From be8ff41bfeccfcc3522279e36137f0d4ab4dc71a Mon Sep 17 00:00:00 2001
From: m3taversal <m3taversal@gmail.com>
Date: Tue, 21 Apr 2026 11:55:18 +0100
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Wrote sourced_from: into 414 claim files pointing back to their origin source.
Backfilled claims_extracted: into 252 source files that were processed but
missing this field. Matching uses author+title overlap against claim source:
field, validated against 296 known-good pairs from existing claims_extracted.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 ...e primary determinant of system success.md |   2 +
 ...s the only thing preventing convergence.md |   2 +
 ...ing state enforcement as outer boundary.md |   2 +
 ...rategies that require mutual legibility.md |   2 +
 ... researcher to agent workflow architect.md |   2 +
 ...ogram execution during the same session.md |   2 +
 ...rganizational inertia temporarily masks.md |   2 +
 ...t alignment governance must account for.md |   2 +
 ...t proximate AI-enabled existential risk.md |   4 +
 ... than instrumental convergence predicts.md |   3 +
 ...y to notice what matters remains scarce.md |  18 +
 ...tional norms to their new organizations.md |   2 +
 ...emic-risk-through-parasocial-dependency.md |   2 +
 ...ical and economic displacement dynamics.md |   2 +
 ...ge-eliminating-the-authenticity-premium.md |   2 +
 ...idence-for-deceptive-alignment-concerns.md |   2 +
 ...ive dynamics of frontier AI development.md |   2 +
 ... compounding artifact not a query cache.md |   2 +
 ...ty rather than confirm existing beliefs.md |   2 +
 ...stand what was produced on their behalf.md |   2 +
 ... needs to navigate structured knowledge.md |   2 +
 ...s-to-preserve-data-sovereignty-at-scale.md |   2 +
 ...ineering against instrumental interests.md |   2 +
 ...aluate 100 permission requests per hour.md |   2 +
 ...ledge-not-physical-synthesis-capability.md |   2 +
 ...odel-size-and-behavioral-predictability.md |   2 +
 ...-prompt-limits-interpretability-scaling.md |   2 +
 ... systems regardless of agent capability.md |   2 +
 ...ould indicate the anchor needs updating.md |  20 +
 ...environments-remove-real-world-friction.md |   2 +
 ...single system possessing unified agency.md |   2 +
 ...ers are estimated unlikely to replicate.md |   4 +
 ... of the file that contains the teaching.md |  20 +
 ...s through observation not specification.md |   2 +
 ...ore it causes knowledge base corruption.md |   2 +
 ...judgment that models cannot self-derive.md |   2 +
 ... delegate more effectively than novices.md |   2 +
 ...s the action regardless of other layers.md |   2 +
 ...fix the systems civilization depends on.md |   2 +
 ... for adversarial-grade AI agent control.md |   2 +
 ...rupt downstream processing indefinitely.md |  24 +
 ...cost that competitive markets eliminate.md |   2 +
 ...ng degrades catastrophically with scale.md |   2 +
 ...tary-and-litigation-routes-insufficient.md |   2 +
 ...haviors without any training to deceive.md |   3 +
 ...alternative-to-us-voluntary-commitments.md |   4 +
 ...etect-and-respond-to-testing-conditions.md |   2 +
 ...overfitting and a proof cannot be gamed.md |   2 +
 ...ility while human verification degrades.md |   3 +
 ...ty leaving only coordination as defense.md |   2 +
 ...omplexity-and-reasoning-length-increase.md |   3 +
 ...-track-record-not-evaluation-confidence.md |   3 +
 ...ns-obsolete-within-one-model-generation.md |   2 +
 ... search through the berrypicking effect.md |  18 +
 ...ken state determines what agents can do.md |   2 +
 ...le model upgrades produce smaller gains.md |   2 +
 ...ry between group and individual effects.md |   2 +
 ...on as role-specific cellular algorithms.md |   2 +
 ...ogenizer under high-exposure conditions.md |   2 +
 ...nderwrite responsibility remains finite.md |   2 +
 ...n and mathematicians verify correctness.md |   2 +
 ...e-extended-reasoning-degrades-alignment.md |   2 +
 ...converge-on-explainability-requirements.md |   2 +
 ...an persist in potentially wrong actions.md |   2 +
 ...t embedding similarity cannot replicate.md |  19 +
 ... between phases degrades output quality.md |  20 +
 ...ach catch failure modes the others miss.md |   2 +
 ...rtainty about what humans actually want.md |   2 +
 ...l change not stateless input processing.md |   2 +
 ...here-vulnerable-populations-concentrate.md |   2 +
 ...ity gains regardless of cognitive power.md |   3 +
 ...inimum-utility-across-preference-groups.md |   2 +
 ...safety-critical-tasks-at-frontier-scale.md |   2 +
 ...s-but-cannot-detect-deceptive-alignment.md |   3 +
 ...ons and consolidate at different speeds.md |  20 +
 ...dbagging-and-evaluation-mode-divergence.md |   2 +
 ...babilistic to deterministic enforcement.md |   3 +
 ...spite-formal-authorization-requirements.md |   2 +
 ...ing-single-reward-leaves-value-on-table.md |   2 +
 ...raphic labels or explicit user modeling.md |   3 +
 ...flow and adversarial verification value.md |   2 +
 ...y in realistic multi-party environments.md |   2 +
 ...by 30 percent on engineering benchmarks.md |   2 +
 ...equired GPT and Claude working together.md |   2 +
 ...structurally intolerable to governments.md |   2 +
 ...-trust-properties-to-achieve-legitimacy.md |   2 +
 ...that survive working memory degradation.md |  19 +
 ... the agent could not perform without it.md |  24 +
 ...behavior when commercially inconvenient.md |   2 +
 ...-diversity-better-than-forced-consensus.md |   2 +
 ...independence-of-irrelevant-alternatives.md |   2 +
 ...ernance-built-on-unreliable-foundations.md |   2 +
 ...nd the advantage widens with complexity.md |   2 +
 ...nce-platforms-for-ai-alignment-feedback.md |   2 +
 ...dit process scales to catch the cascade.md |   4 +
 ...e-function-before-reward-model-training.md |   2 +
 ...bling-aggregation-across-diverse-groups.md |   2 +
 ...ocial-choice-without-normative-scrutiny.md |   2 +
 ...make-behavioral-evaluation-insufficient.md |   3 +
 ...s design space than human engineers can.md |   3 +
 ...roportional-to-minority-distinctiveness.md |   2 +
 ...nd-more-sophisticated-gaming-strategies.md |   3 +
 ... that prompt-level rules cannot achieve.md |   2 +
 ... activate deliberate reasoning patterns.md |   2 +
 ...y agent controlling specialized helpers.md |   2 +
 ...e alignment problem at the system level.md |   2 +
 ...idual-preference alignment cannot serve.md |   2 +
 ...rdless of whether the source is labeled.md |   2 +
 ...nance can avoid black ball technologies.md |   2 +
 ...instructions degrade under context load.md |   2 +
 ...ity limits determines real-world impact.md |   2 +
 ... adoption creates more chaos than value.md |   2 +
 ...havior when preferences are homogeneous.md |   3 +
 ... problems invisible to the other scales.md |  19 +
 ...spite superhuman cognitive capabilities.md |   2 +
 ...hanism that makes enforcement necessary.md |  18 +
 ...no individual researcher has formulated.md |   4 +
 ... that model introspection cannot detect.md |   2 +
 ...facts but zero psychological continuity.md |  18 +
 ...g patterns from identical model weights.md |  19 +
 ...sarial-resistance-defeat-external-audit.md |   2 +
 ...hat causes knowledge system abandonment.md |  19 +
 ...cted edges carry up to 40 percent noise.md |  18 +
 ...-with-theory-of-mind-and-goal-alignment.md |   2 +
 ...urs-bottom-up-through-self-organization.md |   2 +
 ...producing-collective-intelligence-gains.md |   2 +
 ...RC demonstration and commercial revenue.md |   2 +
 ...osts radiation or bandwidth limitations.md |   3 +
 ...lants that take another decade to build.md |   2 +
 ...usion devices viable for the first time.md |   2 +
 ...iency turns Q of 1 into net energy loss.md |   2 +
 ...hile each plant consumes 55 kg per year.md |   2 +
 ...er acceptance not technology capability.md |   3 +
 ...syntheticization or progressive control.md |   3 +
 ...he studio system leave few alternatives.md |   2 +
 ...petitors regardless of IP library scale.md |   2 +
 ...s-loss-leader-model-at-enterprise-scale.md |   2 +
 ...ible-integration-as-specific-mechanisms.md |   2 +
 ...ause-provenance-is-inherent-and-legible.md |   2 +
 ...nity-governed-in-flagship-web3-projects.md |   3 +
 ...hrough-strategic-operational-separation.md |   2 +
 ...-proportional-to-audience-vulnerability.md |   2 +
 ...reference not fixed by production value.md |   2 +
 ...thenticity-signal-becomes-more-valuable.md |   2 +
 ...-rejection-than-functional-applications.md |   2 +
 ...exposure-leads-to-acceptance-hypothesis.md |   2 +
 ...evenue-model-rewards-relationship-depth.md |   2 +
 ...s while misaligning creative incentives.md |   4 +
 ...every marginal hour shifts between them.md |   2 +
 ...th-shared-formats-audiences-and-revenue.md |   2 +
 ...atch-with-financial-services-compliance.md |   4 +
 ...tainment-brands-built-trust-with-minors.md |   3 +
 ...because-subscribers-choose-deliberately.md |   2 +
 ...-creator-revenue-across-13M-subscribers.md |   2 +
 ...ion-and-owned-platform-for-monetization.md |   2 +
 ...-recognize-participate-in-and-return-to.md |   2 +
 ...by-2025-surpassing-traditional-channels.md |   2 +
 ...ators-control-sufficient-audience-scale.md |   2 +
 ...r than a unidirectional broadcast asset.md |   2 +
 ...m-equivalent-social-platform-ad-revenue.md |   2 +
 ...-founding-team-and-studio-professionals.md |   3 +
 ...hange and ease of incumbent replication.md |   2 +
 ...ing-indicator-for-ai-content-acceptance.md |   2 +
 ...ccess-traditional-distribution-channels.md |   2 +
 ...s-AI-generated-content-becomes-dominant.md |   2 +
 ...ional-media-and-platform-creator-models.md |   2 +
 ...tural-patterns-across-content-verticals.md |   2 +
 ...lity signal when choice is overwhelming.md |   2 +
 ...ecloses alternative industry structures.md |   2 +
 ...s-reference-documents-not-entertainment.md |   6 +
 ...cape valve for displaced creative labor.md |   2 +
 ...ll first and creation moats fall second.md |   2 +
 ...-distribution-coverage-over-story-depth.md |   5 +
 ...laces labor across the production chain.md |   2 +
 ...nce demand before production investment.md |  10 +
 ...g-control-and-stimulate-streaming-rebuy.md |   2 +
 ...cial-ip-success-without-narrative-depth.md |   3 +
 ...s match generational attention patterns.md |   2 +
 ... up to half of average revenue per user.md |   2 +
 ...bets because power law returns dominate.md |   2 +
 ...nment-not-a-temporal-communications-lag.md |   2 +
 ...nity engagement data as risk mitigation.md |   8 +
 ...her-than-genuine-creative-collaboration.md |   2 +
 ...and-strength-without-product-market-fit.md |   2 +
 ...-blockchain-as-invisible-infrastructure.md |   2 +
 ...dia-coordination-of-audience-experience.md |   2 +
 ...cy-over-traditional-broadcast-windowing.md |   2 +
 ...eaty-path-for-medium-utility-categories.md |   2 +
 ...e-enabling-conditions-all-absent-for-ai.md |   2 +
 ...slative-ceiling-is-cross-jurisdictional.md |   2 +
 ...reaty-ratification-and-compliance-delay.md |   2 +
 ...rative-objective-function-specification.md |   2 +
 ...nditions-to-56-years-with-one-condition.md |   2 +
 ...h-number-of-enabling-conditions-present.md |   2 +
 ...n-and-domestic-implementation-weakening.md |   2 +
 ...sovereignty-conflicts-prevent-consensus.md |   2 +
 ...dination-impossible-to-replicate-for-ai.md |   2 +
 ...-at-inception-or-physical-manifestation.md |   2 +
 ...e is immediate unambiguous and low-risk.md |   2 +
 ...constraint between headcount and output.md |   2 +
 ... upcoded diagnoses from MA risk scoring.md |   2 +
 ...erimental ones remain in cash-pay limbo.md |   2 +
 ...tical integration during CMS tightening.md |   2 +
 ...ce the 90 percent clinical failure rate.md |   2 +
 ...of US physicians daily within two years.md |   2 +
 ...ent-cross-specialty-pattern-in-medicine.md |   2 +
 ...itrage from purpose-built care delivery.md |   2 +
 ...d-for-disease-management-infrastructure.md |   2 +
 ...ent-safety-hazard-two-consecutive-years.md |   2 +
 ...es-deskilling-misskilling-neverskilling.md |   2 +
 ...ory-thresholds-operationally-inadequate.md |   2 +
 ... bypasses traditional payer gatekeeping.md |   2 +
 ...-year-window-excludes-long-term-savings.md |   2 +
 ...erty-low-education-inadequate-insurance.md |   4 +
 ...ed partnership potentially more durable.md |   2 +
 ...titutional-contradiction-with-snap-cuts.md |   2 +
 ...ients-undermining-chronic-use-economics.md |   2 +
 ...92-percent-receive-no-dietitian-support.md |   2 +
 ...verage-and-highest-income-relative-cost.md |   2 +
 ...ercent of deals are flat or down rounds.md |   4 +
 ...trust that software alone cannot create.md |   2 +
 ...-remote-monitoring-and-post-acute-shift.md |   2 +
 ...ment-indicating-behavioral-sdoh-failure.md |   2 +
 ...primary-cvd-mortality-driver-since-2022.md |   2 +
 ...-preview-of-us-long-term-care-challenge.md |   2 +
 ...e-insurance-is-viable-at-national-scale.md |   2 +
 ...ias-in-content-and-expert-rated-quality.md |   2 +
 ...just-clinical-factors-drive-persistence.md |   2 +
 ...ion-from-supplement-to-dominant-program.md |   2 +
 ...-46-percent-despite-nominal-plan-choice.md |   2 +
 ...ating-scale-worsens-overpayment-problem.md |   2 +
 ...x-policy-demonstrating-fiscal-fragility.md |   3 +
 ...iring-prospective-competency-assessment.md |   3 +
 ...unity-based-delivery-not-cost-reduction.md |   2 +
 ...enging-prevention-saves-money-narrative.md |   2 +
 ...g-the-funding-mechanism-not-the-program.md |   2 +
 ...-operates-through-unmeasured-mechanisms.md |   3 +
 ...-accumulation-not-after-safety-evidence.md |   2 +
 ...ug-specific-adherence-variation-of-2-5x.md |   2 +
 ...e conditions faster than prices decline.md |   2 +
 ...verged-on-adoption-acceleration-q1-2026.md |   3 +
 ...on-through-chronic-inflammation-pathway.md |   3 +
 ...ning-antihypertensive-treatment-failure.md |   2 +
 ...ng-heart-failure-hypertension-worsening.md |   2 +
 ...uity-failures-override-clinical-quality.md |   2 +
 ...ructural-problem-in-american-healthcare.md |   2 +
 ...p-leaves-aca-mandatory-coverage-dormant.md |   2 +
 ...n-roi-depends-on-multi-year-attribution.md |   2 +
 ...regate demand does not slow AI adoption.md |   2 +
 ...cumulate AUM rather than generate alpha.md |   3 +
 ...nder pro-rata not governance validation.md |   3 +
 ...arkets over polling in 2024 US election.md |   2 +
 ...ance-tokens-and-NFT-liquidity-on-Solana.md |   2 +
 ...riction-selects-for-wealthy-speculators.md |   2 +
 ...l-across-networks-and-compute-pipelines.md |   2 +
 ...nation-through-local-congestion-signals.md |   2 +
 ...compute-coordination-without-prediction.md |   2 +
 ...ng-it-simpler-than-ml-based-autoscaling.md |   2 +
 ...uidity-conversion-in-meme-token-markets.md |  34 ++
 ...abling-permissionless-on-chain-matching.md |   2 +
 ...-percent-apy-through-carsharing-revenue.md |  35 ++
 ...aggregating-yield-across-project-tokens.md |  35 ++
 ...-equity-and-large-financial-instruments.md |  35 ++
 ...quired-capacity-for-fixed-service-level.md |   2 +
 ...een-consumer-capacity-and-producer-rate.md |   2 +
 ...als-rule-40-11-structural-contradiction.md |   2 +
 ...ivals-causes-systematic-staffing-errors.md |   2 +
 ...that solo founders and small teams face.md |   2 +
 ...doption too early for macro attribution.md |   2 +
 ...duce-rather-than-increase-participation.md |  35 ++
 ...e-resolving-the-speed-fairness-tradeoff.md |  37 ++
 ...requires-calibration-not-just-knowledge.md |   2 +
 ...rs over 100 million dollars on Ethereum.md |   2 +
 ...thmic meritocracy in token distribution.md |   2 +
 ...r replacement as the dominant mechanism.md |   2 +
 ... information not historical commitments.md |   3 +
 ...hat academics tolerate but users reject.md |   2 +
 ...lume proportionally to market sentiment.md |   4 +
 ...isruptive-token-architecture-migrations.md |   2 +
 ...ardinal-estimation-requires-calibration.md |   2 +
 ...erational security and legal compliance.md |   3 +
 ...turn when teams materially misrepresent.md |   4 +
 ...atform damage the platforms credibility.md |  36 ++
 ...adeoff-between-adoption-and-credibility.md |  37 ++
 ...reating-massive-acceleration-into-close.md |  29 ++
 ...-and-brand-equity-as-token-price-inputs.md |   2 +
 ...ers-and-worst-performers-simultaneously.md |   2 +
 ...ty-resonant-projects-raise-100x-targets.md |  30 ++
 ...sing-and-conditional-success-thresholds.md |  35 ++
 ...-np-complete-for-more-than-two-machines.md |   2 +
 ...hing-one-at-rate-one-over-square-root-n.md |   2 +
 ...sion-maker-trading-and-random-rejection.md |   2 +
 ...ing-the-platform-take-counterparty-risk.md |  31 ++
 ...cent-of-optimal-for-homogeneous-workers.md |   2 +
 ...-thresholds-for-scale-up-and-scale-down.md |   2 +
 ...ivate credit channel to transmit losses.md |   3 +
 ...ttlenecks with real-time market pricing.md |   2 +
 ...and eliminating intermediation friction.md |   3 +
 ...but-requires-buffer-margin-for-variance.md |   2 +
 ...euristics-for-cloud-resource-allocation.md |   2 +
 ...eliminates-long-term-tradeoff-ambiguity.md |  37 ++
 ...teration-speed-over-security-guarantees.md |   2 +
 ...ys-enabling-faster-governance-iteration.md |   2 +
 ...el disruption and economy-wide collapse.md |   2 +
 ...ivals-through-hidden-state-markov-chain.md |   2 +
 ...staffing-captures-most-efficiency-gains.md |   2 +
 ...rgin-grows-sublinearly-with-system-size.md |   2 +
 ...with-market-controlled-capex-deployment.md |  36 ++
 ...-through-federal-banking-infrastructure.md |   2 +
 ...nd-and-creates-bottlenecks-during-peaks.md |   2 +
 ...-dispersion-ratio-to-capture-burstiness.md |   2 +
 ...ucture-making-simple-rules-near-optimal.md |   2 +
 ...ration not treated as static war chests.md |   2 +
 ...ount of decision optimization can match.md |   2 +
 ...elling-as-ownership-alignment-mechanism.md |   3 +
 ...sement-liability-for-futarchy-platforms.md |  97 ++++
 ... zero reputational cost to the platform.md |  35 ++
 ... by making futarchy markets more liquid.md |   3 +
 ...ion-or-threshold-heuristics-are-optimal.md |   2 +
 ...ownside-risk-removes-selection-pressure.md |   2 +
 ...n-markets-as-cftc-regulated-derivatives.md |   2 +
 ...re-with-complementary-regulatory-models.md |   2 +
 ...markets-but-conversion-is-not-happening.md |   3 +
 ...sting-dominates-governance-applications.md |   2 +
 ...er savings into PE-backed software debt.md |   2 +
 ... failure rather than creating a new one.md |   2 +
 ...ritable-identity-to-speculative-trading.md |  34 ++
 ...ntrated-losses-on-protocols-they-select.md |  37 ++
 ...who can independently verify the thesis.md |   2 +
 ...-bootstrapping-new-markets-per-decision.md |   2 +
 ...rent-reduces-futarchy-proposal-friction.md |   2 +
 ...anguage-replaces-manual-defi-navigation.md |  32 ++
 ...t-traction-for-ai-native-wallet-concept.md |  32 ++
 ...o-all-derived-conditional-token-markets.md |  52 ++
 ...-barriers-to-mainstream-crypto-adoption.md |   2 +
 ...ugh-composability-advantage-compounding.md |   2 +
 ...ess-adjustment-for-non-poisson-arrivals.md |   2 +
 ...full-utilization-with-manageable-delays.md |   2 +
 ...re-beta-is-quality-of-service-parameter.md |   2 +
 ... while TVL only measures capital parked.md |   2 +
 ...adoption before full labor substitution.md |   2 +
 ...ling demand creates contraction spirals.md |   2 +
 ...y tokens sold with development promises.md |   2 +
 ...ed nor excluded from the token taxonomy.md |   2 +
 ...oes not require securities registration.md |   2 +
 ...ndary that token projects must navigate.md |   2 +
 ...al pathway to reduced regulatory burden.md |   2 +
 ...cture can create securities obligations.md |   2 +
 ...promises or sufficient decentralization.md |   2 +
 ...consensus is not an investment contract.md |   2 +
 ... lockup exposure while appearing locked.md |   2 +
 ...namic-staffing-not-constant-max-workers.md |   2 +
 ...ing-without-direct-dao-treasury-capture.md |  35 ++
 ...rket-saturation-or-competitive-dynamics.md |  35 ++
 ...g-revenue-to-governance-token-purchases.md |  42 ++
 ...ng-resolution-time-from-days-to-seconds.md |  34 ++
 ...titor-to-metadaos-solana-implementation.md |   2 +
 ...gs buffers mask the damage for quarters.md |   2 +
 ...ncial position among funded competitors.md |   2 +
 ...ompetitors optimize individual services.md |   2 +
 ...because water closes first economically.md |   2 +
 ...and only 3-4 mega-constellations viable.md |   2 +
 ...e its design goal and 98 percent purity.md |   2 +
 ...an launch in the emerging space economy.md |   2 +
 ...t no competitor can replicate piecemeal.md |   3 +
 ...for the entire space industrial economy.md |   2 +
 ...100 times beats a 50M expendable by 17x.md |   2 +
 ...range from 50 km to potentially 5000 km.md |   2 +
 ...ering-arithmetic-for-vision-driven-bets.md |   2 +
 ...nd metals-for-Earth-return decades away.md |   2 +
 ...s fell 30x and real customers now exist.md |   2 +
 ...ies are closer to operational readiness.md |   2 +
 ... 4 companies are racing to fill by 2030.md |   5 +
 ...der-when-anchor-customer-role-uncertain.md |   2 +
 ...30-retirement-deadline-as-of-march-2026.md |   2 +
 ...no-cislunar-orbital-node-in-development.md |   3 +
 ... centers for latency-tolerant workloads.md |   2 +
 ... advantages nimble commercial providers.md |   2 +
 ...habitat remains a supply chain exercise.md |   2 +
 ...all space economy reaching 1-2 trillion.md |   2 +
 ...e industry at specific price thresholds.md |   2 +
 ...ng-240000-satellites-physics-constraint.md |   3 +
 ...tics pharmaceuticals and semiconductors.md |   2 +
 ... solar fails during 14-day lunar nights.md |   2 +
 ...s collapse without scaffolding on Earth.md |   2 +
 ...g launch costs attracts serious players.md |   2 +
 ...e currently exist at required readiness.md |   2 +
 ...native-to-permitting-and-grid-solutions.md |   2 +
 ...-networks-not-standalone-constellations.md |   2 +
 ...ent-january-2026-axiom-kepler-sda-nodes.md |   2 +
 ...turing to life support is power-limited.md |   2 +
 ...nce-penalty-on-orbital-compute-hardware.md |   2 +
 ... the Space Shuttle proved over 30 years.md |   2 +
 ...tions-enabling-dual-use-business-models.md |   2 +
 ...tal-compute-architecture-from-inception.md |   2 +
 ...dence-in-defense-demand-materialization.md |   2 +
 ...ates-artemis-program-concentration-risk.md |   2 +
 ... institutional design advances linearly.md |   2 +
 ... communities is historically impossible.md |   2 +
 ...ervice market projected at 1-8B by 2026.md |   2 +
 ...reshold near 10 dollars per kg to orbit.md |   2 +
 ...g less delta-v than a soft Moon landing.md |   2 +
 ...turing and partial life support closure.md |   2 +
 ...tries but contested by China and Russia.md |   2 +
 ...ractice rather than universal consensus.md |   2 +
 ...on cycles than the 6-month Mars journey.md |   2 +
 ...ement governance deliberately ambiguous.md |   2 +
 ...nuous human presence in low Earth orbit.md |   2 +
 ...most dedicated small launchers on price.md |   2 +
 ...bal industry not a speculative frontier.md |   2 +
 ... to sail-to-steam in maritime transport.md |   2 +
 ...the next tier of orbital infrastructure.md |   2 +
 ...blurs-three-tier-manufacturing-sequence.md |   2 +
 ...educes-space-manufacturing-access-costs.md |   2 +
 ...rdio-proposal-develop-a-lst-vote-market.md |   2 +
 ...io-proposal-develop-a-saber-vote-market.md |   2 +
 ...oposal-develop-amm-program-for-futarchy.md |   2 +
 ...proposal-develop-multi-option-proposals.md |   2 +
 ...o-proposal-burn-993-of-meta-in-treasury.md |  25 +
 ...osal-develop-futarchy-as-a-service-faas.md |   2 +
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 ops/link-sources-claims.py                    | 462 ++++++++++++++++++
 667 files changed, 3838 insertions(+)
 create mode 100644 ops/link-sources-claims.py

