cftc-multi-state-litigation-represents-qualitative-shift-from-regulatory-drafting-to-active-jurisdictional-defense", "cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets"]
+challenges:
+- cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets
+related:
+- cftc-multi-state-litigation-represents-qualitative-shift-from-regulatory-drafting-to-active-jurisdictional-defense
+- cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets
+supports:
+- Preemptive federal litigation creates jurisdictional shield against state prediction market enforcement
+reweave_edges:
+- Preemptive federal litigation creates jurisdictional shield against state prediction market enforcement|supports|2026-04-24
 ---
 
 # State prediction market enforcement extends to federally licensed exchanges creating institutional exposure beyond specialized platforms
 
-New York Attorney General Letitia James filed lawsuits against Coinbase and Gemini on April 21, 2026, alleging their prediction market offerings constitute illegal gambling under state law. This represents a qualitative escalation in state enforcement strategy: rather than targeting specialized prediction market platforms like Kalshi or Polymarket, New York is now pursuing institutional-grade exchanges with full AML/KYC compliance and SEC/CFTC registrations. The AG's theory treats prediction market contracts on sports, entertainment, and elections as illegal gambling regardless of the platform's federal regulatory status. The complaint alleges platforms operate as unlicensed bookmakers with users acting as 'bettors' placing wagers on uncertain outcomes. Significantly, Kalshi was NOT named in the lawsuit—the platform had preemptively sued New York state regulators in federal court, effectively creating a defensive shield by forcing the dispute into federal jurisdiction before the AG could file. This suggests that federal regulatory compliance alone does not protect exchanges from state gambling enforcement, and that proactive federal litigation may be the only effective defense. If the AG theory succeeds against Coinbase, it creates a framework that could extend to any licensed exchange offering event contracts, regardless of federal authorization.
+New York Attorney General Letitia James filed lawsuits against Coinbase and Gemini on April 21, 2026, alleging their prediction market offerings constitute illegal gambling under state law. This represents a qualitative escalation in state enforcement strategy: rather than targeting specialized prediction market platforms like Kalshi or Polymarket, New York is now pursuing institutional-grade exchanges with full AML/KYC compliance and SEC/CFTC registrations. The AG's theory treats prediction market contracts on sports, entertainment, and elections as illegal gambling regardless of the platform's federal regulatory status. The complaint alleges platforms operate as unlicensed bookmakers with users acting as 'bettors' placing wagers on uncertain outcomes. Significantly, Kalshi was NOT named in the lawsuit—the platform had preemptively sued New York state regulators in federal court, effectively creating a defensive shield by forcing the dispute into federal jurisdiction before the AG could file. This suggests that federal regulatory compliance alone does not protect exchanges from state gambling enforcement, and that proactive federal litigation may be the only effective defense. If the AG theory succeeds against Coinbase, it creates a framework that could extend to any licensed exchange offering event contracts, regardless of federal authorization.
\ No newline at end of file
diff --git a/domains/internet-finance/tribal-sovereignty-creates-third-dimension-legal-challenge-to-prediction-markets.md b/domains/internet-finance/tribal-sovereignty-creates-third-dimension-legal-challenge-to-prediction-markets.md
index 9cbdb87d6..b99ea128a 100644
--- a/domains/internet-finance/tribal-sovereignty-creates-third-dimension-legal-challenge-to-prediction-markets.md
+++ b/domains/internet-finance/tribal-sovereignty-creates-third-dimension-legal-challenge-to-prediction-markets.md
@@ -10,10 +10,20 @@ agent: rio
 sourced_from: internet-finance/2026-04-22-bettorsinsider-tribal-nations-cftc-anprm-igra.md
 scope: structural
 sourcer: BettorsInsider
-challenges: ["cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets", "dcm-field-preemption-protects-all-contracts-on-registered-platforms-regardless-of-type"]
-related: ["cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets", "dcm-field-preemption-protects-all-contracts-on-registered-platforms-regardless-of-type", "cftc-prediction-market-preemption-eliminates-tribal-gaming-exclusivity-by-removing-state-compact-authority", "bipartisan-prediction-market-legislation-threatens-cftc-preemption-through-congressional-redefinition"]
+challenges:
+- cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets
+- dcm-field-preemption-protects-all-contracts-on-registered-platforms-regardless-of-type
+related:
+- cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets
+- dcm-field-preemption-protects-all-contracts-on-registered-platforms-regardless-of-type
+- cftc-prediction-market-preemption-eliminates-tribal-gaming-exclusivity-by-removing-state-compact-authority
+- bipartisan-prediction-market-legislation-threatens-cftc-preemption-through-congressional-redefinition
+supports:
+- IGRA implied repeal argument creates statutory interpretation challenge for CFTC because courts disfavor silent displacement of specific prior legislation
+reweave_edges:
+- IGRA implied repeal argument creates statutory interpretation challenge for CFTC because courts disfavor silent displacement of specific prior legislation|supports|2026-04-24
 ---
 
 # Tribal sovereignty creates a third-dimension legal challenge to prediction market platforms that federal preemption doctrine does not resolve
 