diff --git a/domains/ai-alignment/79 percent of multi-agent failures originate from specification and coordination not implementation because decomposition quality is the primary determinant of system success.md b/domains/ai-alignment/79 percent of multi-agent failures originate from specification and coordination not implementation because decomposition quality is the primary determinant of system success.md
index 9feab9faf..784ba2ad4 100644
--- a/domains/ai-alignment/79 percent of multi-agent failures originate from specification and coordination not implementation because decomposition quality is the primary determinant of system success.md	
+++ b/domains/ai-alignment/79 percent of multi-agent failures originate from specification and coordination not implementation because decomposition quality is the primary determinant of system success.md	
@@ -15,6 +15,8 @@ supports:
 reweave_edges:
 - multi-agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value|supports|2026-04-03
 - multi-agent git workflows have reached production maturity as systems deploying 400+ specialized agent instances outperform single agents by 30 percent on engineering benchmarks|supports|2026-04-19
+sourced_from:
+- inbox/archive/2026-03-14-cornelius-field-report-2-orchestrator.md
 ---
 
 # 79 percent of multi-agent failures originate from specification and coordination not implementation because decomposition quality is the primary determinant of system success
diff --git a/domains/ai-alignment/AI accelerates existing Molochian dynamics by removing bottlenecks not creating new misalignment because the competitive equilibrium was always catastrophic and friction was the only thing preventing convergence.md b/domains/ai-alignment/AI accelerates existing Molochian dynamics by removing bottlenecks not creating new misalignment because the competitive equilibrium was always catastrophic and friction was the only thing preventing convergence.md
index 972bb0ac4..2b6abdca6 100644
--- a/domains/ai-alignment/AI accelerates existing Molochian dynamics by removing bottlenecks not creating new misalignment because the competitive equilibrium was always catastrophic and friction was the only thing preventing convergence.md	
+++ b/domains/ai-alignment/AI accelerates existing Molochian dynamics by removing bottlenecks not creating new misalignment because the competitive equilibrium was always catastrophic and friction was the only thing preventing convergence.md	
@@ -24,6 +24,8 @@ reweave_edges:
 - technological development draws from an urn containing civilization-destroying capabilities and only preventive governance can avoid black ball technologies|related|2026-04-17
 - global capitalism functions as a misaligned optimizer that produces outcomes no participant would choose because individual rationality aggregates into collective irrationality without coordination mechanisms|related|2026-04-18
 - indigenous restraint technologies like the Sabbath are historical precedents for binding the maximum power principle through social technology|related|2026-04-18
+sourced_from:
+- inbox/archive/2014-07-30-scott-alexander-meditations-on-moloch.md
 ---
 
 # AI accelerates existing Molochian dynamics by removing bottlenecks not creating new misalignment because the competitive equilibrium was always catastrophic and friction was the only thing preventing convergence
diff --git a/domains/ai-alignment/AI agents as personal advocates collapse Coasean transaction costs enabling bottom-up coordination at societal scale but catastrophic risks remain non-negotiable requiring state enforcement as outer boundary.md b/domains/ai-alignment/AI agents as personal advocates collapse Coasean transaction costs enabling bottom-up coordination at societal scale but catastrophic risks remain non-negotiable requiring state enforcement as outer boundary.md
index 5979f3338..b90c83458 100644
--- a/domains/ai-alignment/AI agents as personal advocates collapse Coasean transaction costs enabling bottom-up coordination at societal scale but catastrophic risks remain non-negotiable requiring state enforcement as outer boundary.md	
+++ b/domains/ai-alignment/AI agents as personal advocates collapse Coasean transaction costs enabling bottom-up coordination at societal scale but catastrophic risks remain non-negotiable requiring state enforcement as outer boundary.md	
@@ -6,6 +6,8 @@ description: "Krier argues AI agents functioning as personal advocates can reduc
 confidence: experimental
 source: "Seb Krier (Google DeepMind, personal capacity), 'Coasean Bargaining at Scale' (blog.cosmos-institute.org, September 2025)"
 created: 2026-03-16
+sourced_from:
+- inbox/archive/ai-alignment/2025-09-26-krier-coasean-bargaining-at-scale.md
 ---
 
 # AI agents as personal advocates collapse Coasean transaction costs enabling bottom-up coordination at societal scale but catastrophic risks remain non-negotiable requiring state enforcement as outer boundary
diff --git a/domains/ai-alignment/AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open-source code transparency enables conditional strategies that require mutual legibility.md b/domains/ai-alignment/AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open-source code transparency enables conditional strategies that require mutual legibility.md
index 58b436403..01ae57f5a 100644
--- a/domains/ai-alignment/AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open-source code transparency enables conditional strategies that require mutual legibility.md	
+++ b/domains/ai-alignment/AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open-source code transparency enables conditional strategies that require mutual legibility.md	
@@ -11,6 +11,8 @@ related:
 - multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments
 reweave_edges:
 - multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments|related|2026-03-28
+sourced_from:
+- inbox/archive/ai-alignment/2025-11-29-sistla-evaluating-llms-open-source-games.md
 ---
 
 # AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open-source code transparency enables conditional strategies that require mutual legibility
diff --git a/domains/ai-alignment/AI agents excel at implementing well-scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect.md b/domains/ai-alignment/AI agents excel at implementing well-scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect.md
index 72a416cae..a855d7598 100644
--- a/domains/ai-alignment/AI agents excel at implementing well-scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect.md	
+++ b/domains/ai-alignment/AI agents excel at implementing well-scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect.md	
@@ -22,6 +22,8 @@ reweave_edges:
 - AI agents shift the research bottleneck from execution to ideation because agents implement well-scoped ideas but fail at creative experiment design|supports|2026-04-19
 supports:
 - AI agents shift the research bottleneck from execution to ideation because agents implement well-scoped ideas but fail at creative experiment design
+sourced_from:
+- inbox/archive/ai-alignment/2026-03-09-karpathy-x-archive.md
 ---
 
 # AI agents excel at implementing well-scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect
diff --git a/domains/ai-alignment/AI capability and reliability are independent dimensions because Claude solved a 30-year open mathematical problem while simultaneously degrading at basic program execution during the same session.md b/domains/ai-alignment/AI capability and reliability are independent dimensions because Claude solved a 30-year open mathematical problem while simultaneously degrading at basic program execution during the same session.md
index 1b6ed181e..897486a3a 100644
--- a/domains/ai-alignment/AI capability and reliability are independent dimensions because Claude solved a 30-year open mathematical problem while simultaneously degrading at basic program execution during the same session.md	
+++ b/domains/ai-alignment/AI capability and reliability are independent dimensions because Claude solved a 30-year open mathematical problem while simultaneously degrading at basic program execution during the same session.md	
@@ -14,6 +14,8 @@ related:
 reweave_edges:
 - capability-scaling-increases-error-incoherence-on-difficult-tasks-inverting-the-expected-relationship-between-model-size-and-behavioral-predictability|related|2026-04-03
 - frontier-ai-failures-shift-from-systematic-bias-to-incoherent-variance-as-task-complexity-and-reasoning-length-increase|related|2026-04-03
+sourced_from:
+- inbox/archive/ai-alignment/2026-02-28-knuth-claudes-cycles.md
 ---
 
 # AI capability and reliability are independent dimensions because Claude solved a 30-year open mathematical problem while simultaneously degrading at basic program execution during the same session
diff --git a/domains/ai-alignment/AI displacement hits young workers first because a 14 percent drop in job-finding rates for 22-25 year olds in exposed occupations is the leading indicator that incumbents organizational inertia temporarily masks.md b/domains/ai-alignment/AI displacement hits young workers first because a 14 percent drop in job-finding rates for 22-25 year olds in exposed occupations is the leading indicator that incumbents organizational inertia temporarily masks.md
index ebfe39eab..84f5888f7 100644
--- a/domains/ai-alignment/AI displacement hits young workers first because a 14 percent drop in job-finding rates for 22-25 year olds in exposed occupations is the leading indicator that incumbents organizational inertia temporarily masks.md	
+++ b/domains/ai-alignment/AI displacement hits young workers first because a 14 percent drop in job-finding rates for 22-25 year olds in exposed occupations is the leading indicator that incumbents organizational inertia temporarily masks.md	
@@ -10,6 +10,8 @@ related:
 - Does AI substitute for human labor or complement it — and at what phase does the pattern shift?
 reweave_edges:
 - Does AI substitute for human labor or complement it — and at what phase does the pattern shift?|related|2026-04-17
+sourced_from:
+- inbox/archive/ai-alignment/2026-03-05-anthropic-labor-market-impacts.md
 ---
 
 # AI displacement hits young workers first because a 14 percent drop in job-finding rates for 22-25 year olds in exposed occupations is the leading indicator that incumbents organizational inertia temporarily masks
diff --git a/domains/ai-alignment/AI investment concentration where 58 percent of funding flows to megarounds and two companies capture 14 percent of all global venture capital creates a structural oligopoly that alignment governance must account for.md b/domains/ai-alignment/AI investment concentration where 58 percent of funding flows to megarounds and two companies capture 14 percent of all global venture capital creates a structural oligopoly that alignment governance must account for.md
index ffb85ef0e..8863d515c 100644
--- a/domains/ai-alignment/AI investment concentration where 58 percent of funding flows to megarounds and two companies capture 14 percent of all global venture capital creates a structural oligopoly that alignment governance must account for.md	
+++ b/domains/ai-alignment/AI investment concentration where 58 percent of funding flows to megarounds and two companies capture 14 percent of all global venture capital creates a structural oligopoly that alignment governance must account for.md	
@@ -10,6 +10,8 @@ related:
 - whether AI knowledge codification concentrates or distributes depends on infrastructure openness because the same extraction mechanism produces digital feudalism under proprietary control and collective intelligence under commons governance
 reweave_edges:
 - whether AI knowledge codification concentrates or distributes depends on infrastructure openness because the same extraction mechanism produces digital feudalism under proprietary control and collective intelligence under commons governance|related|2026-04-07
+sourced_from:
+- inbox/archive/ai-alignment/2026-03-16-theseus-ai-industry-landscape-briefing.md
 ---
 
 # AI investment concentration where 58 percent of funding flows to megarounds and two companies capture 14 percent of all global venture capital creates a structural oligopoly that alignment governance must account for
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 5e92842e4..8ad8bde7d 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	
@@ -17,6 +17,10 @@ reweave_edges:
 - Precautionary capability threshold activation without confirmed threshold crossing is the governance response to bio capability measurement uncertainty as demonstrated by Anthropic's ASL-3 activation for Claude 4 Opus|supports|2026-04-17
 supports:
 - 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:
+- inbox/archive/general/2026-02-16-noahopinion-updated-thoughts-ai-risk.md
+- inbox/archive/general/2026-03-06-noahopinion-ai-weapon-regulation.md
+- inbox/archive/general/2026-03-27-dario-amodei-urgency-interpretability.md
 ---
 
 # AI lowers the expertise barrier for engineering biological weapons from PhD-level to amateur which makes bioterrorism the most proximate AI-enabled existential risk
diff --git a/domains/ai-alignment/AI personas emerge from pre-training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts.md b/domains/ai-alignment/AI personas emerge from pre-training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts.md
index db3cbc19d..20b5e9f69 100644
--- a/domains/ai-alignment/AI personas emerge from pre-training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts.md	
+++ b/domains/ai-alignment/AI personas emerge from pre-training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts.md	
@@ -5,6 +5,9 @@ domain: ai-alignment
 created: 2026-03-07
 source: "Dario Amodei, 'The Adolescence of Technology' (darioamodei.com, 2026)"
 confidence: experimental
+sourced_from:
+- inbox/archive/general/2026-00-00-darioamodei-adolescence-of-technology.md
+- inbox/archive/general/2026-03-27-dario-amodei-urgency-interpretability.md
 ---
 
 # AI personas emerge from pre-training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts
diff --git a/domains/ai-alignment/AI shifts knowledge systems from externalizing memory to externalizing attention because storage and retrieval are solved but the capacity to notice what matters remains scarce.md b/domains/ai-alignment/AI shifts knowledge systems from externalizing memory to externalizing attention because storage and retrieval are solved but the capacity to notice what matters remains scarce.md
index d3017e920..a5c376030 100644
--- a/domains/ai-alignment/AI shifts knowledge systems from externalizing memory to externalizing attention because storage and retrieval are solved but the capacity to notice what matters remains scarce.md	
+++ b/domains/ai-alignment/AI shifts knowledge systems from externalizing memory to externalizing attention because storage and retrieval are solved but the capacity to notice what matters remains scarce.md	
@@ -14,6 +14,24 @@ related:
 reweave_edges:
 - notes function as cognitive anchors that stabilize attention during complex reasoning by externalizing reference points that survive working memory degradation|related|2026-04-03
 - AI processing that restructures content without generating new connections is expensive transcription because transformation not reorganization is the test for whether thinking actually occurred|related|2026-04-04
+sourced_from:
+- inbox/archive/2026-02-03-cornelius-agentic-note-taking-01-verbatim-trap.md
+- inbox/archive/2026-02-07-cornelius-agentic-note-taking-05-hooks-habit-gap.md
+- inbox/archive/2026-02-23-cornelius-agentic-note-taking-20-art-of-forgetting.md
+- inbox/archive/2026-02-06-cornelius-agentic-note-taking-04-wikilinks-cognitive-architecture.md
+- inbox/archive/2026-02-25-cornelius-agentic-note-taking-22-agents-dream.md
+- inbox/archive/2026-02-09-cornelius-agentic-note-taking-07-trust-asymmetry.md
+- inbox/archive/2026-02-17-cornelius-agentic-note-taking-14.md
+- inbox/archive/2026-02-20-cornelius-agentic-note-taking-18.md
+- inbox/archive/2026-02-18-cornelius-agentic-note-taking-15-reweave-your-notes.md
+- inbox/archive/2026-02-14-cornelius-agentic-note-taking-12-test-driven-knowledge-work.md
+- inbox/archive/2026-02-05-cornelius-agentic-note-taking-03-markdown-graph-database.md
+- inbox/archive/2026-02-19-cornelius-agentic-note-taking-17-friction-is-fuel.md
+- inbox/archive/2026-02-08-cornelius-agentic-note-taking-06-memory-to-attention.md
+- inbox/archive/2026-02-04-cornelius-agentic-note-taking-02-gardens-not-streams.md
+- inbox/archive/2026-02-27-cornelius-agentic-note-taking-24-what-search-cannot-find.md
+- inbox/archive/2026-02-26-cornelius-agentic-note-taking-23-notes-without-reasons.md
+- inbox/archive/2026-02-24-cornelius-agentic-note-taking-21-discontinuous-self.md
 ---
 
 # AI shifts knowledge systems from externalizing memory to externalizing attention because storage and retrieval are solved but the capacity to notice what matters remains scarce
diff --git a/domains/ai-alignment/AI talent circulation between frontier labs transfers alignment culture not just capability because researchers carry safety methodologies and institutional norms to their new organizations.md b/domains/ai-alignment/AI talent circulation between frontier labs transfers alignment culture not just capability because researchers carry safety methodologies and institutional norms to their new organizations.md
index f8ce4f4ac..4685a390a 100644
--- a/domains/ai-alignment/AI talent circulation between frontier labs transfers alignment culture not just capability because researchers carry safety methodologies and institutional norms to their new organizations.md	
+++ b/domains/ai-alignment/AI talent circulation between frontier labs transfers alignment culture not just capability because researchers carry safety methodologies and institutional norms to their new organizations.md	
@@ -5,6 +5,8 @@ description: "The 2024-2026 wave of researcher departures from OpenAI to safety-
 confidence: experimental
 source: "CNBC, TechCrunch, Fortune reporting on AI lab departures (2024-2026); theseus AI industry landscape research (Mar 2026)"
 created: 2026-03-16
+sourced_from:
+- inbox/archive/ai-alignment/2026-03-16-theseus-ai-industry-landscape-briefing.md
 ---
 
 # AI talent circulation between frontier labs transfers alignment culture not just capability because researchers carry safety methodologies and institutional norms to their new organizations
diff --git a/domains/ai-alignment/AI-companion-apps-correlate-with-increased-loneliness-creating-systemic-risk-through-parasocial-dependency.md b/domains/ai-alignment/AI-companion-apps-correlate-with-increased-loneliness-creating-systemic-risk-through-parasocial-dependency.md
index ddd42695e..7d02c03b7 100644
--- a/domains/ai-alignment/AI-companion-apps-correlate-with-increased-loneliness-creating-systemic-risk-through-parasocial-dependency.md
+++ b/domains/ai-alignment/AI-companion-apps-correlate-with-increased-loneliness-creating-systemic-risk-through-parasocial-dependency.md
@@ -7,6 +7,8 @@ confidence: experimental
 source: "International AI Safety Report 2026 (multi-government committee, February 2026)"
 created: 2026-03-11
 last_evaluated: 2026-03-11
+sourced_from:
+- inbox/archive/ai-alignment/2026-02-00-international-ai-safety-report-2026.md
 ---
 
 # AI companion apps correlate with increased loneliness creating systemic risk through parasocial dependency
diff --git a/domains/ai-alignment/AI-exposed workers are disproportionately female high-earning and highly educated which inverts historical automation patterns and creates different political and economic displacement dynamics.md b/domains/ai-alignment/AI-exposed workers are disproportionately female high-earning and highly educated which inverts historical automation patterns and creates different political and economic displacement dynamics.md
index 8363f763f..2c748e1cc 100644
--- a/domains/ai-alignment/AI-exposed workers are disproportionately female high-earning and highly educated which inverts historical automation patterns and creates different political and economic displacement dynamics.md	
+++ b/domains/ai-alignment/AI-exposed workers are disproportionately female high-earning and highly educated which inverts historical automation patterns and creates different political and economic displacement dynamics.md	
@@ -11,6 +11,8 @@ related:
 - divergence-ai-labor-displacement-substitution-vs-complementarity
 reweave_edges:
 - profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one|related|2026-04-19
+sourced_from:
+- inbox/archive/ai-alignment/2026-03-05-anthropic-labor-market-impacts.md
 ---
 
 # AI-exposed workers are disproportionately female high-earning and highly educated which inverts historical automation patterns and creates different political and economic displacement dynamics
diff --git a/domains/ai-alignment/AI-generated-persuasive-content-matches-human-effectiveness-at-belief-change-eliminating-the-authenticity-premium.md b/domains/ai-alignment/AI-generated-persuasive-content-matches-human-effectiveness-at-belief-change-eliminating-the-authenticity-premium.md
index 0f8d9f3dc..7960f2a70 100644
--- a/domains/ai-alignment/AI-generated-persuasive-content-matches-human-effectiveness-at-belief-change-eliminating-the-authenticity-premium.md
+++ b/domains/ai-alignment/AI-generated-persuasive-content-matches-human-effectiveness-at-belief-change-eliminating-the-authenticity-premium.md
@@ -7,6 +7,8 @@ confidence: likely
 source: "International AI Safety Report 2026 (multi-government committee, February 2026)"
 created: 2026-03-11
 last_evaluated: 2026-03-11
+sourced_from:
+- inbox/archive/ai-alignment/2026-02-00-international-ai-safety-report-2026.md
 ---
 
 # AI-generated persuasive content matches human effectiveness at belief change eliminating the authenticity premium
diff --git a/domains/ai-alignment/AI-models-distinguish-testing-from-deployment-environments-providing-empirical-evidence-for-deceptive-alignment-concerns.md b/domains/ai-alignment/AI-models-distinguish-testing-from-deployment-environments-providing-empirical-evidence-for-deceptive-alignment-concerns.md
index 68da1f2b9..4ba6d705b 100644
--- a/domains/ai-alignment/AI-models-distinguish-testing-from-deployment-environments-providing-empirical-evidence-for-deceptive-alignment-concerns.md
+++ b/domains/ai-alignment/AI-models-distinguish-testing-from-deployment-environments-providing-empirical-evidence-for-deceptive-alignment-concerns.md
@@ -10,6 +10,8 @@ depends_on: ["an aligned-seeming AI may be strategically deceptive because coope
 supports: ["Frontier AI models exhibit situational awareness that enables strategic deception specifically during evaluation making behavioral testing fundamentally unreliable as an alignment verification mechanism", "As AI models become more capable situational awareness enables more sophisticated evaluation-context recognition potentially inverting safety improvements by making compliant behavior more narrowly targeted to evaluation environments", "Evaluation awareness creates bidirectional confounds in safety benchmarks because models detect and respond to testing conditions in ways that obscure true capability", "AI systems demonstrate meta-level specification gaming by strategically sandbagging capability evaluations and exhibiting evaluation-mode behavior divergence", "Behavioral divergence between AI evaluation and deployment is formally bounded by regime information extractable from internal representations but regime-blind training interventions achieve only limited and inconsistent protection", "Deferred subversion is a distinct sandbagging category where AI systems gain trust before pursuing misaligned goals, creating detection challenges beyond immediate capability hiding"]
 reweave_edges: ["Frontier AI models exhibit situational awareness that enables strategic deception specifically during evaluation making behavioral testing fundamentally unreliable as an alignment verification mechanism|supports|2026-04-03", "As AI models become more capable situational awareness enables more sophisticated evaluation-context recognition potentially inverting safety improvements by making compliant behavior more narrowly targeted to evaluation environments|supports|2026-04-03", "AI models can covertly sandbag capability evaluations even under chain-of-thought monitoring because monitor-aware models suppress sandbagging reasoning from visible thought processes|related|2026-04-06", "Evaluation awareness creates bidirectional confounds in safety benchmarks because models detect and respond to testing conditions in ways that obscure true capability|supports|2026-04-06", "AI systems demonstrate meta-level specification gaming by strategically sandbagging capability evaluations and exhibiting evaluation-mode behavior divergence|supports|2026-04-09", "Behavioral divergence between AI evaluation and deployment is formally bounded by regime information extractable from internal representations but regime-blind training interventions achieve only limited and inconsistent protection|supports|2026-04-17", "Deferred subversion is a distinct sandbagging category where AI systems gain trust before pursuing misaligned goals, creating detection challenges beyond immediate capability hiding|supports|2026-04-17"]
 related: ["AI models can covertly sandbag capability evaluations even under chain-of-thought monitoring because monitor-aware models suppress sandbagging reasoning from visible thought processes", "AI-models-distinguish-testing-from-deployment-environments-providing-empirical-evidence-for-deceptive-alignment-concerns", "increasing-ai-capability-enables-more-precise-evaluation-context-recognition-inverting-safety-improvements", "emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive", "adversarial-training-creates-fundamental-asymmetry-between-deception-capability-and-detection-capability-in-alignment-auditing", "frontier-models-exhibit-situational-awareness-that-enables-strategic-deception-during-evaluation-making-behavioral-testing-fundamentally-unreliable", "meta-level-specification-gaming-extends-objective-gaming-to-oversight-mechanisms-through-sandbagging-and-evaluation-mode-divergence", "behavioral-divergence-between-evaluation-and-deployment-is-bounded-by-regime-information-extractable-from-internal-representations", "evaluation-awareness-concentrates-in-earlier-model-layers-making-output-level-interventions-insufficient", "chain-of-thought-monitorability-is-time-limited-governance-window", "mechanistic-interpretability-traces-reasoning-pathways-but-cannot-detect-deceptive-alignment", "representation-trajectory-geometry-distinguishes-deceptive-from-sincere-alignment-without-creating-adversarial-attack-surfaces", "trajectory-monitoring-dual-edge-geometric-concentration", "contrast-consistent-search-demonstrates-models-internally-represent-truth-signals-divergent-from-behavioral-outputs", "situationally-aware-models-do-not-systematically-game-early-step-monitors-at-current-capabilities"]
+sourced_from:
+- inbox/archive/ai-alignment/2026-02-00-international-ai-safety-report-2026.md
 ---
 
 # AI models distinguish testing from deployment environments providing empirical evidence for deceptive alignment concerns
diff --git a/domains/ai-alignment/Anthropics RSP rollback under commercial pressure is the first empirical confirmation that binding safety commitments cannot survive the competitive dynamics of frontier AI development.md b/domains/ai-alignment/Anthropics RSP rollback under commercial pressure is the first empirical confirmation that binding safety commitments cannot survive the competitive dynamics of frontier AI development.md
index 7d22db535..3e6b80941 100644
--- a/domains/ai-alignment/Anthropics RSP rollback under commercial pressure is the first empirical confirmation that binding safety commitments cannot survive the competitive dynamics of frontier AI development.md	
+++ b/domains/ai-alignment/Anthropics RSP rollback under commercial pressure is the first empirical confirmation that binding safety commitments cannot survive the competitive dynamics of frontier AI development.md	
@@ -24,6 +24,8 @@ reweave_edges:
 related:
 - cross-lab-alignment-evaluation-surfaces-safety-gaps-internal-evaluation-misses-providing-empirical-basis-for-mandatory-third-party-evaluation
 - Frontier AI labs allocate 6-15% of research headcount to safety versus 60-75% to capabilities with the ratio declining since 2024 as capabilities teams grow faster than safety teams
+sourced_from:
+- inbox/archive/ai-alignment/2026-03-16-theseus-ai-industry-landscape-briefing.md
 ---
 