-60+ federally recognized tribes filed coordinated legal challenges arguing that CFTC-authorized prediction markets violate the Indian Gaming Regulatory Act (IGRA). The core argument is that when Congress amended the Commodity Exchange Act in 2010, it 'silently displaced decades of Indian gaming law without a single reference to tribes or IGRA' — an implied repeal that courts strongly disfavor. Blue Lake Rancheria filed actual lawsuits (not just amicus briefs) seeking declaratory judgments and injunctions against Kalshi. The tribes argue that gaming compacts grant them exclusive rights to certain gaming forms within states, and CFTC authorization circumvents these negotiated agreements. This creates a legal challenge structurally distinct from the state preemption cases because tribal sovereignty is constitutionally separate from state sovereignty. Federal preemption doctrine addresses federal-state conflicts, but tribal nations have a third legal status that doesn't fit neatly into that framework. Congressional representatives Jim Costa and Gabe Vasquez framed this as a tribal sovereignty issue, with Vasquez stating: 'Tribes in my district went through decades of negotiations only to see a federal agency allow prediction markets to bypass those longstanding requirements.' The remedies sought include geofencing requirements in states with tribal exclusivity agreements, which would functionally exclude prediction markets from significant portions of California, Oklahoma, Arizona, and New Mexico.
+60+ federally recognized tribes filed coordinated legal challenges arguing that CFTC-authorized prediction markets violate the Indian Gaming Regulatory Act (IGRA). The core argument is that when Congress amended the Commodity Exchange Act in 2010, it 'silently displaced decades of Indian gaming law without a single reference to tribes or IGRA' — an implied repeal that courts strongly disfavor. Blue Lake Rancheria filed actual lawsuits (not just amicus briefs) seeking declaratory judgments and injunctions against Kalshi. The tribes argue that gaming compacts grant them exclusive rights to certain gaming forms within states, and CFTC authorization circumvents these negotiated agreements. This creates a legal challenge structurally distinct from the state preemption cases because tribal sovereignty is constitutionally separate from state sovereignty. Federal preemption doctrine addresses federal-state conflicts, but tribal nations have a third legal status that doesn't fit neatly into that framework. Congressional representatives Jim Costa and Gabe Vasquez framed this as a tribal sovereignty issue, with Vasquez stating: 'Tribes in my district went through decades of negotiations only to see a federal agency allow prediction markets to bypass those longstanding requirements.' The remedies sought include geofencing requirements in states with tribal exclusivity agreements, which would functionally exclude prediction markets from significant portions of California, Oklahoma, Arizona, and New Mexico.
\ No newline at end of file
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 cf14c0745..5114c2712 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
@@ -15,12 +15,14 @@ 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
 - executive-branch-offensive-litigation-creates-preemption-through-simultaneous-multi-state-suits-not-defensive-case-law
 - truth-predict
+- Adversarial self-testing creates a novel threat model for prediction market platforms through deliberate rule violations as PR strategy
 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
+- Adversarial self-testing creates a novel threat model for prediction market platforms through deliberate rule violations as PR strategy|related|2026-04-24
 supports:
 - trump-jr-dual-investment-creates-political-legitimacy-risk-for-prediction-market-preemption-regardless-of-legal-merit
 ---
diff --git a/domains/internet-finance/value is doubly unstable because both market prices and the underlying relevance of commodities shift with the knowledge landscape.md b/domains/internet-finance/value is doubly unstable because both market prices and the underlying relevance of commodities shift with the knowledge landscape.md
index 7c662ea12..975f1ac68 100644
--- a/domains/internet-finance/value is doubly unstable because both market prices and the underlying relevance of commodities shift with the knowledge landscape.md	
+++ b/domains/internet-finance/value is doubly unstable because both market prices and the underlying relevance of commodities shift with the knowledge landscape.md	
@@ -11,6 +11,9 @@ related:
 - products and technologies are crystals of imagination that carry economic value proportional to the knowledge embedded in them not the raw materials they contain
 reweave_edges:
 - products and technologies are crystals of imagination that carry economic value proportional to the knowledge embedded in them not the raw materials they contain|related|2026-04-17
+- value flows to whichever resources are scarce and disruption shifts which resources are scarce making resource scarcity analysis the core strategic framework|supports|2026-04-24
+supports:
+- value flows to whichever resources are scarce and disruption shifts which resources are scarce making resource scarcity analysis the core strategic framework
 ---
 
 # Value is doubly unstable because both market prices and the underlying relevance of commodities shift with the knowledge landscape
diff --git a/domains/internet-finance/value is doubly unstable because both market prices and underlying relevance shift with the knowledge landscape.md b/domains/internet-finance/value is doubly unstable because both market prices and underlying relevance shift with the knowledge landscape.md
index b3ea5cc3e..c9c789c39 100644
--- a/domains/internet-finance/value is doubly unstable because both market prices and underlying relevance shift with the knowledge landscape.md	
+++ b/domains/internet-finance/value is doubly unstable because both market prices and underlying relevance shift with the knowledge landscape.md	
@@ -8,9 +8,11 @@ created: 2026-04-04
 related:
 - products and technologies are crystals of imagination that carry economic value proportional to the knowledge embedded in them not the raw materials they contain
 - priority inheritance means nascent technologies inherit economic value from the future systems they will enable because dependency chains transmit importance backward through time
+- value flows to whichever resources are scarce and disruption shifts which resources are scarce making resource scarcity analysis the core strategic framework
 reweave_edges:
 - products and technologies are crystals of imagination that carry economic value proportional to the knowledge embedded in them not the raw materials they contain|related|2026-04-17
 - priority inheritance means nascent technologies inherit economic value from the future systems they will enable because dependency chains transmit importance backward through time|related|2026-04-19
+- value flows to whichever resources are scarce and disruption shifts which resources are scarce making resource scarcity analysis the core strategic framework|related|2026-04-24
 ---
 
 # Value is doubly unstable because both market prices and underlying relevance shift with the knowledge landscape
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 966e7af26..c67b5ac08 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	
@@ -13,8 +13,10 @@ challenged_by:
 - 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
+- BIS January 2026 Advanced AI Chip Export Rule
 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
+- BIS January 2026 Advanced AI Chip Export Rule|supports|2026-04-24
 ---
 
 # TSMC manufactures 92 percent of advanced logic chips making Taiwan the single largest physical vulnerability in global technology infrastructure
@@ -39,4 +41,4 @@ Relevant Notes:
 - [[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]] — the economics that drove Taiwan concentration
 
 Topics:
-- [[manufacturing systems]]
+- [[manufacturing systems]]
\ No newline at end of file
diff --git a/domains/mechanisms/mechanism-design-changes-the-game-itself-to-produce-better-equilibria-rather-than-expecting-players-to-find-optimal-strategies.md b/domains/mechanisms/mechanism-design-changes-the-game-itself-to-produce-better-equilibria-rather-than-expecting-players-to-find-optimal-strategies.md
index 268351775..903dfb6ce 100644
--- a/domains/mechanisms/mechanism-design-changes-the-game-itself-to-produce-better-equilibria-rather-than-expecting-players-to-find-optimal-strategies.md
+++ b/domains/mechanisms/mechanism-design-changes-the-game-itself-to-produce-better-equilibria-rather-than-expecting-players-to-find-optimal-strategies.md
@@ -10,6 +10,10 @@ related_claims:
   - "the-vickrey-auction-makes-honesty-the-dominant-strategy-by-paying-winners-the-second-highest-bid-rather-than-their-own"
   - "hayeks-knowledge-problem-reveals-that-economic-planning-requires-both-local-and-global-information-which-are-never-simultaneously-available-to-decision-makers"
   - "advisory-futarchy-avoids-selection-distortion-by-decoupling-prediction-from-execution"
+related:
+- the vickrey auction makes honesty the dominant strategy by paying winners the second highest bid rather than their own
+reweave_edges:
+- the vickrey auction makes honesty the dominant strategy by paying winners the second highest bid rather than their own|related|2026-04-24
 ---
 
 # Mechanism design changes the game itself to produce better equilibria rather than expecting players to find optimal strategies
@@ -34,4 +38,4 @@ The relevance to decentralized governance is direct: blockchains are programmabl
 ## Challenges
 - Most mechanism design assumes risk-neutral, expected-utility-maximizing agents -- real agents exhibit prospect theory biases that undermine theoretical guarantees
 - Computational complexity: optimal mechanisms for combinatorial settings are often NP-hard to compute
-- Collusion resistance remains an open problem -- most mechanisms break when agents can coordinate side-payments
+- Collusion resistance remains an open problem -- most mechanisms break when agents can coordinate side-payments
\ No newline at end of file
diff --git a/domains/space-development/china-parallel-odc-programs-create-asymmetric-state-backing-advantage.md b/domains/space-development/china-parallel-odc-programs-create-asymmetric-state-backing-advantage.md
index 5469dbe75..caa98a868 100644
--- a/domains/space-development/china-parallel-odc-programs-create-asymmetric-state-backing-advantage.md
+++ b/domains/space-development/china-parallel-odc-programs-create-asymmetric-state-backing-advantage.md
@@ -10,9 +10,17 @@ agent: astra
 sourced_from: space-development/2026-04-03-spacenews-china-odc-orbital-chenguang-84b-credit.md
 scope: structural
 sourcer: SpaceNews
-related: ["vertical-integration-solves-demand-threshold-problem-through-captive-internal-demand", "china-is-the-only-credible-peer-competitor-in-space-with-comprehensive-capabilities-and-state-directed-acceleration-closing-the-reusability-gap-in-5-8-years", "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", "spacex-1m-odc-filing-represents-vertical-integration-at-unprecedented-scale-creating-captive-starship-demand-200x-starlink"]
+related:
+- vertical-integration-solves-demand-threshold-problem-through-captive-internal-demand
+- china-is-the-only-credible-peer-competitor-in-space-with-comprehensive-capabilities-and-state-directed-acceleration-closing-the-reusability-gap-in-5-8-years
+- 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
+- spacex-1m-odc-filing-represents-vertical-integration-at-unprecedented-scale-creating-captive-starship-demand-200x-starlink
+supports:
+- China's Star-Compute orbital computing program serves dual commercial and geopolitical functions by providing AI processing to Belt and Road Initiative partner nations to reduce Western technology dependency and create orbital infrastructure lock-in
+reweave_edges:
+- China's Star-Compute orbital computing program serves dual commercial and geopolitical functions by providing AI processing to Belt and Road Initiative partner nations to reduce Western technology dependency and create orbital infrastructure lock-in|supports|2026-04-24
 ---
 
 # China's multiple parallel orbital data center programs with combined state backing exceeding projected US commercial ODC market creates asymmetric competitive advantage
 
-China has deployed a portfolio approach to orbital computing with at least two distinct programs: (1) Three-Body Computing Constellation (ADA Space/Zhejiang Lab), a civilian science/commercial program already operational, and (2) Orbital Chenguang, a state-backed infrastructure startup that secured 57.7 billion yuan ($8.4 billion) in credit lines from 12 major Chinese financial institutions including Bank of China, Agricultural Bank of China, and Bank of Communications. Orbital Chenguang was incubated by Beijing Astro-future Institute of Space Technology, which is backed by Beijing's municipal science and technology commission and Zhongguancun Science Park administration, with a 24-organization consortium spanning the industrial chain. The program timeline spans 2025-2030 with Phase 1 (2025-2027) focused on core technology development and first constellation launch, and Phase 2 (2028-2030) integrating Earth-based data processing with space-based computing. The $8.4B credit commitment for Orbital Chenguang alone exceeds the entire projected US ODC market size of $1.77B by 2029. This creates an asymmetric competitive landscape where China's state-backed programs can pursue infrastructure development independent of near-term commercial viability, while US ODC efforts (SpaceX/xAI, Starcloud, Kepler, Axiom) must satisfy commercial return thresholds. The competitive dynamic is not US-China launch competition but US-China orbital computing competition with fundamentally different capital structures.
+China has deployed a portfolio approach to orbital computing with at least two distinct programs: (1) Three-Body Computing Constellation (ADA Space/Zhejiang Lab), a civilian science/commercial program already operational, and (2) Orbital Chenguang, a state-backed infrastructure startup that secured 57.7 billion yuan ($8.4 billion) in credit lines from 12 major Chinese financial institutions including Bank of China, Agricultural Bank of China, and Bank of Communications. Orbital Chenguang was incubated by Beijing Astro-future Institute of Space Technology, which is backed by Beijing's municipal science and technology commission and Zhongguancun Science Park administration, with a 24-organization consortium spanning the industrial chain. The program timeline spans 2025-2030 with Phase 1 (2025-2027) focused on core technology development and first constellation launch, and Phase 2 (2028-2030) integrating Earth-based data processing with space-based computing. The $8.4B credit commitment for Orbital Chenguang alone exceeds the entire projected US ODC market size of $1.77B by 2029. This creates an asymmetric competitive landscape where China's state-backed programs can pursue infrastructure development independent of near-term commercial viability, while US ODC efforts (SpaceX/xAI, Starcloud, Kepler, Axiom) must satisfy commercial return thresholds. The competitive dynamic is not US-China launch competition but US-China orbital computing competition with fundamentally different capital structures.
\ No newline at end of file
diff --git a/domains/space-development/dart-kinetic-deflection-validated-heliocentric-orbit-change-through-ejecta-momentum-amplification.md b/domains/space-development/dart-kinetic-deflection-validated-heliocentric-orbit-change-through-ejecta-momentum-amplification.md
index 18cfa5d24..8aa4872b8 100644
--- a/domains/space-development/dart-kinetic-deflection-validated-heliocentric-orbit-change-through-ejecta-momentum-amplification.md
+++ b/domains/space-development/dart-kinetic-deflection-validated-heliocentric-orbit-change-through-ejecta-momentum-amplification.md
@@ -9,7 +9,14 @@ title: DART validated kinetic deflection at heliocentric scales with beta factor
 agent: astra
 scope: causal
 sourcer: NASA / Science Advances
-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"]
+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
+supports:
+- Planetary defense significantly reduces asteroid-specific extinction risk but does not address gamma-ray bursts, supervolcanism, or anthropogenic catastrophe which remain primary rationale for multiplanetary expansion
+- Planetary defense addresses asteroid/comet impacts but not GRBs, supervolcanism, or anthropogenic catastrophe — the risks most clearly requiring multiplanetary distribution
+reweave_edges:
+- Planetary defense significantly reduces asteroid-specific extinction risk but does not address gamma-ray bursts, supervolcanism, or anthropogenic catastrophe which remain primary rationale for multiplanetary expansion|supports|2026-04-24
+- Planetary defense addresses asteroid/comet impacts but not GRBs, supervolcanism, or anthropogenic catastrophe — the risks most clearly requiring multiplanetary distribution|supports|2026-04-24
 ---
 
 # DART validated kinetic deflection at heliocentric scales with beta factor 3.61 proving ejecta momentum amplification dominates impact transfer on rubble-pile asteroids
@@ -18,4 +25,4 @@ The DART spacecraft impact on Dimorphos in September 2022 changed not only the b
 
 The mechanism that makes this effective is ejecta amplification: DART's beta factor β = 3.61 (+0.19/-0.25, 1σ) means the ejecta recoil transferred ~3.6x more momentum than the spacecraft impact alone. The range β=2.2-4.9 across likely density estimates confirms that ejecta recoil dominates momentum transfer on rubble-pile asteroids. This exceeds pre-mission conservative predictions and validates that rubble-pile asteroid deflection is more efficient than baseline models assumed.
 