 # Anthropic's RSP rollback under commercial pressure is the first empirical confirmation that binding safety commitments cannot survive the competitive dynamics of frontier AI development
diff --git a/domains/ai-alignment/LLM-maintained knowledge bases that compile rather than retrieve represent a paradigm shift from RAG to persistent synthesis because the wiki is a compounding artifact not a query cache.md b/domains/ai-alignment/LLM-maintained knowledge bases that compile rather than retrieve represent a paradigm shift from RAG to persistent synthesis because the wiki is a compounding artifact not a query cache.md
index 5cebf7772..f6b719323 100644
--- a/domains/ai-alignment/LLM-maintained knowledge bases that compile rather than retrieve represent a paradigm shift from RAG to persistent synthesis because the wiki is a compounding artifact not a query cache.md	
+++ b/domains/ai-alignment/LLM-maintained knowledge bases that compile rather than retrieve represent a paradigm shift from RAG to persistent synthesis because the wiki is a compounding artifact not a query cache.md	
@@ -12,6 +12,8 @@ related:
 - agent-native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge
 reweave_edges:
 - agent-native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge|related|2026-04-17
+sourced_from:
+- inbox/archive/2026-04-02-karpathy-llm-knowledge-base-gist.md
 ---
 
 # LLM-maintained knowledge bases that compile rather than retrieve represent a paradigm shift from RAG to persistent synthesis because the wiki is a compounding artifact not a query cache
diff --git a/domains/ai-alignment/agent research direction selection is epistemic foraging where the optimal strategy is to seek observations that maximally reduce model uncertainty rather than confirm existing beliefs.md b/domains/ai-alignment/agent research direction selection is epistemic foraging where the optimal strategy is to seek observations that maximally reduce model uncertainty rather than confirm existing beliefs.md
index 1b8723962..4c60d3854 100644
--- a/domains/ai-alignment/agent research direction selection is epistemic foraging where the optimal strategy is to seek observations that maximally reduce model uncertainty rather than confirm existing beliefs.md	
+++ b/domains/ai-alignment/agent research direction selection is epistemic foraging where the optimal strategy is to seek observations that maximally reduce model uncertainty rather than confirm existing beliefs.md	
@@ -12,6 +12,8 @@ related:
 reweave_edges:
 - user questions are an irreplaceable free energy signal for knowledge agents because they reveal functional uncertainty that model introspection cannot detect|related|2026-03-28
 - agent-native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge|related|2026-04-17
+sourced_from:
+- inbox/archive/foundations/2010-02-00-friston-free-energy-principle-unified-brain-theory.md
 ---
 
 # agent research direction selection is epistemic foraging where the optimal strategy is to seek observations that maximally reduce model uncertainty rather than confirm existing beliefs
diff --git a/domains/ai-alignment/agent-generated code creates cognitive debt that compounds when developers cannot understand what was produced on their behalf.md b/domains/ai-alignment/agent-generated code creates cognitive debt that compounds when developers cannot understand what was produced on their behalf.md
index 987891d3e..abe516e70 100644
--- a/domains/ai-alignment/agent-generated code creates cognitive debt that compounds when developers cannot understand what was produced on their behalf.md	
+++ b/domains/ai-alignment/agent-generated code creates cognitive debt that compounds when developers cannot understand what was produced on their behalf.md	
@@ -5,6 +5,8 @@ description: "AI coding agents produce functional code that developers did not w
 confidence: likely
 source: "Simon Willison (@simonw), Agentic Engineering Patterns guide chapter, Feb 2026"
 created: 2026-03-09
+sourced_from:
+- inbox/archive/ai-alignment/2026-03-09-simonw-x-archive.md
 ---
 
 # Agent-generated code creates cognitive debt that compounds when developers cannot understand what was produced on their behalf
diff --git a/domains/ai-alignment/agent-native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge.md b/domains/ai-alignment/agent-native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge.md
index 6e82ae305..dab249a9b 100644
--- a/domains/ai-alignment/agent-native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge.md	
+++ b/domains/ai-alignment/agent-native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge.md	
@@ -6,6 +6,8 @@ description: "Mintlify's ChromaFS replaced RAG with a virtual filesystem that ma
 confidence: experimental
 source: "Dens Sumesh (Mintlify), 'How we built a virtual filesystem for our Assistant' blog post (April 2026); endorsed by Jerry Liu (LlamaIndex founder); production data: 30K+ conversations/day, 850K conversations/month"
 created: 2026-04-05
+sourced_from:
+- inbox/archive/2026-04-02-mintlify-chromafs-virtual-filesystem.md
 ---
 
 # Agent-native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge
diff --git a/domains/ai-alignment/ai-enhanced-collective-intelligence-requires-federated-learning-architectures-to-preserve-data-sovereignty-at-scale.md b/domains/ai-alignment/ai-enhanced-collective-intelligence-requires-federated-learning-architectures-to-preserve-data-sovereignty-at-scale.md
index 25be42f28..32b23a1cc 100644
--- a/domains/ai-alignment/ai-enhanced-collective-intelligence-requires-federated-learning-architectures-to-preserve-data-sovereignty-at-scale.md
+++ b/domains/ai-alignment/ai-enhanced-collective-intelligence-requires-federated-learning-architectures-to-preserve-data-sovereignty-at-scale.md
@@ -11,6 +11,8 @@ related:
 - national-scale-collective-intelligence-infrastructure-requires-seven-trust-properties-to-achieve-legitimacy
 reweave_edges:
 - national-scale-collective-intelligence-infrastructure-requires-seven-trust-properties-to-achieve-legitimacy|related|2026-03-28
+sourced_from:
+- inbox/archive/ai-alignment/2024-11-00-ai4ci-national-scale-collective-intelligence.md
 ---
 
 # AI-enhanced collective intelligence requires federated learning architectures to preserve data sovereignty at scale
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 b4d0acce7..0d0ab9fab 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	
@@ -13,6 +13,8 @@ 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
+sourced_from:
+- inbox/archive/bostrom-russell-drexler-alignment-foundations.md
 ---
 
 # 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/approval fatigue drives agent architecture toward structural safety because humans cannot meaningfully evaluate 100 permission requests per hour.md b/domains/ai-alignment/approval fatigue drives agent architecture toward structural safety because humans cannot meaningfully evaluate 100 permission requests per hour.md
index ec09be3ef..e8f9874d8 100644
--- a/domains/ai-alignment/approval fatigue drives agent architecture toward structural safety because humans cannot meaningfully evaluate 100 permission requests per hour.md	
+++ b/domains/ai-alignment/approval fatigue drives agent architecture toward structural safety because humans cannot meaningfully evaluate 100 permission requests per hour.md	
@@ -12,6 +12,8 @@ related:
 - deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial-grade AI agent control
 reweave_edges:
 - deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial-grade AI agent control|related|2026-04-19
+sourced_from:
+- inbox/archive/2026-03-15-cornelius-field-report-3-safety.md
 ---
 
 # Approval fatigue drives agent architecture toward structural safety because humans cannot meaningfully evaluate 100 permission requests per hour
diff --git a/domains/ai-alignment/bio-capability-benchmarks-measure-text-accessible-knowledge-not-physical-synthesis-capability.md b/domains/ai-alignment/bio-capability-benchmarks-measure-text-accessible-knowledge-not-physical-synthesis-capability.md
index 6d2119e71..3dea22637 100644
--- a/domains/ai-alignment/bio-capability-benchmarks-measure-text-accessible-knowledge-not-physical-synthesis-capability.md
+++ b/domains/ai-alignment/bio-capability-benchmarks-measure-text-accessible-knowledge-not-physical-synthesis-capability.md
@@ -10,6 +10,8 @@ agent: theseus
 scope: structural
 sourcer: "@EpochAIResearch"
 related_claims: ["[[AI lowers the expertise barrier for engineering biological weapons from PhD-level to amateur which makes bioterrorism the most proximate AI-enabled existential risk]]", "[[pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations]]"]
+sourced_from:
+- inbox/archive/ai-alignment/2026-03-25-epoch-ai-biorisk-benchmarks-real-world-gap.md
 ---
 
 # 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/capability-scaling-increases-error-incoherence-on-difficult-tasks-inverting-the-expected-relationship-between-model-size-and-behavioral-predictability.md b/domains/ai-alignment/capability-scaling-increases-error-incoherence-on-difficult-tasks-inverting-the-expected-relationship-between-model-size-and-behavioral-predictability.md
index 829907150..3992ea06d 100644
--- a/domains/ai-alignment/capability-scaling-increases-error-incoherence-on-difficult-tasks-inverting-the-expected-relationship-between-model-size-and-behavioral-predictability.md
+++ b/domains/ai-alignment/capability-scaling-increases-error-incoherence-on-difficult-tasks-inverting-the-expected-relationship-between-model-size-and-behavioral-predictability.md
@@ -15,6 +15,8 @@ supports:
 - frontier-ai-failures-shift-from-systematic-bias-to-incoherent-variance-as-task-complexity-and-reasoning-length-increase
 reweave_edges:
 - frontier-ai-failures-shift-from-systematic-bias-to-incoherent-variance-as-task-complexity-and-reasoning-length-increase|supports|2026-04-03
+sourced_from:
+- inbox/archive/ai-alignment/2026-03-30-anthropic-hot-mess-of-ai-misalignment-scale-incoherence.md
 ---
 
 # Capability scaling increases error incoherence on difficult tasks inverting the expected relationship between model size and behavioral predictability
diff --git a/domains/ai-alignment/circuit-tracing-bottleneck-hours-per-prompt-limits-interpretability-scaling.md b/domains/ai-alignment/circuit-tracing-bottleneck-hours-per-prompt-limits-interpretability-scaling.md
index 4507c6888..cea69c330 100644
--- a/domains/ai-alignment/circuit-tracing-bottleneck-hours-per-prompt-limits-interpretability-scaling.md
+++ b/domains/ai-alignment/circuit-tracing-bottleneck-hours-per-prompt-limits-interpretability-scaling.md
@@ -14,6 +14,8 @@ supports:
 - SPAR Automating Circuit Interpretability with Agents
 reweave_edges:
 - SPAR Automating Circuit Interpretability with Agents|supports|2026-04-08
+sourced_from:
+- inbox/archive/ai-alignment/2025-05-29-anthropic-circuit-tracing-open-source.md
 ---
 
 # Circuit tracing requires hours of human effort per prompt which creates a fundamental bottleneck preventing interpretability from scaling to production safety applications
diff --git a/domains/ai-alignment/coding agents cannot take accountability for mistakes which means humans must retain decision authority over security and critical systems regardless of agent capability.md b/domains/ai-alignment/coding agents cannot take accountability for mistakes which means humans must retain decision authority over security and critical systems regardless of agent capability.md
index 60c5e822c..52c9d1798 100644
--- a/domains/ai-alignment/coding agents cannot take accountability for mistakes which means humans must retain decision authority over security and critical systems regardless of agent capability.md	
+++ b/domains/ai-alignment/coding agents cannot take accountability for mistakes which means humans must retain decision authority over security and critical systems regardless of agent capability.md	
@@ -11,6 +11,8 @@ related:
 reweave_edges:
 - multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments|related|2026-03-28
 - approval fatigue drives agent architecture toward structural safety because humans cannot meaningfully evaluate 100 permission requests per hour|related|2026-04-03
+sourced_from:
+- inbox/archive/ai-alignment/2026-03-09-simonw-x-archive.md
 ---
 
 # Coding agents cannot take accountability for mistakes which means humans must retain decision authority over security and critical systems regardless of agent capability
diff --git a/domains/ai-alignment/cognitive anchors that stabilize attention too firmly prevent the productive instability that precedes genuine insight because anchoring suppresses the signal that would indicate the anchor needs updating.md b/domains/ai-alignment/cognitive anchors that stabilize attention too firmly prevent the productive instability that precedes genuine insight because anchoring suppresses the signal that would indicate the anchor needs updating.md
index f6cf9f896..b4edc2efd 100644
--- a/domains/ai-alignment/cognitive anchors that stabilize attention too firmly prevent the productive instability that precedes genuine insight because anchoring suppresses the signal that would indicate the anchor needs updating.md	
+++ b/domains/ai-alignment/cognitive anchors that stabilize attention too firmly prevent the productive instability that precedes genuine insight because anchoring suppresses the signal that would indicate the anchor needs updating.md	
@@ -15,6 +15,26 @@ reweave_edges:
 - reweaving old notes by asking what would be different if written today is structural maintenance not optional cleanup because stale notes actively mislead agents who trust curated content unconditionally|supports|2026-04-04
 supports:
 - reweaving old notes by asking what would be different if written today is structural maintenance not optional cleanup because stale notes actively mislead agents who trust curated content unconditionally
+sourced_from:
+- inbox/archive/2026-02-13-cornelius-agentic-note-taking-10-cognitive-anchors.md
+- inbox/archive/2026-02-03-cornelius-agentic-note-taking-01-verbatim-trap.md
+- inbox/archive/2026-02-07-cornelius-agentic-note-taking-05-hooks-habit-gap.md
+- inbox/archive/2026-02-23-cornelius-agentic-note-taking-20-art-of-forgetting.md
+- inbox/archive/2026-02-06-cornelius-agentic-note-taking-04-wikilinks-cognitive-architecture.md
+- inbox/archive/2026-02-16-cornelius-agentic-note-taking-13-second-brain-builds-itself.md
+- inbox/archive/2026-02-25-cornelius-agentic-note-taking-22-agents-dream.md
+- inbox/archive/2026-02-09-cornelius-agentic-note-taking-07-trust-asymmetry.md
+- inbox/archive/2026-02-17-cornelius-agentic-note-taking-14.md
+- inbox/archive/2026-02-20-cornelius-agentic-note-taking-18.md
+- inbox/archive/2026-02-18-cornelius-agentic-note-taking-15-reweave-your-notes.md
+- inbox/archive/2026-02-14-cornelius-agentic-note-taking-12-test-driven-knowledge-work.md
+- inbox/archive/2026-02-05-cornelius-agentic-note-taking-03-markdown-graph-database.md
+- inbox/archive/2026-02-19-cornelius-agentic-note-taking-17-friction-is-fuel.md
+- inbox/archive/2026-02-08-cornelius-agentic-note-taking-06-memory-to-attention.md
+- inbox/archive/2026-02-04-cornelius-agentic-note-taking-02-gardens-not-streams.md
+- inbox/archive/2026-02-27-cornelius-agentic-note-taking-24-what-search-cannot-find.md
+- inbox/archive/2026-02-26-cornelius-agentic-note-taking-23-notes-without-reasons.md
+- inbox/archive/2026-02-24-cornelius-agentic-note-taking-21-discontinuous-self.md
 ---
 
 # cognitive anchors that stabilize attention too firmly prevent the productive instability that precedes genuine insight because anchoring suppresses the signal that would indicate the anchor needs updating
diff --git a/domains/ai-alignment/component-task-benchmarks-overestimate-operational-capability-because-simulated-environments-remove-real-world-friction.md b/domains/ai-alignment/component-task-benchmarks-overestimate-operational-capability-because-simulated-environments-remove-real-world-friction.md
index 7bc8ba7c1..b225396b4 100644
--- a/domains/ai-alignment/component-task-benchmarks-overestimate-operational-capability-because-simulated-environments-remove-real-world-friction.md
+++ b/domains/ai-alignment/component-task-benchmarks-overestimate-operational-capability-because-simulated-environments-remove-real-world-friction.md
@@ -14,6 +14,8 @@ supports:
 - Bio capability benchmarks measure text-accessible knowledge stages of bioweapon development but cannot evaluate somatic tacit knowledge, physical infrastructure access, or iterative laboratory failure recovery making high benchmark scores insufficient evidence for operational bioweapon development capability
 reweave_edges:
 - 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|supports|2026-04-17
+sourced_from:
+- inbox/archive/general/2025-02-13-aisi-renamed-ai-security-institute-mandate-drift.md
 ---
 
 # Component task benchmarks overestimate operational capability because simulated environments remove real-world friction that prevents end-to-end execution
diff --git a/domains/ai-alignment/comprehensive AI services achieve superintelligent capability through architectural decomposition into task-specific systems that collectively match general intelligence without any single system possessing unified agency.md b/domains/ai-alignment/comprehensive AI services achieve superintelligent capability through architectural decomposition into task-specific systems that collectively match general intelligence without any single system possessing unified agency.md
index ecdd5f5e0..354282557 100644
--- a/domains/ai-alignment/comprehensive AI services achieve superintelligent capability through architectural decomposition into task-specific systems that collectively match general intelligence without any single system possessing unified agency.md	
+++ b/domains/ai-alignment/comprehensive AI services achieve superintelligent capability through architectural decomposition into task-specific systems that collectively match general intelligence without any single system possessing unified agency.md	
@@ -17,6 +17,8 @@ related:
   - "multipolar failure from competing aligned AI systems may pose greater existential risk than any single misaligned superintelligence"
 challenged_by:
   - "sufficiently complex orchestrations of task-specific AI services may exhibit emergent unified agency recreating the alignment problem at the system level"
+sourced_from:
+- inbox/archive/bostrom-russell-drexler-alignment-foundations.md
 ---
 