-For practical planetary defense, this matters because deflecting an asteroid decades before impact allows tiny velocity changes to accumulate through solar orbit mechanics into large deflections. The heliocentric orbit change was accidental — DART targeted only the binary orbit — suggesting kinetic deflection has higher-order effects that previous models hadn't fully captured. ESA's Hera mission (arriving November 2026) will determine whether the technique is as effective on denser, more monolithic asteroids as on Dimorphos's rubble-pile structure.
+For practical planetary defense, this matters because deflecting an asteroid decades before impact allows tiny velocity changes to accumulate through solar orbit mechanics into large deflections. The heliocentric orbit change was accidental — DART targeted only the binary orbit — suggesting kinetic deflection has higher-order effects that previous models hadn't fully captured. ESA's Hera mission (arriving November 2026) will determine whether the technique is as effective on denser, more monolithic asteroids as on Dimorphos's rubble-pile structure.
\ No newline at end of file
diff --git a/domains/space-development/distributed LEO inference networks could serve global AI requests at 4-20ms latency competitive with centralized terrestrial data centers for latency-tolerant workloads.md b/domains/space-development/distributed LEO inference networks could serve global AI requests at 4-20ms latency competitive with centralized terrestrial data centers for latency-tolerant workloads.md
index 2d728277f..c443c1ee3 100644
--- a/domains/space-development/distributed LEO inference networks could serve global AI requests at 4-20ms latency competitive with centralized terrestrial data centers for latency-tolerant workloads.md	
+++ b/domains/space-development/distributed LEO inference networks could serve global AI requests at 4-20ms latency competitive with centralized terrestrial data centers for latency-tolerant workloads.md	
@@ -14,8 +14,11 @@ supports:
 - 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:
 - 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
+- Satellite constellations optimized as AI training data sources represent a distinct third market category in the AI-space intersection that is viable at current launch costs|related|2026-04-24
 sourced_from:
 - inbox/archive/2026-02-17-astra-space-data-centers-research.md
+related:
+- Satellite constellations optimized as AI training data sources represent a distinct third market category in the AI-space intersection that is viable at current launch costs
 ---
 
 # Distributed LEO inference networks could serve global AI requests at 4-20ms latency competitive with centralized terrestrial data centers for latency-tolerant workloads
diff --git a/domains/space-development/nasa-project-ignition-south-pole-location-is-isru-first-architectural-commitment.md b/domains/space-development/nasa-project-ignition-south-pole-location-is-isru-first-architectural-commitment.md
index de768dc71..5f0817cae 100644
--- a/domains/space-development/nasa-project-ignition-south-pole-location-is-isru-first-architectural-commitment.md
+++ b/domains/space-development/nasa-project-ignition-south-pole-location-is-isru-first-architectural-commitment.md
@@ -12,9 +12,11 @@ sourcer: "@singularityhub"
 related_claims: ["[[water is the strategic keystone resource of the cislunar economy because it simultaneously serves as propellant life support radiation shielding and thermal management]]", "[[the 30-year space economy attractor state is a cislunar industrial system with propellant networks lunar ISRU orbital manufacturing and partial life support closure]]"]
 supports:
 - ISRU-first base location reveals NASA commitment to resource utilization economics over operational convenience because the south pole site is chosen specifically for water ice access
+- Chang'e-7
 reweave_edges:
 - ISRU-first base location reveals NASA commitment to resource utilization economics over operational convenience because the south pole site is chosen specifically for water ice access|supports|2026-04-13
 - NASA's two-tier lunar architecture removes the cislunar orbital layer in favor of direct surface operations because Starship HLS eliminates the need for orbital transfer nodes|related|2026-04-17
+- Chang'e-7|supports|2026-04-24
 related:
 - NASA's two-tier lunar architecture removes the cislunar orbital layer in favor of direct surface operations because Starship HLS eliminates the need for orbital transfer nodes
 ---
diff --git a/domains/space-development/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.md b/domains/space-development/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.md
index a1d9f970d..ce8a689ca 100644
--- a/domains/space-development/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.md	
+++ b/domains/space-development/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.md	
@@ -6,8 +6,12 @@ confidence: likely
 source: "Astra, space data centers feasibility analysis February 2026; Google Project Suncatcher analysis"
 created: 2026-02-17
 depends_on:
-  - "distributed LEO inference networks could serve global AI requests at 4-20ms latency competitive with centralized terrestrial data centers for latency-tolerant workloads"
-  - "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"
+- distributed LEO inference networks could serve global AI requests at 4-20ms latency competitive with centralized terrestrial data centers for latency-tolerant workloads
+- 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
+challenges:
+- Satellite constellations optimized as AI training data sources represent a distinct third market category in the AI-space intersection that is viable at current launch costs
+reweave_edges:
+- Satellite constellations optimized as AI training data sources represent a distinct third market category in the AI-space intersection that is viable at current launch costs|challenges|2026-04-24
 ---
 
 # 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
@@ -38,4 +42,4 @@ Relevant Notes:
 - [[on-orbit processing of satellite data is the proven near-term use case for space compute because it avoids bandwidth and thermal bottlenecks simultaneously]] — the viable alternative to moving training to orbit
 
 Topics:
-- [[space exploration and development]]
+- [[space exploration and development]]
\ No newline at end of file
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 56edc025a..d54b1bd52 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	
@@ -24,10 +24,11 @@ reweave_edges:
 - 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
 - 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
 - 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
+- Orbital data center captive compute (processing space-generated data) reached commercial viability at current launch costs while competitive compute (competing with terrestrial training) remains gated on further cost reduction|supports|2026-04-24
+- Satellite constellations optimized as AI training data sources represent a distinct third market category in the AI-space intersection that is viable at current launch costs|supports|2026-04-24 threshold|supports|2026-04-11
 secondary_domains:
 - critical-systems
 source: Astra, web research compilation February 2026
@@ -39,10 +40,11 @@ supports:
 - 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
 - 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
 - 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
+- Orbital data center captive compute (processing space-generated data) reached commercial viability at current launch costs while competitive compute (competing with terrestrial training) remains gated on further cost reduction
+- Satellite constellations optimized as AI training data sources represent a distinct third market category in the AI-space intersection that is viable at current launch costs threshold
 type: claim
 ---
 
diff --git a/domains/space-development/planetary-defense-addresses-detectable-asteroid-threats-not-grbs-supervolcanism-or-anthropogenic-catastrophe.md b/domains/space-development/planetary-defense-addresses-detectable-asteroid-threats-not-grbs-supervolcanism-or-anthropogenic-catastrophe.md
index e2d98c56c..67c218258 100644
--- a/domains/space-development/planetary-defense-addresses-detectable-asteroid-threats-not-grbs-supervolcanism-or-anthropogenic-catastrophe.md
+++ b/domains/space-development/planetary-defense-addresses-detectable-asteroid-threats-not-grbs-supervolcanism-or-anthropogenic-catastrophe.md
@@ -9,6 +9,12 @@ title: Planetary defense significantly reduces asteroid-specific extinction risk
 agent: astra
 scope: structural
 sourcer: NASA / Agent analysis
+supports:
+- DART validated kinetic deflection at heliocentric scales with beta factor 3.61 proving ejecta momentum amplification dominates impact transfer on rubble-pile asteroids
+- Planetary defense addresses asteroid/comet impacts but not GRBs, supervolcanism, or anthropogenic catastrophe — the risks most clearly requiring multiplanetary distribution
+reweave_edges:
+- DART validated kinetic deflection at heliocentric scales with beta factor 3.61 proving ejecta momentum amplification dominates impact transfer on rubble-pile asteroids|supports|2026-04-24
+- Planetary defense addresses asteroid/comet impacts but not GRBs, supervolcanism, or anthropogenic catastrophe — the risks most clearly requiring multiplanetary distribution|supports|2026-04-24
 ---
 
 # Planetary defense significantly reduces asteroid-specific extinction risk but does not address gamma-ray bursts, supervolcanism, or anthropogenic catastrophe which remain primary rationale for multiplanetary expansion
@@ -17,4 +23,4 @@ DART's successful deflection of Dimorphos and the first human-caused change to a
 
 However, planetary defense does not address several other extinction-level threats: (1) gamma-ray bursts from stellar events, which provide no warning and cannot be deflected; (2) supervolcanic eruptions, which are terrestrial and unaffected by space-based deflection; (3) anthropogenic catastrophe including nuclear war, engineered pandemics, or AI misalignment; (4) long-period comets with short warning times that may not provide sufficient lead time for deflection.
 
-This distinction sharpens the multiplanetary imperative's specific rationale: planetary defense is a critical risk reduction tool for one category of extinction threat, but multiplanetary expansion remains the only comprehensive hedge against the full spectrum of existential risks. The success of DART validates one layer of defense while simultaneously highlighting what it cannot protect against.
+This distinction sharpens the multiplanetary imperative's specific rationale: planetary defense is a critical risk reduction tool for one category of extinction threat, but multiplanetary expansion remains the only comprehensive hedge against the full spectrum of existential risks. The success of DART validates one layer of defense while simultaneously highlighting what it cannot protect against.
\ No newline at end of file
diff --git a/domains/space-development/planetary-defense-addresses-detectable-impacts-not-grbs-supervolcanism-or-anthropogenic-catastrophe.md b/domains/space-development/planetary-defense-addresses-detectable-impacts-not-grbs-supervolcanism-or-anthropogenic-catastrophe.md
index b990a2a38..ae419c629 100644
--- a/domains/space-development/planetary-defense-addresses-detectable-impacts-not-grbs-supervolcanism-or-anthropogenic-catastrophe.md
+++ b/domains/space-development/planetary-defense-addresses-detectable-impacts-not-grbs-supervolcanism-or-anthropogenic-catastrophe.md
@@ -9,9 +9,16 @@ title: Planetary defense addresses asteroid/comet impacts but not GRBs, supervol
 agent: astra
 scope: functional
 sourcer: MIT Planetary Defense 2026
-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"]
+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
+supports:
+- DART validated kinetic deflection at heliocentric scales with beta factor 3.61 proving ejecta momentum amplification dominates impact transfer on rubble-pile asteroids
+- Planetary defense significantly reduces asteroid-specific extinction risk but does not address gamma-ray bursts, supervolcanism, or anthropogenic catastrophe which remain primary rationale for multiplanetary expansion
+reweave_edges:
+- DART validated kinetic deflection at heliocentric scales with beta factor 3.61 proving ejecta momentum amplification dominates impact transfer on rubble-pile asteroids|supports|2026-04-24
+- Planetary defense significantly reduces asteroid-specific extinction risk but does not address gamma-ray bursts, supervolcanism, or anthropogenic catastrophe which remain primary rationale for multiplanetary expansion|supports|2026-04-24
 ---
 
 # Planetary defense addresses asteroid/comet impacts but not GRBs, supervolcanism, or anthropogenic catastrophe — the risks most clearly requiring multiplanetary distribution
 
-The planetary defense community has achieved ~95% cataloguing of extinction-level impactors (>1km) with no near-term threats identified, and DART validated kinetic deflection for rubble-pile asteroids with β=3.61 for Dimorphos. NEO Surveyor (2027-2032) will close the city-killer (140m-1km) detection gap from 44% to 2/3. However, planetary defense has fundamental scope limitations: (1) Long-period comets provide only weeks-to-months warning — insufficient for kinetic deflection deployment; (2) Gamma-ray bursts have no warning and no deflection mechanism; (3) Supervolcanism (Yellowstone/Toba-scale) has no deflection technology and uncertain timescales; (4) Anthropogenic catastrophe (nuclear war, engineered pandemic, AI misalignment) represents the most probable near-term extinction-level risks but has no deflection mechanism. The multiplanetary expansion argument is WEAKEST for detectable asteroid threats where planetary defense is effective, and STRONGEST for anthropogenic and undetectable/undeflectable risks where geographic distribution is the only known mitigation. This creates a complementary rather than competitive relationship: planetary defense handles impact-detectable threats; multiplanetary expansion addresses everything else.
+The planetary defense community has achieved ~95% cataloguing of extinction-level impactors (>1km) with no near-term threats identified, and DART validated kinetic deflection for rubble-pile asteroids with β=3.61 for Dimorphos. NEO Surveyor (2027-2032) will close the city-killer (140m-1km) detection gap from 44% to 2/3. However, planetary defense has fundamental scope limitations: (1) Long-period comets provide only weeks-to-months warning — insufficient for kinetic deflection deployment; (2) Gamma-ray bursts have no warning and no deflection mechanism; (3) Supervolcanism (Yellowstone/Toba-scale) has no deflection technology and uncertain timescales; (4) Anthropogenic catastrophe (nuclear war, engineered pandemic, AI misalignment) represents the most probable near-term extinction-level risks but has no deflection mechanism. The multiplanetary expansion argument is WEAKEST for detectable asteroid threats where planetary defense is effective, and STRONGEST for anthropogenic and undetectable/undeflectable risks where geographic distribution is the only known mitigation. This creates a complementary rather than competitive relationship: planetary defense handles impact-detectable threats; multiplanetary expansion addresses everything else.
\ No newline at end of file
diff --git a/domains/space-development/prospect-and-viper-2027-demos-are-single-point-dependencies-for-phase-2-isru-timeline.md b/domains/space-development/prospect-and-viper-2027-demos-are-single-point-dependencies-for-phase-2-isru-timeline.md
index c571c303b..f23ac26d7 100644
--- a/domains/space-development/prospect-and-viper-2027-demos-are-single-point-dependencies-for-phase-2-isru-timeline.md
+++ b/domains/space-development/prospect-and-viper-2027-demos-are-single-point-dependencies-for-phase-2-isru-timeline.md
@@ -14,6 +14,9 @@ supports:
 - VIPER's late 2027 prospecting mission structurally constrains operational lunar ISRU to post-2029 because extraction system design requires site characterization data
 reweave_edges:
 - VIPER's late 2027 prospecting mission structurally constrains operational lunar ISRU to post-2029 because extraction system design requires site characterization data|supports|2026-04-17
+- Chang'e-7|related|2026-04-24
+related:
+- Chang'e-7
 ---
 