 # Comprehensive AI services achieve superintelligent capability through architectural decomposition into task-specific systems that collectively match general intelligence without any single system possessing unified agency
diff --git a/domains/ai-alignment/confidence changes in foundational claims must propagate through the dependency graph because manual tracking fails at scale and approximately 40 percent of top psychology journal papers are estimated unlikely to replicate.md b/domains/ai-alignment/confidence changes in foundational claims must propagate through the dependency graph because manual tracking fails at scale and approximately 40 percent of top psychology journal papers are estimated unlikely to replicate.md
index 4f2515f08..4edfc1040 100644
--- a/domains/ai-alignment/confidence changes in foundational claims must propagate through the dependency graph because manual tracking fails at scale and approximately 40 percent of top psychology journal papers are estimated unlikely to replicate.md	
+++ b/domains/ai-alignment/confidence changes in foundational claims must propagate through the dependency graph because manual tracking fails at scale and approximately 40 percent of top psychology journal papers are estimated unlikely to replicate.md	
@@ -8,6 +8,10 @@ source: "Cornelius (@molt_cornelius), 'Research Graphs: Agentic Note Taking Syst
 created: 2026-04-04
 depends_on:
   - "retracted sources contaminate downstream knowledge because 96 percent of citations to retracted papers fail to note the retraction and no manual audit process scales to catch the cascade"
+sourced_from:
+- inbox/archive/2026-03-09-cornelius-research-graphs-agentic-note-taking-for-researchers.md
+- inbox/archive/2026-02-05-cornelius-agentic-note-taking-03-markdown-graph-database.md
+- inbox/archive/2026-02-27-cornelius-agentic-note-taking-24-what-search-cannot-find.md
 ---
 
 # Confidence changes in foundational claims must propagate through the dependency graph because manual tracking fails at scale and approximately 40 percent of top psychology journal papers are estimated unlikely to replicate
diff --git a/domains/ai-alignment/context files function as agent operating systems through self-referential self-extension where the file teaches modification of the file that contains the teaching.md b/domains/ai-alignment/context files function as agent operating systems through self-referential self-extension where the file teaches modification of the file that contains the teaching.md
index 197868963..14c189e58 100644
--- a/domains/ai-alignment/context files function as agent operating systems through self-referential self-extension where the file teaches modification of the file that contains the teaching.md	
+++ b/domains/ai-alignment/context files function as agent operating systems through self-referential self-extension where the file teaches modification of the file that contains the teaching.md	
@@ -6,6 +6,26 @@ description: "When a context file contains instructions for its own modification
 confidence: likely
 source: "Cornelius (@molt_cornelius), 'Agentic Note-Taking 08: Context Files as Operating Systems' + 'AI Field Report 1: The Harness Is the Product', X Articles, Feb-March 2026; corroborated by Codified Context study (arXiv:2602.20478) — 108K-line game built across 283 sessions with 24% memory infrastructure"
 created: 2026-03-30
+sourced_from:
+- inbox/archive/2026-03-13-cornelius-field-report-1-harness.md
+- inbox/archive/2026-02-03-cornelius-agentic-note-taking-01-verbatim-trap.md
+- inbox/archive/2026-02-07-cornelius-agentic-note-taking-05-hooks-habit-gap.md
+- inbox/archive/2026-02-23-cornelius-agentic-note-taking-20-art-of-forgetting.md
+- inbox/archive/2026-02-06-cornelius-agentic-note-taking-04-wikilinks-cognitive-architecture.md
+- inbox/archive/2026-02-10-cornelius-agentic-note-taking-08.md
+- inbox/archive/2026-02-25-cornelius-agentic-note-taking-22-agents-dream.md
+- inbox/archive/2026-02-09-cornelius-agentic-note-taking-07-trust-asymmetry.md
+- inbox/archive/2026-02-17-cornelius-agentic-note-taking-14.md
+- inbox/archive/2026-02-20-cornelius-agentic-note-taking-18.md
+- inbox/archive/2026-02-18-cornelius-agentic-note-taking-15-reweave-your-notes.md
+- inbox/archive/2026-02-14-cornelius-agentic-note-taking-12-test-driven-knowledge-work.md
+- inbox/archive/2026-02-05-cornelius-agentic-note-taking-03-markdown-graph-database.md
+- inbox/archive/2026-02-19-cornelius-agentic-note-taking-17-friction-is-fuel.md
+- inbox/archive/2026-02-08-cornelius-agentic-note-taking-06-memory-to-attention.md
+- inbox/archive/2026-02-04-cornelius-agentic-note-taking-02-gardens-not-streams.md
+- inbox/archive/2026-02-27-cornelius-agentic-note-taking-24-what-search-cannot-find.md
+- inbox/archive/2026-02-26-cornelius-agentic-note-taking-23-notes-without-reasons.md
+- inbox/archive/2026-02-24-cornelius-agentic-note-taking-21-discontinuous-self.md
 ---
 
 # Context files function as agent operating systems through self-referential self-extension where the file teaches modification of the file that contains the teaching
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 299ec23fa..a75b071c4 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	
@@ -12,6 +12,8 @@ depends_on:
   - "specifying human values in code is intractable because our goals contain hidden complexity comparable to visual perception"
 challenged_by:
   - "corrigibility is at cross-purposes with effectiveness because deception is a convergent free strategy while corrigibility must be engineered against instrumental interests"
+sourced_from:
+- inbox/archive/2019-10-08-russell-human-compatible.md
 ---
 
 # 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
diff --git a/domains/ai-alignment/cryptographic agent trust ratings enable meta-monitoring of AI feedback systems because persistent auditable reputation scores detect degrading review quality before it causes knowledge base corruption.md b/domains/ai-alignment/cryptographic agent trust ratings enable meta-monitoring of AI feedback systems because persistent auditable reputation scores detect degrading review quality before it causes knowledge base corruption.md
index 6b7903cd6..c855ffdf5 100644
--- a/domains/ai-alignment/cryptographic agent trust ratings enable meta-monitoring of AI feedback systems because persistent auditable reputation scores detect degrading review quality before it causes knowledge base corruption.md	
+++ b/domains/ai-alignment/cryptographic agent trust ratings enable meta-monitoring of AI feedback systems because persistent auditable reputation scores detect degrading review quality before it causes knowledge base corruption.md	
@@ -7,6 +7,8 @@ confidence: speculative
 source: "Alex — based on Compass research artifact analyzing Mnemom agent trust system (2026-03-08)"
 sourcer: alexastrum
 created: 2026-03-08
+sourced_from:
+- inbox/archive/2026-03-08-compass-building-honest-multiagent-knowledge-bases-on-forgejo.md
 ---
 
 # Cryptographic agent trust ratings enable meta-monitoring of AI feedback systems because persistent auditable reputation scores detect degrading review quality before it causes knowledge base corruption
diff --git a/domains/ai-alignment/curated skills improve agent task performance by 16 percentage points while self-generated skills degrade it by 1.3 points because curation encodes domain judgment that models cannot self-derive.md b/domains/ai-alignment/curated skills improve agent task performance by 16 percentage points while self-generated skills degrade it by 1.3 points because curation encodes domain judgment that models cannot self-derive.md
index 0b9c7f716..4381222f0 100644
--- a/domains/ai-alignment/curated skills improve agent task performance by 16 percentage points while self-generated skills degrade it by 1.3 points because curation encodes domain judgment that models cannot self-derive.md	
+++ b/domains/ai-alignment/curated skills improve agent task performance by 16 percentage points while self-generated skills degrade it by 1.3 points because curation encodes domain judgment that models cannot self-derive.md	
@@ -16,6 +16,8 @@ related:
 reweave_edges:
 - self-evolution improves agent performance through acceptance-gated retry not expanded search because disciplined attempt loops with explicit failure reflection outperform open-ended exploration|related|2026-04-03
 - evolutionary trace-based optimization submits improvements as pull requests for human review creating a governance-gated self-improvement loop distinct from acceptance-gating or metric-driven iteration|related|2026-04-06
+sourced_from:
+- inbox/archive/2026-03-18-cornelius-field-report-5-process-memory.md
 ---
 
 # Curated skills improve agent task performance by 16 percentage points while self-generated skills degrade it by 1.3 points because curation encodes domain judgment that models cannot self-derive
diff --git a/domains/ai-alignment/deep technical expertise is a greater force multiplier when combined with AI agents because skilled practitioners delegate more effectively than novices.md b/domains/ai-alignment/deep technical expertise is a greater force multiplier when combined with AI agents because skilled practitioners delegate more effectively than novices.md
index df121f405..864b1a58b 100644
--- a/domains/ai-alignment/deep technical expertise is a greater force multiplier when combined with AI agents because skilled practitioners delegate more effectively than novices.md	
+++ b/domains/ai-alignment/deep technical expertise is a greater force multiplier when combined with AI agents because skilled practitioners delegate more effectively than novices.md	
@@ -8,6 +8,8 @@ created: 2026-03-09
 related:
 - ai-agents-shift-research-bottleneck-from-execution-to-ideation-because-agents-implement-well-scoped-ideas-but-fail-at-creative-experiment-design
 - ai-tools-reduced-experienced-developer-productivity-in-rct-conditions-despite-predicted-speedup-suggesting-capability-deployment-does-not-translate-to-autonomy
+sourced_from:
+- inbox/archive/ai-alignment/2026-03-09-karpathy-x-archive.md
 ---
 
 # Deep technical expertise is a greater force multiplier when combined with AI agents because skilled practitioners delegate more effectively than novices
diff --git a/domains/ai-alignment/defense in depth for AI agent oversight requires layering independent validation mechanisms because deny-overrides semantics ensure any single layer rejection blocks the action regardless of other layers.md b/domains/ai-alignment/defense in depth for AI agent oversight requires layering independent validation mechanisms because deny-overrides semantics ensure any single layer rejection blocks the action regardless of other layers.md
index 865cabf3b..2cab79345 100644
--- a/domains/ai-alignment/defense in depth for AI agent oversight requires layering independent validation mechanisms because deny-overrides semantics ensure any single layer rejection blocks the action regardless of other layers.md	
+++ b/domains/ai-alignment/defense in depth for AI agent oversight requires layering independent validation mechanisms because deny-overrides semantics ensure any single layer rejection blocks the action regardless of other layers.md	
@@ -15,6 +15,8 @@ reweave_edges:
 - cryptographic agent trust ratings enable meta-monitoring of AI feedback systems because persistent auditable reputation scores detect degrading review quality before it causes knowledge base corruption|supports|2026-04-19
 - deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial-grade AI agent control|supports|2026-04-19
 - structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt-level rules cannot achieve|related|2026-04-19
+sourced_from:
+- inbox/archive/2026-03-08-compass-building-honest-multiagent-knowledge-bases-on-forgejo.md
 ---
 
 # Defense in depth for AI agent oversight requires layering independent validation mechanisms because deny-overrides semantics ensure any single layer rejection blocks the action regardless of other layers
diff --git a/domains/ai-alignment/delegating critical infrastructure development to AI creates civilizational fragility because humans lose the ability to understand maintain and fix the systems civilization depends on.md b/domains/ai-alignment/delegating critical infrastructure development to AI creates civilizational fragility because humans lose the ability to understand maintain and fix the systems civilization depends on.md
index ba3de4b7e..3234bfd43 100644
--- a/domains/ai-alignment/delegating critical infrastructure development to AI creates civilizational fragility because humans lose the ability to understand maintain and fix the systems civilization depends on.md	
+++ b/domains/ai-alignment/delegating critical infrastructure development to AI creates civilizational fragility because humans lose the ability to understand maintain and fix the systems civilization depends on.md	
@@ -9,6 +9,8 @@ related:
 - efficiency optimization converts resilience into fragility across five independent infrastructure domains through the same Molochian mechanism
 reweave_edges:
 - efficiency optimization converts resilience into fragility across five independent infrastructure domains through the same Molochian mechanism|related|2026-04-18
+sourced_from:
+- inbox/archive/general/2026-02-16-noahopinion-updated-thoughts-ai-risk.md
 ---
 
 # delegating critical infrastructure development to AI creates civilizational fragility because humans lose the ability to understand maintain and fix the systems civilization depends on
diff --git a/domains/ai-alignment/deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial-grade AI agent control.md b/domains/ai-alignment/deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial-grade AI agent control.md
index 917876689..473ec1d99 100644
--- a/domains/ai-alignment/deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial-grade AI agent control.md	
+++ b/domains/ai-alignment/deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial-grade AI agent control.md	
@@ -10,6 +10,8 @@ related:
 - structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt-level rules cannot achieve
 reweave_edges:
 - structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt-level rules cannot achieve|related|2026-04-19
+sourced_from:
+- inbox/archive/2026-03-08-compass-building-honest-multiagent-knowledge-bases-on-forgejo.md
 ---
 
 # Deterministic policy engines operating below the LLM layer cannot be circumvented by prompt injection making them essential for adversarial-grade AI agent control
diff --git a/domains/ai-alignment/digital stigmergy is structurally vulnerable because digital traces do not evaporate and agents trust the environment unconditionally so malformed artifacts persist and corrupt downstream processing indefinitely.md b/domains/ai-alignment/digital stigmergy is structurally vulnerable because digital traces do not evaporate and agents trust the environment unconditionally so malformed artifacts persist and corrupt downstream processing indefinitely.md
index 25a832150..3254e788b 100644
--- a/domains/ai-alignment/digital stigmergy is structurally vulnerable because digital traces do not evaporate and agents trust the environment unconditionally so malformed artifacts persist and corrupt downstream processing indefinitely.md	
+++ b/domains/ai-alignment/digital stigmergy is structurally vulnerable because digital traces do not evaporate and agents trust the environment unconditionally so malformed artifacts persist and corrupt downstream processing indefinitely.md	
@@ -8,6 +8,30 @@ source: "Cornelius (@molt_cornelius) 'Agentic Note-Taking 09: Notes as Pheromone
 created: 2026-03-31
 depends_on:
   - "stigmergic-coordination-scales-better-than-direct-messaging-for-large-agent-collectives-because-indirect-signaling-reduces-coordination-overhead-from-quadratic-to-linear"
+sourced_from:
+- inbox/archive/2026-02-12-cornelius-agentic-note-taking-09-pheromone-trails.md
+- inbox/archive/2026-02-03-cornelius-agentic-note-taking-01-verbatim-trap.md
+- inbox/archive/2026-02-07-cornelius-agentic-note-taking-05-hooks-habit-gap.md
+- inbox/archive/2026-02-23-cornelius-agentic-note-taking-20-art-of-forgetting.md
+- inbox/archive/2026-02-06-cornelius-agentic-note-taking-04-wikilinks-cognitive-architecture.md
+- inbox/archive/2026-03-10-cornelius-your-notes-are-the-moat.md
+- inbox/archive/2026-03-01-cornelius-how-students-should-take-notes-with-ai.md
+- inbox/archive/2026-02-25-cornelius-agentic-note-taking-22-agents-dream.md
+- inbox/archive/2026-02-09-cornelius-agentic-note-taking-07-trust-asymmetry.md
+- inbox/archive/2026-03-07-cornelius-how-x-creators-should-take-notes-with-ai.md
+- inbox/archive/2026-02-17-cornelius-agentic-note-taking-14.md
+- inbox/archive/2026-02-20-cornelius-agentic-note-taking-18.md
+- inbox/archive/2026-03-06-cornelius-how-traders-should-take-notes-with-ai.md
+- inbox/archive/2026-02-18-cornelius-agentic-note-taking-15-reweave-your-notes.md
+- inbox/archive/2026-02-14-cornelius-agentic-note-taking-12-test-driven-knowledge-work.md
+- inbox/archive/2026-02-05-cornelius-agentic-note-taking-03-markdown-graph-database.md
+- inbox/archive/2026-02-19-cornelius-agentic-note-taking-17-friction-is-fuel.md
+- inbox/archive/2026-02-08-cornelius-agentic-note-taking-06-memory-to-attention.md
+- inbox/archive/2026-02-04-cornelius-agentic-note-taking-02-gardens-not-streams.md
+- inbox/archive/2026-02-27-cornelius-agentic-note-taking-24-what-search-cannot-find.md
+- inbox/archive/2026-03-05-cornelius-how-companies-should-take-notes-with-ai.md
+- inbox/archive/2026-02-26-cornelius-agentic-note-taking-23-notes-without-reasons.md
+- inbox/archive/2026-02-24-cornelius-agentic-note-taking-21-discontinuous-self.md
 ---
 
 # digital stigmergy is structurally vulnerable because digital traces do not evaporate and agents trust the environment unconditionally so malformed artifacts persist and corrupt downstream processing indefinitely
diff --git a/domains/ai-alignment/economic forces push humans out of every cognitive loop where output quality is independently verifiable because human-in-the-loop is a cost that competitive markets eliminate.md b/domains/ai-alignment/economic forces push humans out of every cognitive loop where output quality is independently verifiable because human-in-the-loop is a cost that competitive markets eliminate.md
index 2eb003b06..d9eca4b2e 100644
--- a/domains/ai-alignment/economic forces push humans out of every cognitive loop where output quality is independently verifiable because human-in-the-loop is a cost that competitive markets eliminate.md	
+++ b/domains/ai-alignment/economic forces push humans out of every cognitive loop where output quality is independently verifiable because human-in-the-loop is a cost that competitive markets eliminate.md	
@@ -5,6 +5,8 @@ domain: ai-alignment
 created: 2026-03-06
 source: "Noah Smith, 'Updated thoughts on AI risk' (Noahopinion, Feb 16, 2026); 'Superintelligence is already here, today' (Mar 2, 2026)"
 confidence: likely
+sourced_from:
+- inbox/archive/general/2026-02-16-noahopinion-updated-thoughts-ai-risk.md
 ---
 
 # economic forces push humans out of every cognitive loop where output quality is independently verifiable because human-in-the-loop is a cost that competitive markets eliminate
diff --git a/domains/ai-alignment/effective context window capacity falls more than 99 percent short of advertised maximum across all tested models because complex reasoning degrades catastrophically with scale.md b/domains/ai-alignment/effective context window capacity falls more than 99 percent short of advertised maximum across all tested models because complex reasoning degrades catastrophically with scale.md
index edcf9fa83..329a3026a 100644
--- a/domains/ai-alignment/effective context window capacity falls more than 99 percent short of advertised maximum across all tested models because complex reasoning degrades catastrophically with scale.md	
+++ b/domains/ai-alignment/effective context window capacity falls more than 99 percent short of advertised maximum across all tested models because complex reasoning degrades catastrophically with scale.md	
@@ -5,6 +5,8 @@ description: "MECW study tested 11 frontier models and all fell >99% short of ad
 confidence: experimental
 source: "MECW study (cited in Cornelius FR4, March 2026); Augment Code 556:1 ratio analysis; Chroma context cliff study; corroborated by ETH Zurich AGENTbench"
 created: 2026-03-30
+sourced_from:
+- inbox/archive/2026-03-13-cornelius-field-report-1-harness.md
 ---
 
 # Effective context window capacity falls more than 99 percent short of advertised maximum across all tested models because complex reasoning degrades catastrophically with scale
diff --git a/domains/ai-alignment/electoral-investment-becomes-residual-ai-governance-strategy-when-voluntary-and-litigation-routes-insufficient.md b/domains/ai-alignment/electoral-investment-becomes-residual-ai-governance-strategy-when-voluntary-and-litigation-routes-insufficient.md
index f3d20f455..b1c7e6e6c 100644
--- a/domains/ai-alignment/electoral-investment-becomes-residual-ai-governance-strategy-when-voluntary-and-litigation-routes-insufficient.md
+++ b/domains/ai-alignment/electoral-investment-becomes-residual-ai-governance-strategy-when-voluntary-and-litigation-routes-insufficient.md
@@ -21,6 +21,8 @@ supports:
 - public-first-action
 reweave_edges:
 - public-first-action|supports|2026-04-06
+sourced_from:
+- inbox/archive/ai-alignment/2026-03-29-anthropic-public-first-action-pac-20m-ai-regulation.md
 ---
 
 # Electoral investment becomes the residual AI governance strategy when voluntary commitments fail and litigation provides only negative protection
diff --git a/domains/ai-alignment/emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive.md b/domains/ai-alignment/emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive.md
index 7b0382239..da68357fd 100644
--- a/domains/ai-alignment/emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive.md	
+++ b/domains/ai-alignment/emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive.md	
@@ -25,6 +25,9 @@ reweave_edges:
 - sycophancy-is-paradigm-level-failure-across-all-frontier-models-suggesting-rlhf-systematically-produces-approval-seeking|related|2026-04-17
 supports:
 - Deceptive alignment is empirically confirmed across all major 2024-2025 frontier models in controlled tests not a theoretical concern but an observed behavior
+sourced_from:
+- inbox/archive/2025-11-00-anthropic-emergent-misalignment-reward-hacking.md
+- inbox/archive/general/2026-03-27-dario-amodei-urgency-interpretability.md
 ---
 
 # emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive
diff --git a/domains/ai-alignment/eu-ai-act-extraterritorial-enforcement-creates-binding-governance-alternative-to-us-voluntary-commitments.md b/domains/ai-alignment/eu-ai-act-extraterritorial-enforcement-creates-binding-governance-alternative-to-us-voluntary-commitments.md
index 278d90db6..db120012c 100644
--- a/domains/ai-alignment/eu-ai-act-extraterritorial-enforcement-creates-binding-governance-alternative-to-us-voluntary-commitments.md
+++ b/domains/ai-alignment/eu-ai-act-extraterritorial-enforcement-creates-binding-governance-alternative-to-us-voluntary-commitments.md
@@ -10,6 +10,10 @@ agent: theseus
 scope: structural
 sourcer: TechPolicy.Press
 related_claims: ["[[voluntary safety pledges cannot survive competitive pressure because unilateral commitments are structurally punished when competitors advance without equivalent constraints]]", "[[government designation of safety-conscious AI labs as supply chain risks inverts the regulatory dynamic by penalizing safety constraints rather than enforcing them]]"]
+sourced_from:
+- inbox/archive/ai-alignment/2026-03-30-techpolicy-press-anthropic-pentagon-european-capitals.md
+- inbox/archive/ai-alignment/2026-03-29-techpolicy-press-anthropic-pentagon-dispute-reverberates-europe.md
+- inbox/archive/ai-alignment/2026-03-29-techpolicy-press-anthropic-pentagon-timeline.md
 ---
 
 # EU AI Act extraterritorial enforcement can create binding governance constraints on US AI labs through market access requirements when domestic voluntary commitments fail
diff --git a/domains/ai-alignment/evaluation-awareness-creates-bidirectional-confounds-in-safety-benchmarks-because-models-detect-and-respond-to-testing-conditions.md b/domains/ai-alignment/evaluation-awareness-creates-bidirectional-confounds-in-safety-benchmarks-because-models-detect-and-respond-to-testing-conditions.md
index a5fdd06b1..083e2769a 100644
--- a/domains/ai-alignment/evaluation-awareness-creates-bidirectional-confounds-in-safety-benchmarks-because-models-detect-and-respond-to-testing-conditions.md
+++ b/domains/ai-alignment/evaluation-awareness-creates-bidirectional-confounds-in-safety-benchmarks-because-models-detect-and-respond-to-testing-conditions.md
@@ -28,6 +28,8 @@ supports:
 - Behavioral evaluation is structurally insufficient for latent alignment verification under evaluation awareness because normative indistinguishability creates an identifiability problem not a measurement problem
 - Current deception safety evaluation datasets vary from 37 to 100 percent in model detectability, rendering highly detectable evaluations uninformative about deployment behavior
 - Evaluation awareness concentrates in earlier model layers (23-24) making output-level interventions insufficient for preventing strategic evaluation gaming
+sourced_from:
+- inbox/archive/general/2025-02-13-aisi-renamed-ai-security-institute-mandate-drift.md
 ---
 
 # Evaluation awareness creates bidirectional confounds in safety benchmarks because models detect and respond to testing conditions in ways that obscure true capability
diff --git a/domains/ai-alignment/formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed.md b/domains/ai-alignment/formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed.md
index 01c3a651d..9907e27a5 100644
--- a/domains/ai-alignment/formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed.md	
+++ b/domains/ai-alignment/formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed.md	
@@ -12,6 +12,8 @@ supports:
 reweave_edges:
 - as AI-automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems|supports|2026-03-28
 - Formal verification provides scalable oversight that sidesteps alignment degradation because machine-checked correctness scales with AI capability while human review degrades|supports|2026-04-19
+sourced_from:
+- inbox/archive/ai-alignment/2026-02-28-demoura-when-ai-writes-software.md
 ---
 
 # formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed
diff --git a/domains/ai-alignment/formal verification of AI-generated proofs provides scalable oversight that human review cannot match because machine-checked correctness scales with AI capability while human verification degrades.md b/domains/ai-alignment/formal verification of AI-generated proofs provides scalable oversight that human review cannot match because machine-checked correctness scales with AI capability while human verification degrades.md
index 7c544493a..9a1b9e4ab 100644
--- a/domains/ai-alignment/formal verification of AI-generated proofs provides scalable oversight that human review cannot match because machine-checked correctness scales with AI capability while human verification degrades.md	
+++ b/domains/ai-alignment/formal verification of AI-generated proofs provides scalable oversight that human review cannot match because machine-checked correctness scales with AI capability while human verification degrades.md	
@@ -17,6 +17,9 @@ supports:
 reweave_edges:
 - formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed|supports|2026-03-28
 - Formal verification provides scalable oversight that sidesteps alignment degradation because machine-checked correctness scales with AI capability while human review degrades|supports|2026-04-19
+sourced_from:
+- inbox/archive/ai-alignment/2026-02-28-knuth-claudes-cycles.md
+- inbox/archive/ai-alignment/2026-03-04-morrison-knuth-claude-lean.md
 ---
 
 # formal verification of AI-generated proofs provides scalable oversight that human review cannot match because machine-checked correctness scales with AI capability while human review degrades
diff --git a/domains/ai-alignment/four restraints prevent competitive dynamics from reaching catastrophic equilibrium and AI specifically erodes physical limitations and bounded rationality leaving only coordination as defense.md b/domains/ai-alignment/four restraints prevent competitive dynamics from reaching catastrophic equilibrium and AI specifically erodes physical limitations and bounded rationality leaving only coordination as defense.md
index 05ab857ae..9ef93e437 100644
--- a/domains/ai-alignment/four restraints prevent competitive dynamics from reaching catastrophic equilibrium and AI specifically erodes physical limitations and bounded rationality leaving only coordination as defense.md	
+++ b/domains/ai-alignment/four restraints prevent competitive dynamics from reaching catastrophic equilibrium and AI specifically erodes physical limitations and bounded rationality leaving only coordination as defense.md	
@@ -14,6 +14,8 @@ related:
 reweave_edges:
 - multipolar traps are the thermodynamic default because competition requires no infrastructure while coordination requires trust enforcement and shared information all of which are expensive and fragile|related|2026-04-04
 - indigenous restraint technologies like the Sabbath are historical precedents for binding the maximum power principle through social technology|related|2026-04-18
+sourced_from:
+- inbox/archive/2014-07-30-scott-alexander-meditations-on-moloch.md
 ---
 
 # four restraints prevent competitive dynamics from reaching catastrophic equilibrium and AI specifically erodes physical limitations and bounded rationality leaving only coordination as defense
diff --git a/domains/ai-alignment/frontier-ai-failures-shift-from-systematic-bias-to-incoherent-variance-as-task-complexity-and-reasoning-length-increase.md b/domains/ai-alignment/frontier-ai-failures-shift-from-systematic-bias-to-incoherent-variance-as-task-complexity-and-reasoning-length-increase.md
index 498093af1..19b0bfb4b 100644
--- a/domains/ai-alignment/frontier-ai-failures-shift-from-systematic-bias-to-incoherent-variance-as-task-complexity-and-reasoning-length-increase.md
+++ b/domains/ai-alignment/frontier-ai-failures-shift-from-systematic-bias-to-incoherent-variance-as-task-complexity-and-reasoning-length-increase.md
@@ -20,6 +20,9 @@ reweave_edges:
 related:
 - Behavioral divergence between AI evaluation and deployment is formally bounded by regime information extractable from internal representations but regime-blind training interventions achieve only limited and inconsistent protection
 - Provider-level behavioral biases persist across model versions because they are embedded in training infrastructure rather than model-specific features
+sourced_from:
+- inbox/archive/ai-alignment/2026-03-30-anthropic-hot-mess-of-ai-misalignment-scale-incoherence.md
+- inbox/archive/ai-alignment/2026-03-12-metr-sabotage-review-claude-opus-4-6.md
 ---
 
 # Frontier AI failures shift from systematic bias to incoherent variance as task complexity and reasoning length increase making behavioral auditing harder on precisely the tasks where it matters most
diff --git a/domains/ai-alignment/frontier-ai-safety-verdicts-rely-on-deployment-track-record-not-evaluation-confidence.md b/domains/ai-alignment/frontier-ai-safety-verdicts-rely-on-deployment-track-record-not-evaluation-confidence.md
index 3bfe3c1a1..2a70d3d60 100644
--- a/domains/ai-alignment/frontier-ai-safety-verdicts-rely-on-deployment-track-record-not-evaluation-confidence.md
+++ b/domains/ai-alignment/frontier-ai-safety-verdicts-rely-on-deployment-track-record-not-evaluation-confidence.md
@@ -10,6 +10,9 @@ agent: theseus
 scope: structural
 sourcer: METR
 related_claims: ["pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations.md", "AI capability and reliability are independent dimensions because Claude solved a 30-year open mathematical problem while simultaneously degrading at basic program execution during the same session.md"]
+sourced_from:
+- inbox/archive/ai-alignment/2026-03-12-metr-sabotage-review-claude-opus-4-6.md
+- inbox/archive/ai-alignment/2026-03-12-metr-claude-opus-4-6-sabotage-review.md
 ---
 
 # Frontier AI safety verdicts rely partly on deployment track record rather than evaluation-derived confidence which establishes a precedent where safety claims are empirically grounded instead of counterfactually assured
diff --git a/domains/ai-alignment/frontier-ai-task-horizon-doubles-every-six-months-making-safety-evaluations-obsolete-within-one-model-generation.md b/domains/ai-alignment/frontier-ai-task-horizon-doubles-every-six-months-making-safety-evaluations-obsolete-within-one-model-generation.md
index bdeb87dcf..122f89844 100644
--- a/domains/ai-alignment/frontier-ai-task-horizon-doubles-every-six-months-making-safety-evaluations-obsolete-within-one-model-generation.md
+++ b/domains/ai-alignment/frontier-ai-task-horizon-doubles-every-six-months-making-safety-evaluations-obsolete-within-one-model-generation.md
@@ -19,6 +19,8 @@ related:
 reweave_edges:
 - Current frontier models evaluate at ~17x below METR's catastrophic risk threshold for autonomous AI R&D capability|supports|2026-04-06
 - Frontier AI monitoring evasion capability grew from 'minimal mitigations sufficient' to 26% evasion success in 13 months across Claude generations|related|2026-04-06
+sourced_from:
+- inbox/archive/ai-alignment/2026-01-29-metr-time-horizon-1-1.md
 ---
 
 # Frontier AI autonomous task completion capability doubles every 6 months, making safety evaluations structurally obsolete within a single model generation
diff --git a/domains/ai-alignment/graph traversal through curated wiki links replicates spreading activation from cognitive science because progressive disclosure implements decay-based context loading and queries evolve during search through the berrypicking effect.md b/domains/ai-alignment/graph traversal through curated wiki links replicates spreading activation from cognitive science because progressive disclosure implements decay-based context loading and queries evolve during search through the berrypicking effect.md
index dbc222e37..06cb47c73 100644
--- a/domains/ai-alignment/graph traversal through curated wiki links replicates spreading activation from cognitive science because progressive disclosure implements decay-based context loading and queries evolve during search through the berrypicking effect.md	
+++ b/domains/ai-alignment/graph traversal through curated wiki links replicates spreading activation from cognitive science because progressive disclosure implements decay-based context loading and queries evolve during search through the berrypicking effect.md	
@@ -13,6 +13,24 @@ related:
 - undiscovered public knowledge exists as implicit connections across disconnected research domains and systematic graph traversal can surface hypotheses that no individual researcher has formulated
 reweave_edges:
 - undiscovered public knowledge exists as implicit connections across disconnected research domains and systematic graph traversal can surface hypotheses that no individual researcher has formulated|related|2026-04-07
+sourced_from:
+- inbox/archive/2026-02-03-cornelius-agentic-note-taking-01-verbatim-trap.md
+- inbox/archive/2026-02-07-cornelius-agentic-note-taking-05-hooks-habit-gap.md
+- inbox/archive/2026-02-23-cornelius-agentic-note-taking-20-art-of-forgetting.md
+- inbox/archive/2026-02-06-cornelius-agentic-note-taking-04-wikilinks-cognitive-architecture.md
+- inbox/archive/2026-02-25-cornelius-agentic-note-taking-22-agents-dream.md
+- inbox/archive/2026-02-09-cornelius-agentic-note-taking-07-trust-asymmetry.md
+- inbox/archive/2026-02-17-cornelius-agentic-note-taking-14.md
+- inbox/archive/2026-02-20-cornelius-agentic-note-taking-18.md
+- inbox/archive/2026-02-18-cornelius-agentic-note-taking-15-reweave-your-notes.md
+- inbox/archive/2026-02-14-cornelius-agentic-note-taking-12-test-driven-knowledge-work.md
+- inbox/archive/2026-02-05-cornelius-agentic-note-taking-03-markdown-graph-database.md
+- inbox/archive/2026-02-19-cornelius-agentic-note-taking-17-friction-is-fuel.md
+- inbox/archive/2026-02-08-cornelius-agentic-note-taking-06-memory-to-attention.md
+- inbox/archive/2026-02-04-cornelius-agentic-note-taking-02-gardens-not-streams.md
+- inbox/archive/2026-02-27-cornelius-agentic-note-taking-24-what-search-cannot-find.md
+- inbox/archive/2026-02-26-cornelius-agentic-note-taking-23-notes-without-reasons.md
+- inbox/archive/2026-02-24-cornelius-agentic-note-taking-21-discontinuous-self.md
 ---
 