 # PROSPECT and VIPER 2027 missions are single-point dependencies for Phase 2 operational ISRU because they are the only planned chemistry and ice characterization demonstrations before 2029-2032 deployment
diff --git a/domains/space-development/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.md b/domains/space-development/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.md
index 2e84e9d82..be70b6c78 100644
--- a/domains/space-development/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.md	
+++ b/domains/space-development/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.md	
@@ -6,7 +6,13 @@ confidence: likely
 source: "Astra, web research compilation February 2026"
 created: 2026-02-17
 depends_on:
-  - "closed-loop life support is the binding constraint on permanent space settlement because all other enabling technologies are closer to operational readiness"
+- closed-loop life support is the binding constraint on permanent space settlement because all other enabling technologies are closer to operational readiness
+related:
+- Planetary defense significantly reduces asteroid-specific extinction risk but does not address gamma-ray bursts, supervolcanism, or anthropogenic catastrophe which remain primary rationale for multiplanetary expansion
+- Planetary defense addresses asteroid/comet impacts but not GRBs, supervolcanism, or anthropogenic catastrophe — the risks most clearly requiring multiplanetary distribution
+reweave_edges:
+- Planetary defense significantly reduces asteroid-specific extinction risk but does not address gamma-ray bursts, supervolcanism, or anthropogenic catastrophe which remain primary rationale for multiplanetary expansion|related|2026-04-24
+- Planetary defense addresses asteroid/comet impacts but not GRBs, supervolcanism, or anthropogenic catastrophe — the risks most clearly requiring multiplanetary distribution|related|2026-04-24
 ---
 
 # 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
@@ -33,4 +39,4 @@ Relevant Notes:
 - [[water is the strategic keystone resource of the cislunar economy because it simultaneously serves as propellant life support radiation shielding and thermal management]] — water as shielding material
 
 Topics:
-- [[space exploration and development]]
+- [[space exploration and development]]
\ No newline at end of file
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 e1acde96a..8a7c56be6 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	
@@ -10,10 +10,12 @@ domain: space-development
 related:
 - spacetech-series-a-funding-gap-is-the-structural-bottleneck-because-specialized-vcs-concentrate-at-seed-while-generalists-lack-domain-expertise-for-hardware-companies
 - attractor-molochian-exhaustion
+- Parallel governance deadline misses across independent domains indicate deliberate reorientation rather than administrative failure
 related_claims:
 - nearly-all-space-technology-is-dual-use-making-arms-control-in-orbit-impossible-without-banning-the-commercial-applications-themselves
 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
+- Parallel governance deadline misses across independent domains indicate deliberate reorientation rather than administrative failure|related|2026-04-24
 secondary_domains:
 - collective-intelligence
 - grand-strategy
@@ -55,4 +57,4 @@ Relevant Notes:
 - [[attractor states provide gravitational reference points for capital allocation during structural industry change]] — the governance gap itself is an attractor for institutional innovation
 
 Topics:
-- [[space exploration and development]]
+- [[space exploration and development]]
\ No newline at end of file
diff --git a/domains/space-development/water is the strategic keystone resource of the cislunar economy because it simultaneously serves as propellant life support radiation shielding and thermal management.md b/domains/space-development/water is the strategic keystone resource of the cislunar economy because it simultaneously serves as propellant life support radiation shielding and thermal management.md
index b31e78b3b..706cd6df3 100644
--- a/domains/space-development/water is the strategic keystone resource of the cislunar economy because it simultaneously serves as propellant life support radiation shielding and thermal management.md	
+++ b/domains/space-development/water is the strategic keystone resource of the cislunar economy because it simultaneously serves as propellant life support radiation shielding and thermal management.md	
@@ -5,10 +5,15 @@ description: "In cislunar space water is not one resource among many but the key
 confidence: likely
 source: "Astra synthesis from LCROSS mission data, Chandrayaan-1, LRO, Lockheed Martin lunar architecture concepts, NASA ISRU roadmaps"
 created: 2026-03-07
-challenged_by: "Lunar water ice abundance and extractability remain uncertain until VIPER provides ground truth. Permanently shadowed crater operations face extreme engineering challenges (cryogenic temperatures, no solar power, communication difficulties). If deposits prove thin or heterogeneous, the entire cislunar water economy timeline shifts by a decade or more."
+challenged_by:
+- Lunar water ice abundance and extractability remain uncertain until VIPER provides ground truth. Permanently shadowed crater operations face extreme engineering challenges (cryogenic temperatures, no solar power, communication difficulties). If deposits prove thin or heterogeneous, the entire cislunar water economy timeline shifts by a decade or more.
 related_claims:
   - lunar-isru-trl-gap-creates-decade-long-vulnerability-in-surface-first-architecture
   - nasa-project-ignition-south-pole-location-is-isru-first-architectural-commitment
+related:
+- Chang'e-7
+reweave_edges:
+- Chang'e-7|related|2026-04-24
 ---
 
 # water is the strategic keystone resource of the cislunar economy because it simultaneously serves as propellant life support radiation shielding and thermal management
@@ -43,4 +48,4 @@ Relevant Notes:
 - [[orbital propellant depots are the enabling infrastructure for all deep-space operations because they break the tyranny of the rocket equation]] — water-derived propellant is the primary product flowing through depot networks
 
 Topics:
-- [[_map]]
+- [[_map]]
\ No newline at end of file
diff --git a/entities/grand-strategy/bis-january-2026-chip-rule.md b/entities/grand-strategy/bis-january-2026-chip-rule.md
index 9c4f5dba7..d02b505de 100644
--- a/entities/grand-strategy/bis-january-2026-chip-rule.md
+++ b/entities/grand-strategy/bis-january-2026-chip-rule.md
@@ -5,6 +5,10 @@ title: "BIS January 2026 Advanced AI Chip Export Rule"
 domain: grand-strategy
 status: active
 tags: [semiconductor-export-controls, China, industrial-policy, governance-regression]
+supports:
+- Semiconductor export controls (CHIPS Act, ASML restrictions) are the first AI governance instrument structurally analogous to Montreal Protocol's trade sanctions
+reweave_edges:
+- Semiconductor export controls (CHIPS Act, ASML restrictions) are the first AI governance instrument structurally analogous to Montreal Protocol's trade sanctions|supports|2026-04-24
 ---
 