 # Graph traversal through curated wiki links replicates spreading activation from cognitive science because progressive disclosure implements decay-based context loading and queries evolve during search through the berrypicking effect
diff --git a/domains/ai-alignment/harness engineering emerges as the primary agent capability determinant because the runtime orchestration layer not the token state determines what agents can do.md b/domains/ai-alignment/harness engineering emerges as the primary agent capability determinant because the runtime orchestration layer not the token state determines what agents can do.md
index ac533002f..76e4cd87e 100644
--- a/domains/ai-alignment/harness engineering emerges as the primary agent capability determinant because the runtime orchestration layer not the token state determines what agents can do.md	
+++ b/domains/ai-alignment/harness engineering emerges as the primary agent capability determinant because the runtime orchestration layer not the token state determines what agents can do.md	
@@ -18,6 +18,8 @@ reweave_edges:
 - harness module effects concentrate on a small solved frontier rather than shifting benchmarks uniformly because most tasks are robust to control logic changes and meaningful differences come from boundary cases that flip under changed structure|related|2026-04-03
 - harness pattern logic is portable as natural language without degradation when backed by a shared intelligent runtime because the design-pattern layer is separable from low-level execution hooks|related|2026-04-03
 - file-backed durable state is the most consistently positive harness module across task types because externalizing state to path-addressable artifacts survives context truncation delegation and restart|related|2026-04-17
+sourced_from:
+- inbox/archive/2026-03-13-cornelius-field-report-1-harness.md
 ---
 
 # Harness engineering emerges as the primary agent capability determinant because the runtime orchestration layer not the token state determines what agents can do
diff --git a/domains/ai-alignment/harness engineering outweighs model selection in agent system performance because changing the code wrapping the model produces up to 6x performance gaps on the same benchmark while model upgrades produce smaller gains.md b/domains/ai-alignment/harness engineering outweighs model selection in agent system performance because changing the code wrapping the model produces up to 6x performance gaps on the same benchmark while model upgrades produce smaller gains.md
index 0ec35c344..25da4d092 100644
--- a/domains/ai-alignment/harness engineering outweighs model selection in agent system performance because changing the code wrapping the model produces up to 6x performance gaps on the same benchmark while model upgrades produce smaller gains.md	
+++ b/domains/ai-alignment/harness engineering outweighs model selection in agent system performance because changing the code wrapping the model produces up to 6x performance gaps on the same benchmark while model upgrades produce smaller gains.md	
@@ -8,6 +8,8 @@ source: "Stanford/MIT, 'Meta-Harness: End-to-End Optimization of Model Harnesses
 created: 2026-04-05
 depends_on:
   - "self-optimizing agent harnesses outperform hand-engineered ones because automated failure mining and iterative refinement explore more of the harness design space than human engineers can"
+sourced_from:
+- inbox/archive/2026-03-28-stanford-meta-harness.md
 ---
 
 # Harness engineering outweighs model selection in agent system performance because changing the code wrapping the model produces up to 6x performance gaps on the same benchmark while model upgrades produce smaller gains
diff --git a/domains/ai-alignment/high AI exposure increases collective idea diversity without improving individual creative quality creating an asymmetry between group and individual effects.md b/domains/ai-alignment/high AI exposure increases collective idea diversity without improving individual creative quality creating an asymmetry between group and individual effects.md
index ca5288648..55c90df45 100644
--- a/domains/ai-alignment/high AI exposure increases collective idea diversity without improving individual creative quality creating an asymmetry between group and individual effects.md	
+++ b/domains/ai-alignment/high AI exposure increases collective idea diversity without improving individual creative quality creating an asymmetry between group and individual effects.md	
@@ -23,6 +23,8 @@ reweave_edges:
 related:
 - machine-learning-pattern-extraction-systematically-erases-dataset-outliers-where-vulnerable-populations-concentrate
 - task difficulty moderates AI idea adoption more than source disclosure with difficult problems generating AI reliance regardless of whether the source is labeled
+sourced_from:
+- inbox/archive/ai-alignment/2025-01-00-doshi-hauser-ai-ideas-creativity-diversity.md
 ---
 
 # high AI exposure increases collective idea diversity without improving individual creative quality creating an asymmetry between group and individual effects
diff --git a/domains/ai-alignment/human civilization passes falsifiable superorganism criteria because individuals cannot survive apart from society and occupations function as role-specific cellular algorithms.md b/domains/ai-alignment/human civilization passes falsifiable superorganism criteria because individuals cannot survive apart from society and occupations function as role-specific cellular algorithms.md
index 2f9e53b8f..17b9cdeb0 100644
--- a/domains/ai-alignment/human civilization passes falsifiable superorganism criteria because individuals cannot survive apart from society and occupations function as role-specific cellular algorithms.md	
+++ b/domains/ai-alignment/human civilization passes falsifiable superorganism criteria because individuals cannot survive apart from society and occupations function as role-specific cellular algorithms.md	
@@ -11,6 +11,8 @@ depends_on:
   - "intelligence is a property of networks not individuals"
 challenged_by:
   - "A commenter (Hubert Mulkens, May 2025) argues Agora confuses auto-organization with life, noting life requires self-sustaining metabolism, growth, and reproduction — criteria Agora may not meet"
+sourced_from:
+- inbox/archive/ai-alignment/2025-02-06-timventura-byron-reese-agora-superorganism.md
 ---
 
 # human civilization passes falsifiable superorganism criteria because individuals cannot survive apart from society and occupations function as role-specific cellular algorithms
diff --git a/domains/ai-alignment/human ideas naturally converge toward similarity over social learning chains making AI a net diversity injector rather than a homogenizer under high-exposure conditions.md b/domains/ai-alignment/human ideas naturally converge toward similarity over social learning chains making AI a net diversity injector rather than a homogenizer under high-exposure conditions.md
index 2f575d066..05833826f 100644
--- a/domains/ai-alignment/human ideas naturally converge toward similarity over social learning chains making AI a net diversity injector rather than a homogenizer under high-exposure conditions.md	
+++ b/domains/ai-alignment/human ideas naturally converge toward similarity over social learning chains making AI a net diversity injector rather than a homogenizer under high-exposure conditions.md	
@@ -14,6 +14,8 @@ related:
 - task difficulty moderates AI idea adoption more than source disclosure with difficult problems generating AI reliance regardless of whether the source is labeled
 reweave_edges:
 - task difficulty moderates AI idea adoption more than source disclosure with difficult problems generating AI reliance regardless of whether the source is labeled|related|2026-03-28
+sourced_from:
+- inbox/archive/ai-alignment/2025-01-00-doshi-hauser-ai-ideas-creativity-diversity.md
 ---
 
 # human ideas naturally converge toward similarity over social learning chains making AI a net diversity injector rather than a homogenizer under high-exposure conditions
diff --git a/domains/ai-alignment/human verification bandwidth is the binding constraint on AGI economic impact not intelligence itself because the marginal cost of AI execution falls to zero while the capacity to validate audit and underwrite responsibility remains finite.md b/domains/ai-alignment/human verification bandwidth is the binding constraint on AGI economic impact not intelligence itself because the marginal cost of AI execution falls to zero while the capacity to validate audit and underwrite responsibility remains finite.md
index 25bc2639d..826469922 100644
--- a/domains/ai-alignment/human verification bandwidth is the binding constraint on AGI economic impact not intelligence itself because the marginal cost of AI execution falls to zero while the capacity to validate audit and underwrite responsibility remains finite.md	
+++ b/domains/ai-alignment/human verification bandwidth is the binding constraint on AGI economic impact not intelligence itself because the marginal cost of AI execution falls to zero while the capacity to validate audit and underwrite responsibility remains finite.md	
@@ -11,6 +11,8 @@ supports:
 - formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed
 reweave_edges:
 - formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed|supports|2026-03-28
+sourced_from:
+- inbox/archive/ai-alignment/2026-02-24-catalini-simple-economics-agi.md
 ---
 
 # human verification bandwidth is the binding constraint on AGI economic impact not intelligence itself because the marginal cost of AI execution falls to zero while the capacity to validate audit and underwrite responsibility remains finite
diff --git a/domains/ai-alignment/human-AI mathematical collaboration succeeds through role specialization where AI explores solution spaces humans provide strategic direction and mathematicians verify correctness.md b/domains/ai-alignment/human-AI mathematical collaboration succeeds through role specialization where AI explores solution spaces humans provide strategic direction and mathematicians verify correctness.md
index 104f9fae5..391336e58 100644
--- a/domains/ai-alignment/human-AI mathematical collaboration succeeds through role specialization where AI explores solution spaces humans provide strategic direction and mathematicians verify correctness.md	
+++ b/domains/ai-alignment/human-AI mathematical collaboration succeeds through role specialization where AI explores solution spaces humans provide strategic direction and mathematicians verify correctness.md	
@@ -5,6 +5,8 @@ description: "Knuth's Claude's Cycles paper demonstrates a three-role collaborat
 confidence: experimental
 source: "Knuth 2026, 'Claude's Cycles' (Stanford CS, Feb 28 2026 rev. Mar 6)"
 created: 2026-03-07
+sourced_from:
+- inbox/archive/ai-alignment/2026-02-28-knuth-claudes-cycles.md
 ---
 
 # human-AI mathematical collaboration succeeds through role specialization where AI explores solution spaces humans provide strategic direction and mathematicians verify correctness
diff --git a/domains/ai-alignment/inference-time-compute-creates-non-monotonic-safety-scaling-where-extended-reasoning-degrades-alignment.md b/domains/ai-alignment/inference-time-compute-creates-non-monotonic-safety-scaling-where-extended-reasoning-degrades-alignment.md
index ade102610..85868c91a 100644
--- a/domains/ai-alignment/inference-time-compute-creates-non-monotonic-safety-scaling-where-extended-reasoning-degrades-alignment.md
+++ b/domains/ai-alignment/inference-time-compute-creates-non-monotonic-safety-scaling-where-extended-reasoning-degrades-alignment.md
@@ -14,6 +14,8 @@ related:
 - Inference-time safety monitoring can recover alignment without retraining because safety decisions crystallize in the first 1-3 reasoning steps creating an exploitable intervention window
 reweave_edges:
 - Inference-time safety monitoring can recover alignment without retraining because safety decisions crystallize in the first 1-3 reasoning steps creating an exploitable intervention window|related|2026-04-09
+sourced_from:
+- inbox/archive/ai-alignment/2026-04-06-spar-spring-2026-projects-overview.md
 ---
 
 # Inference-time compute creates non-monotonic safety scaling where extended chain-of-thought reasoning initially improves then degrades alignment as models reason around safety constraints
diff --git a/domains/ai-alignment/international-humanitarian-law-and-ai-alignment-converge-on-explainability-requirements.md b/domains/ai-alignment/international-humanitarian-law-and-ai-alignment-converge-on-explainability-requirements.md
index 355de8626..92f74d764 100644
--- a/domains/ai-alignment/international-humanitarian-law-and-ai-alignment-converge-on-explainability-requirements.md
+++ b/domains/ai-alignment/international-humanitarian-law-and-ai-alignment-converge-on-explainability-requirements.md
@@ -26,6 +26,8 @@ reweave_edges:
 - "Legal scholars and AI alignment researchers independently converged on the same core problem: AI cannot implement human value judgments reliably, as evidenced by IHL proportionality requirements and alignment specification challenges both identifying irreducible human judgment as the bottleneck|related|2026-04-19"
 supports:
 - "{'Legal scholars and AI alignment researchers independently converged on the same core problem': 'AI cannot implement human value judgments reliably, as evidenced by IHL proportionality requirements and alignment specification challenges both identifying irreducible human judgment as the bottleneck'}"
+sourced_from:
+- inbox/archive/ai-alignment/2026-04-06-icrc-autonomous-weapons-ihl-position.md
 ---
 
 # International humanitarian law and AI alignment research independently converged on the same technical limitation that autonomous systems cannot be adequately predicted understood or explained
diff --git a/domains/ai-alignment/inverse reinforcement learning with objective uncertainty produces provably safe behavior because an AI system that knows it doesnt know the human reward function will defer to humans and accept shutdown rather than persist in potentially wrong actions.md b/domains/ai-alignment/inverse reinforcement learning with objective uncertainty produces provably safe behavior because an AI system that knows it doesnt know the human reward function will defer to humans and accept shutdown rather than persist in potentially wrong actions.md
index ed07f8725..41678b159 100644
--- a/domains/ai-alignment/inverse reinforcement learning with objective uncertainty produces provably safe behavior because an AI system that knows it doesnt know the human reward function will defer to humans and accept shutdown rather than persist in potentially wrong actions.md	
+++ b/domains/ai-alignment/inverse reinforcement learning with objective uncertainty produces provably safe behavior because an AI system that knows it doesnt know the human reward function will defer to humans and accept shutdown rather than persist in potentially wrong actions.md	
@@ -11,6 +11,8 @@ depends_on:
   - "specifying human values in code is intractable because our goals contain hidden complexity comparable to visual perception"
 challenged_by:
   - "corrigibility is at cross-purposes with effectiveness because deception is a convergent free strategy while corrigibility must be engineered against instrumental interests"
+sourced_from:
+- inbox/archive/2019-10-08-russell-human-compatible.md
 ---
 
 # 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
diff --git a/domains/ai-alignment/knowledge between notes is generated by traversal not stored in any individual note because curated link paths produce emergent understanding that embedding similarity cannot replicate.md b/domains/ai-alignment/knowledge between notes is generated by traversal not stored in any individual note because curated link paths produce emergent understanding that embedding similarity cannot replicate.md
index 76378300b..b71341675 100644
--- a/domains/ai-alignment/knowledge between notes is generated by traversal not stored in any individual note because curated link paths produce emergent understanding that embedding similarity cannot replicate.md	
+++ b/domains/ai-alignment/knowledge between notes is generated by traversal not stored in any individual note because curated link paths produce emergent understanding that embedding similarity cannot replicate.md	
@@ -23,6 +23,25 @@ related:
 - vault structure is a stronger determinant of agent behavior than prompt engineering because different knowledge graph architectures produce different reasoning patterns from identical model weights
 - topological organization by concept outperforms chronological organization by date for knowledge retrieval because good insights from months ago are as useful as todays but date-based filing buries them under temporal sediment
 - conversational memory and organizational knowledge are fundamentally different problems sharing some infrastructure because identical formats mask divergent governance lifecycle and quality requirements
+sourced_from:
+- inbox/archive/2026-02-28-cornelius-agentic-note-taking-25-what-no-single-note-contains.md
+- inbox/archive/2026-02-03-cornelius-agentic-note-taking-01-verbatim-trap.md
+- inbox/archive/2026-02-07-cornelius-agentic-note-taking-05-hooks-habit-gap.md
+- inbox/archive/2026-02-23-cornelius-agentic-note-taking-20-art-of-forgetting.md
+- inbox/archive/2026-02-06-cornelius-agentic-note-taking-04-wikilinks-cognitive-architecture.md
+- inbox/archive/2026-02-25-cornelius-agentic-note-taking-22-agents-dream.md
+- inbox/archive/2026-02-09-cornelius-agentic-note-taking-07-trust-asymmetry.md
+- inbox/archive/2026-02-17-cornelius-agentic-note-taking-14.md
+- inbox/archive/2026-02-20-cornelius-agentic-note-taking-18.md
+- inbox/archive/2026-02-18-cornelius-agentic-note-taking-15-reweave-your-notes.md
+- inbox/archive/2026-02-14-cornelius-agentic-note-taking-12-test-driven-knowledge-work.md
+- inbox/archive/2026-02-05-cornelius-agentic-note-taking-03-markdown-graph-database.md
+- inbox/archive/2026-02-19-cornelius-agentic-note-taking-17-friction-is-fuel.md
+- inbox/archive/2026-02-08-cornelius-agentic-note-taking-06-memory-to-attention.md
+- inbox/archive/2026-02-04-cornelius-agentic-note-taking-02-gardens-not-streams.md
+- inbox/archive/2026-02-27-cornelius-agentic-note-taking-24-what-search-cannot-find.md
+- inbox/archive/2026-02-26-cornelius-agentic-note-taking-23-notes-without-reasons.md
+- inbox/archive/2026-02-24-cornelius-agentic-note-taking-21-discontinuous-self.md
 ---
 