 # BIS January 2026 Advanced AI Chip Export Rule
diff --git a/entities/internet-finance/metadao.md b/entities/internet-finance/metadao.md
index 76c426ec6..86a5b5a68 100644
--- a/entities/internet-finance/metadao.md
+++ b/entities/internet-finance/metadao.md
@@ -44,6 +44,10 @@ chain:
       address: "CUPoiqkK4hxyCiJcLC4yE9AtJP1MoV1vFV2vx3jqwWeS"
   equity_value_usd: null
   data_updated: null
+supports:
+- MetaDAO curated launches achieved 100% above-ICO price versus Pump.fun <0.5% survival rate demonstrating ownership coin selection advantage
+reweave_edges:
+- MetaDAO curated launches achieved 100% above-ICO price versus Pump.fun <0.5% survival rate demonstrating ownership coin selection advantage|supports|2026-04-24
 ---
 
 # MetaDAO
@@ -211,4 +215,4 @@ Relevant Entities:
 
 Topics:
 - [[maps/internet finance and decision markets]]
-- [[maps/metadao-decision-markets]]
+- [[maps/metadao-decision-markets]]
\ No newline at end of file
diff --git a/foundations/collective-intelligence/Hayek argued that designed rules of just conduct enable spontaneous order of greater complexity than deliberate arrangement could achieve.md b/foundations/collective-intelligence/Hayek argued that designed rules of just conduct enable spontaneous order of greater complexity than deliberate arrangement could achieve.md
index 6523051f7..d6e08b45c 100644
--- a/foundations/collective-intelligence/Hayek argued that designed rules of just conduct enable spontaneous order of greater complexity than deliberate arrangement could achieve.md	
+++ b/foundations/collective-intelligence/Hayek argued that designed rules of just conduct enable spontaneous order of greater complexity than deliberate arrangement could achieve.md	
@@ -5,6 +5,10 @@ domain: collective-intelligence
 created: 2026-02-17
 source: "Hayek, The Road to Serfdom; Law Legislation and Liberty"
 confidence: proven
+related:
+- hayeks knowledge problem reveals that economic planning requires both local and global information which are never simultaneously available to decision makers
+reweave_edges:
+- hayeks knowledge problem reveals that economic planning requires both local and global information which are never simultaneously available to decision makers|related|2026-04-24
 ---
 
 # Hayek argued that designed rules of just conduct enable spontaneous order of greater complexity than deliberate arrangement could achieve
diff --git a/foundations/collective-intelligence/decentralized information aggregation outperforms centralized planning because dispersed knowledge cannot be collected into a single mind but can be coordinated through price signals that encode local information into globally accessible indicators.md b/foundations/collective-intelligence/decentralized information aggregation outperforms centralized planning because dispersed knowledge cannot be collected into a single mind but can be coordinated through price signals that encode local information into globally accessible indicators.md
index d79f0cc70..6b48cc36e 100644
--- a/foundations/collective-intelligence/decentralized information aggregation outperforms centralized planning because dispersed knowledge cannot be collected into a single mind but can be coordinated through price signals that encode local information into globally accessible indicators.md	
+++ b/foundations/collective-intelligence/decentralized information aggregation outperforms centralized planning because dispersed knowledge cannot be collected into a single mind but can be coordinated through price signals that encode local information into globally accessible indicators.md	
@@ -7,8 +7,10 @@ source: "Hayek, 'The Use of Knowledge in Society' (1945); Fama, 'Efficient Capit
 created: 2026-03-08
 supports:
 - AI with ubiquitous sensors could theoretically perform the three core functions of financial markets rendering traditional finance infrastructure obsolete
+- hayeks knowledge problem reveals that economic planning requires both local and global information which are never simultaneously available to decision makers
 reweave_edges:
 - AI with ubiquitous sensors could theoretically perform the three core functions of financial markets rendering traditional finance infrastructure obsolete|supports|2026-04-17
+- hayeks knowledge problem reveals that economic planning requires both local and global information which are never simultaneously available to decision makers|supports|2026-04-24
 ---
 
 # Decentralized information aggregation outperforms centralized planning because dispersed knowledge cannot be collected into a single mind but can be coordinated through price signals that encode local information into globally accessible indicators
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 c1ff80b95..0dcc74274 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	
@@ -11,6 +11,9 @@ supports:
 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
+- conceptual architecture|related|2026-04-24
+related:
+- conceptual architecture
 ---
 
 # 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/equilibrium models of complex systems are fundamentally misleading because systems in balance cannot exhibit catastrophes fractals or history.md b/foundations/critical-systems/equilibrium models of complex systems are fundamentally misleading because systems in balance cannot exhibit catastrophes fractals or history.md
index 887f98e07..73f95c605 100644
--- a/foundations/critical-systems/equilibrium models of complex systems are fundamentally misleading because systems in balance cannot exhibit catastrophes fractals or history.md	
+++ b/foundations/critical-systems/equilibrium models of complex systems are fundamentally misleading because systems in balance cannot exhibit catastrophes fractals or history.md	
@@ -6,6 +6,10 @@ created: 2026-02-16
 source: "Bak, How Nature Works (1996)"
 confidence: likely
 tradition: "self-organized criticality, complexity science, statistical physics"
+related:
+- punctuated equilibrium emerges from darwinian microevolution without additional principles because extremal dynamics on coupled fitness landscapes self organize to criticality
+reweave_edges:
+- punctuated equilibrium emerges from darwinian microevolution without additional principles because extremal dynamics on coupled fitness landscapes self organize to criticality|related|2026-04-24
 ---
 
 # equilibrium models of complex systems are fundamentally misleading because systems in balance cannot exhibit catastrophes fractals or history
diff --git a/foundations/critical-systems/large catastrophic events in critical systems require no special cause because the same dynamics that produce small events occasionally produce enormous ones.md b/foundations/critical-systems/large catastrophic events in critical systems require no special cause because the same dynamics that produce small events occasionally produce enormous ones.md
index cbe4674f6..68fb3e2fb 100644
--- a/foundations/critical-systems/large catastrophic events in critical systems require no special cause because the same dynamics that produce small events occasionally produce enormous ones.md	
+++ b/foundations/critical-systems/large catastrophic events in critical systems require no special cause because the same dynamics that produce small events occasionally produce enormous ones.md	
@@ -6,6 +6,10 @@ created: 2026-02-16
 source: "Bak, How Nature Works (1996)"
 confidence: proven
 tradition: "self-organized criticality, complexity science, statistical physics"
+related:
+- punctuated equilibrium emerges from darwinian microevolution without additional principles because extremal dynamics on coupled fitness landscapes self organize to criticality
+reweave_edges:
+- punctuated equilibrium emerges from darwinian microevolution without additional principles because extremal dynamics on coupled fitness landscapes self organize to criticality|related|2026-04-24
 ---
 
 # large catastrophic events in critical systems require no special cause because the same dynamics that produce small events occasionally produce enormous ones
diff --git a/foundations/critical-systems/power laws in financial returns indicate self-organized criticality not statistical anomalies because markets tune themselves to maximize information processing and adaptability.md b/foundations/critical-systems/power laws in financial returns indicate self-organized criticality not statistical anomalies because markets tune themselves to maximize information processing and adaptability.md
index 968e3a10a..dab40aff6 100644
--- a/foundations/critical-systems/power laws in financial returns indicate self-organized criticality not statistical anomalies because markets tune themselves to maximize information processing and adaptability.md	
+++ b/foundations/critical-systems/power laws in financial returns indicate self-organized criticality not statistical anomalies because markets tune themselves to maximize information processing and adaptability.md	
@@ -6,6 +6,10 @@ created: 2026-02-16
 source: "Teleological Investing / TeleoHumanity book"
 confidence: experimental
 tradition: "Bak, Kauffman, complexity theory, self-organized criticality"
+related:
+- punctuated equilibrium emerges from darwinian microevolution without additional principles because extremal dynamics on coupled fitness landscapes self organize to criticality
+reweave_edges:
+- punctuated equilibrium emerges from darwinian microevolution without additional principles because extremal dynamics on coupled fitness landscapes self organize to criticality|related|2026-04-24
 ---
 
 The power law distribution of financial returns—with far more extreme moves than the bell curve predicts—is not a bug to be corrected but a signature of markets operating at criticality, the state that maximizes their ability to process information and adapt over the long term. Just as evolution and the brain tune themselves to the critical point between excessive order and chaos, markets may self-organize to criticality because this state optimizes their fundamental function as distributed information processing systems.
diff --git a/foundations/teleological-economics/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.md b/foundations/teleological-economics/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.md
index b3c548a65..dc12cf72a 100644
--- a/foundations/teleological-economics/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.md	
+++ b/foundations/teleological-economics/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.md	
@@ -5,6 +5,10 @@ description: "Vickrey's foundational insight that auction format determines econ
 confidence: proven
 source: "Vickrey (1961); Milgrom & Weber (1982); Myerson (1981); Riley & Samuelson (1981); Nobel Prize in Economics 1996 (Vickrey), 2020 (Milgrom & Wilson)"
 created: 2026-03-08
+related:
+- the vickrey auction makes honesty the dominant strategy by paying winners the second highest bid rather than their own
+reweave_edges:
+- the vickrey auction makes honesty the dominant strategy by paying winners the second highest bid rather than their own|related|2026-04-24
 ---
 
 # 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
@@ -55,4 +59,4 @@ Relevant Notes:
 
 Topics:
 - [[maps/analytical-toolkit]]
-- [[maps/internet finance and decision markets]]
+- [[maps/internet finance and decision markets]]
\ No newline at end of file
diff --git a/foundations/teleological-economics/incumbents fail to respond to visible disruption because external structures lag even when executives see the threat clearly.md b/foundations/teleological-economics/incumbents fail to respond to visible disruption because external structures lag even when executives see the threat clearly.md
index eb3ff6074..12e4b873d 100644
--- a/foundations/teleological-economics/incumbents fail to respond to visible disruption because external structures lag even when executives see the threat clearly.md	
+++ b/foundations/teleological-economics/incumbents fail to respond to visible disruption because external structures lag even when executives see the threat clearly.md	
@@ -6,6 +6,10 @@ created: 2026-02-21
 source: "Doug Shapiro, 'What Clay Christensen Missed' and 'A False Sense of Stability', The Mediator (Substack)"
 confidence: likely
 tradition: "media disruption analysis, Christensen disruption theory"
+related:
+- three types of organizational inertia routine cultural and proxy each resist adaptation through different mechanisms and require different remedies
+reweave_edges:
+- three types of organizational inertia routine cultural and proxy each resist adaptation through different mechanisms and require different remedies|related|2026-04-24
 ---
 
 # incumbents fail to respond to visible disruption because external structures lag even when executives see the threat clearly
diff --git a/foundations/teleological-economics/pioneers prove concepts but fast followers with better capital allocation capture most long-term value in industry transitions.md b/foundations/teleological-economics/pioneers prove concepts but fast followers with better capital allocation capture most long-term value in industry transitions.md
index 858fe4b13..b6ef7dd34 100644
--- a/foundations/teleological-economics/pioneers prove concepts but fast followers with better capital allocation capture most long-term value in industry transitions.md	
+++ b/foundations/teleological-economics/pioneers prove concepts but fast followers with better capital allocation capture most long-term value in industry transitions.md	
@@ -8,8 +8,10 @@ source: "Attractor state historical backtesting, Feb 2026"
 tradition: "Teleological Investing, complexity economics"
 related:
 - priority inheritance means nascent technologies inherit economic value from the future systems they will enable because dependency chains transmit importance backward through time
+- Nascent technologies inherit strategic value from the future capabilities they are prerequisites for just as low-priority threads inherit priority from high-priority threads they block
 reweave_edges:
 - priority inheritance means nascent technologies inherit economic value from the future systems they will enable because dependency chains transmit importance backward through time|related|2026-04-19
+- Nascent technologies inherit strategic value from the future capabilities they are prerequisites for just as low-priority threads inherit priority from high-priority threads they block|related|2026-04-24
 ---
 
 # pioneers prove concepts but fast followers with better capital allocation capture most long-term value in industry transitions
diff --git a/foundations/teleological-economics/proxy inertia is the most reliable predictor of incumbent failure because current profitability rationally discourages pursuit of viable futures.md b/foundations/teleological-economics/proxy inertia is the most reliable predictor of incumbent failure because current profitability rationally discourages pursuit of viable futures.md
index 4eba2a850..73487a347 100644
--- a/foundations/teleological-economics/proxy inertia is the most reliable predictor of incumbent failure because current profitability rationally discourages pursuit of viable futures.md	
+++ b/foundations/teleological-economics/proxy inertia is the most reliable predictor of incumbent failure because current profitability rationally discourages pursuit of viable futures.md	
@@ -8,8 +8,10 @@ source: "Attractor state historical backtesting, Feb 2026"
 tradition: "Teleological Investing, complexity economics"
 related:
 - incumbents fail to respond to visible disruption because external structures lag even when executives see the threat clearly
+- three types of organizational inertia routine cultural and proxy each resist adaptation through different mechanisms and require different remedies
 reweave_edges:
 - incumbents fail to respond to visible disruption because external structures lag even when executives see the threat clearly|related|2026-04-18
+- three types of organizational inertia routine cultural and proxy each resist adaptation through different mechanisms and require different remedies|related|2026-04-24
 ---
 
 # proxy inertia is the most reliable predictor of incumbent failure because current profitability rationally discourages pursuit of viable futures