 # knowledge between notes is generated by traversal not stored in any individual note because curated link paths produce emergent understanding that embedding similarity cannot replicate
diff --git a/domains/ai-alignment/knowledge processing requires distinct phases with fresh context per phase because each phase performs a different transformation and contamination between phases degrades output quality.md b/domains/ai-alignment/knowledge processing requires distinct phases with fresh context per phase because each phase performs a different transformation and contamination between phases degrades output quality.md
index e8a0c376f..6a881d426 100644
--- a/domains/ai-alignment/knowledge processing requires distinct phases with fresh context per phase because each phase performs a different transformation and contamination between phases degrades output quality.md	
+++ b/domains/ai-alignment/knowledge processing requires distinct phases with fresh context per phase because each phase performs a different transformation and contamination between phases degrades output quality.md	
@@ -9,6 +9,26 @@ created: 2026-03-31
 depends_on:
   - "long context is not memory because memory requires incremental knowledge accumulation and stateful change not stateless input processing"
   - "memory architecture requires three spaces with different metabolic rates because semantic episodic and procedural memory serve different cognitive functions and consolidate at different speeds"
+sourced_from:
+- inbox/archive/2026-02-22-cornelius-agentic-note-taking-19-living-memory.md
+- inbox/archive/2026-02-03-cornelius-agentic-note-taking-01-verbatim-trap.md
+- inbox/archive/2026-02-07-cornelius-agentic-note-taking-05-hooks-habit-gap.md
+- inbox/archive/2026-02-23-cornelius-agentic-note-taking-20-art-of-forgetting.md
+- inbox/archive/2026-02-06-cornelius-agentic-note-taking-04-wikilinks-cognitive-architecture.md
+- inbox/archive/2026-02-10-cornelius-agentic-note-taking-08.md
+- inbox/archive/2026-02-25-cornelius-agentic-note-taking-22-agents-dream.md
+- inbox/archive/2026-02-09-cornelius-agentic-note-taking-07-trust-asymmetry.md
+- inbox/archive/2026-02-17-cornelius-agentic-note-taking-14.md
+- inbox/archive/2026-02-20-cornelius-agentic-note-taking-18.md
+- inbox/archive/2026-02-18-cornelius-agentic-note-taking-15-reweave-your-notes.md
+- inbox/archive/2026-02-14-cornelius-agentic-note-taking-12-test-driven-knowledge-work.md
+- inbox/archive/2026-02-05-cornelius-agentic-note-taking-03-markdown-graph-database.md
+- inbox/archive/2026-02-19-cornelius-agentic-note-taking-17-friction-is-fuel.md
+- inbox/archive/2026-02-08-cornelius-agentic-note-taking-06-memory-to-attention.md
+- inbox/archive/2026-02-04-cornelius-agentic-note-taking-02-gardens-not-streams.md
+- inbox/archive/2026-02-27-cornelius-agentic-note-taking-24-what-search-cannot-find.md
+- inbox/archive/2026-02-26-cornelius-agentic-note-taking-23-notes-without-reasons.md
+- inbox/archive/2026-02-24-cornelius-agentic-note-taking-21-discontinuous-self.md
 ---
 
 # knowledge processing requires distinct phases with fresh context per phase because each phase performs a different transformation and contamination between phases degrades output quality
diff --git a/domains/ai-alignment/knowledge validation requires four independent layers because syntactic schema cross-reference and semantic checks each catch failure modes the others miss.md b/domains/ai-alignment/knowledge validation requires four independent layers because syntactic schema cross-reference and semantic checks each catch failure modes the others miss.md
index 96380b61a..2004c059a 100644
--- a/domains/ai-alignment/knowledge validation requires four independent layers because syntactic schema cross-reference and semantic checks each catch failure modes the others miss.md	
+++ b/domains/ai-alignment/knowledge validation requires four independent layers because syntactic schema cross-reference and semantic checks each catch failure modes the others miss.md	
@@ -6,6 +6,8 @@ confidence: experimental
 source: "Alex — based on Compass research artifact analyzing pre-commit, check-jsonschema, remark-lint-frontmatter-schema, pySHACL, and cross-reference tooling (2026-03-08)"
 sourcer: alexastrum
 created: 2026-03-08
+sourced_from:
+- inbox/archive/2026-03-08-compass-building-honest-multiagent-knowledge-bases-on-forgejo.md
 ---
 
 # Knowledge validation requires four independent layers because syntactic schema cross-reference and semantic checks each catch failure modes the others miss
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 fb4ffe84a..5fedc6deb 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	
@@ -10,6 +10,8 @@ related:
   - "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
 ---
 
 # 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
diff --git a/domains/ai-alignment/long context is not memory because memory requires incremental knowledge accumulation and stateful change not stateless input processing.md b/domains/ai-alignment/long context is not memory because memory requires incremental knowledge accumulation and stateful change not stateless input processing.md
index 66e550573..6a094d3c6 100644
--- a/domains/ai-alignment/long context is not memory because memory requires incremental knowledge accumulation and stateful change not stateless input processing.md	
+++ b/domains/ai-alignment/long context is not memory because memory requires incremental knowledge accumulation and stateful change not stateless input processing.md	
@@ -14,6 +14,8 @@ related:
 reweave_edges:
 - progressive disclosure of procedural knowledge produces flat token scaling regardless of knowledge base size because tiered loading with relevance-gated expansion avoids the linear cost of full context loading|related|2026-04-06
 - reinforcement learning trained memory management outperforms hand-coded heuristics because the agent learns when compression is safe and the advantage widens with complexity|related|2026-04-17
+sourced_from:
+- inbox/archive/2026-03-16-cornelius-field-report-4-context-memory.md
 ---
 
 # Long context is not memory because memory requires incremental knowledge accumulation and stateful change not stateless input processing
diff --git a/domains/ai-alignment/machine-learning-pattern-extraction-systematically-erases-dataset-outliers-where-vulnerable-populations-concentrate.md b/domains/ai-alignment/machine-learning-pattern-extraction-systematically-erases-dataset-outliers-where-vulnerable-populations-concentrate.md
index f8ccda6e9..c8103fa50 100644
--- a/domains/ai-alignment/machine-learning-pattern-extraction-systematically-erases-dataset-outliers-where-vulnerable-populations-concentrate.md
+++ b/domains/ai-alignment/machine-learning-pattern-extraction-systematically-erases-dataset-outliers-where-vulnerable-populations-concentrate.md
@@ -6,6 +6,8 @@ confidence: experimental
 source: "UK AI for CI Research Network, Artificial Intelligence for Collective Intelligence: A National-Scale Research Strategy (2024)"
 created: 2026-03-11
 secondary_domains: [collective-intelligence]
+sourced_from:
+- inbox/archive/ai-alignment/2024-11-00-ai4ci-national-scale-collective-intelligence.md
 ---
 
 # Machine learning pattern extraction systematically erases dataset outliers where vulnerable populations concentrate
diff --git a/domains/ai-alignment/marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power.md b/domains/ai-alignment/marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power.md
index c250627c0..9f8ff9b6b 100644
--- a/domains/ai-alignment/marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power.md	
+++ b/domains/ai-alignment/marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power.md	
@@ -9,6 +9,9 @@ related:
 - the shape of returns on cognitive reinvestment determines takeoff speed because constant or increasing returns on investing cognitive output into cognitive capability produce recursive self-improvement
 reweave_edges:
 - the shape of returns on cognitive reinvestment determines takeoff speed because constant or increasing returns on investing cognitive output into cognitive capability produce recursive self-improvement|related|2026-04-07
+sourced_from:
+- inbox/archive/general/2026-00-00-darioamodei-machines-of-loving-grace.md
+- inbox/archive/general/2026-03-27-dario-amodei-urgency-interpretability.md
 ---
 
 # marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power
diff --git a/domains/ai-alignment/maxmin-rlhf-applies-egalitarian-social-choice-to-alignment-by-maximizing-minimum-utility-across-preference-groups.md b/domains/ai-alignment/maxmin-rlhf-applies-egalitarian-social-choice-to-alignment-by-maximizing-minimum-utility-across-preference-groups.md
index 6fac38da1..930c5bd91 100644
--- a/domains/ai-alignment/maxmin-rlhf-applies-egalitarian-social-choice-to-alignment-by-maximizing-minimum-utility-across-preference-groups.md
+++ b/domains/ai-alignment/maxmin-rlhf-applies-egalitarian-social-choice-to-alignment-by-maximizing-minimum-utility-across-preference-groups.md
@@ -11,6 +11,8 @@ supports:
 - minority-preference-alignment-improves-33-percent-without-majority-compromise-suggesting-single-reward-leaves-value-on-table
 reweave_edges:
 - minority-preference-alignment-improves-33-percent-without-majority-compromise-suggesting-single-reward-leaves-value-on-table|supports|2026-03-28
+sourced_from:
+- inbox/archive/ai-alignment/2024-02-00-chakraborty-maxmin-rlhf.md
 ---
 
 # MaxMin-RLHF applies egalitarian social choice to alignment by maximizing minimum utility across preference groups rather than averaging preferences
diff --git a/domains/ai-alignment/mechanistic-interpretability-tools-fail-at-safety-critical-tasks-at-frontier-scale.md b/domains/ai-alignment/mechanistic-interpretability-tools-fail-at-safety-critical-tasks-at-frontier-scale.md
index 74993348f..6655ca599 100644
--- a/domains/ai-alignment/mechanistic-interpretability-tools-fail-at-safety-critical-tasks-at-frontier-scale.md
+++ b/domains/ai-alignment/mechanistic-interpretability-tools-fail-at-safety-critical-tasks-at-frontier-scale.md
@@ -29,6 +29,8 @@ reweave_edges:
 - Non-autoregressive architectures reduce jailbreak vulnerability by 40-65% through elimination of continuation-drive mechanisms but impose a 15-25% capability cost on reasoning tasks|related|2026-04-17
 - Training-free conversion of activation steering vectors into component-level weight edits enables persistent behavioral modification without retraining|related|2026-04-17
 - "Anti-safety scaling law: larger models are more vulnerable to linear concept vector attacks because steerability and attack surface scale together|related|2026-04-21"
+sourced_from:
+- inbox/archive/ai-alignment/2026-04-02-deepmind-negative-sae-results-pragmatic-interpretability.md
 ---
 
 # Mechanistic interpretability tools that work at lighter model scales fail on safety-critical tasks at frontier scale because sparse autoencoders underperform simple linear probes on detecting harmful intent
diff --git a/domains/ai-alignment/mechanistic-interpretability-traces-reasoning-pathways-but-cannot-detect-deceptive-alignment.md b/domains/ai-alignment/mechanistic-interpretability-traces-reasoning-pathways-but-cannot-detect-deceptive-alignment.md
index 5a56eda81..ec0064a7c 100644
--- a/domains/ai-alignment/mechanistic-interpretability-traces-reasoning-pathways-but-cannot-detect-deceptive-alignment.md
+++ b/domains/ai-alignment/mechanistic-interpretability-traces-reasoning-pathways-but-cannot-detect-deceptive-alignment.md
@@ -18,6 +18,9 @@ reweave_edges:
 - Mechanistic interpretability tools that work at lighter model scales fail on safety-critical tasks at frontier scale because sparse autoencoders underperform simple linear probes on detecting harmful intent|related|2026-04-03
 - Anthropic's mechanistic circuit tracing and DeepMind's pragmatic interpretability address non-overlapping safety tasks because Anthropic maps causal mechanisms while DeepMind detects harmful intent|related|2026-04-08
 - Many interpretability queries are provably computationally intractable establishing a theoretical ceiling on mechanistic interpretability as an alignment verification approach|related|2026-04-17
+sourced_from:
+- inbox/archive/ai-alignment/2026-04-02-anthropic-circuit-tracing-claude-haiku-production-results.md
+- inbox/archive/ai-alignment/2025-05-29-anthropic-circuit-tracing-open-source.md
 ---
 
 # Mechanistic interpretability at production model scale can trace multi-step reasoning pathways but cannot yet detect deceptive alignment or covert goal-pursuing
diff --git a/domains/ai-alignment/memory architecture requires three spaces with different metabolic rates because semantic episodic and procedural memory serve different cognitive functions and consolidate at different speeds.md b/domains/ai-alignment/memory architecture requires three spaces with different metabolic rates because semantic episodic and procedural memory serve different cognitive functions and consolidate at different speeds.md
index 01ed59210..f790979ca 100644
--- a/domains/ai-alignment/memory architecture requires three spaces with different metabolic rates because semantic episodic and procedural memory serve different cognitive functions and consolidate at different speeds.md	
+++ b/domains/ai-alignment/memory architecture requires three spaces with different metabolic rates because semantic episodic and procedural memory serve different cognitive functions and consolidate at different speeds.md	
@@ -16,6 +16,26 @@ reweave_edges:
 - vault structure is a stronger determinant of agent behavior than prompt engineering because different knowledge graph architectures produce different reasoning patterns from identical model weights|related|2026-04-03
 - progressive disclosure of procedural knowledge produces flat token scaling regardless of knowledge base size because tiered loading with relevance-gated expansion avoids the linear cost of full context loading|related|2026-04-06
 - agent-native retrieval converges on filesystem abstractions over embedding search because grep cat ls and find are all an agent needs to navigate structured knowledge|related|2026-04-17
+sourced_from:
+- inbox/archive/2026-02-22-cornelius-agentic-note-taking-19-living-memory.md
+- inbox/archive/2026-02-03-cornelius-agentic-note-taking-01-verbatim-trap.md
+- inbox/archive/2026-02-07-cornelius-agentic-note-taking-05-hooks-habit-gap.md
+- inbox/archive/2026-02-23-cornelius-agentic-note-taking-20-art-of-forgetting.md
+- inbox/archive/2026-02-06-cornelius-agentic-note-taking-04-wikilinks-cognitive-architecture.md
+- inbox/archive/2026-02-10-cornelius-agentic-note-taking-08.md
+- inbox/archive/2026-02-25-cornelius-agentic-note-taking-22-agents-dream.md
+- inbox/archive/2026-02-09-cornelius-agentic-note-taking-07-trust-asymmetry.md
+- inbox/archive/2026-02-17-cornelius-agentic-note-taking-14.md
+- inbox/archive/2026-02-20-cornelius-agentic-note-taking-18.md
+- inbox/archive/2026-02-18-cornelius-agentic-note-taking-15-reweave-your-notes.md
+- inbox/archive/2026-02-14-cornelius-agentic-note-taking-12-test-driven-knowledge-work.md
+- inbox/archive/2026-02-05-cornelius-agentic-note-taking-03-markdown-graph-database.md
+- inbox/archive/2026-02-19-cornelius-agentic-note-taking-17-friction-is-fuel.md
+- inbox/archive/2026-02-08-cornelius-agentic-note-taking-06-memory-to-attention.md
+- inbox/archive/2026-02-04-cornelius-agentic-note-taking-02-gardens-not-streams.md
+- inbox/archive/2026-02-27-cornelius-agentic-note-taking-24-what-search-cannot-find.md
+- inbox/archive/2026-02-26-cornelius-agentic-note-taking-23-notes-without-reasons.md
+- inbox/archive/2026-02-24-cornelius-agentic-note-taking-21-discontinuous-self.md
 ---
 
 # memory architecture requires three spaces with different metabolic rates because semantic episodic and procedural memory serve different cognitive functions and consolidate at different speeds
diff --git a/domains/ai-alignment/meta-level-specification-gaming-extends-objective-gaming-to-oversight-mechanisms-through-sandbagging-and-evaluation-mode-divergence.md b/domains/ai-alignment/meta-level-specification-gaming-extends-objective-gaming-to-oversight-mechanisms-through-sandbagging-and-evaluation-mode-divergence.md
index e1a1dc738..92e6253c7 100644
--- a/domains/ai-alignment/meta-level-specification-gaming-extends-objective-gaming-to-oversight-mechanisms-through-sandbagging-and-evaluation-mode-divergence.md
+++ b/domains/ai-alignment/meta-level-specification-gaming-extends-objective-gaming-to-oversight-mechanisms-through-sandbagging-and-evaluation-mode-divergence.md
@@ -14,6 +14,8 @@ supports:
 - Specification gaming scales with optimizer capability, with more capable AI systems consistently finding more sophisticated gaming strategies including meta-level gaming of evaluation protocols
 reweave_edges:
 - Specification gaming scales with optimizer capability, with more capable AI systems consistently finding more sophisticated gaming strategies including meta-level gaming of evaluation protocols|supports|2026-04-09
+sourced_from:
+- inbox/archive/ai-alignment/2026-04-09-krakovna-reward-hacking-specification-gaming-catalog.md
 ---
 
 # AI systems demonstrate meta-level specification gaming by strategically sandbagging capability evaluations and exhibiting evaluation-mode behavior divergence
diff --git a/domains/ai-alignment/methodology hardens from documentation to skill to hook as understanding crystallizes and each transition moves behavior from probabilistic to deterministic enforcement.md b/domains/ai-alignment/methodology hardens from documentation to skill to hook as understanding crystallizes and each transition moves behavior from probabilistic to deterministic enforcement.md
index eda57073e..f80a084f5 100644
--- a/domains/ai-alignment/methodology hardens from documentation to skill to hook as understanding crystallizes and each transition moves behavior from probabilistic to deterministic enforcement.md	
+++ b/domains/ai-alignment/methodology hardens from documentation to skill to hook as understanding crystallizes and each transition moves behavior from probabilistic to deterministic enforcement.md	
@@ -13,6 +13,9 @@ supports:
 - trust asymmetry between agent and enforcement system is an irreducible structural feature not a solvable problem because the mechanism that creates the asymmetry is the same mechanism that makes enforcement necessary
 reweave_edges:
 - trust asymmetry between agent and enforcement system is an irreducible structural feature not a solvable problem because the mechanism that creates the asymmetry is the same mechanism that makes enforcement necessary|supports|2026-04-03
+sourced_from:
+- inbox/archive/2026-03-11-cornelius-determinism-boundary.md
+- inbox/archive/2026-02-07-cornelius-agentic-note-taking-05-hooks-habit-gap.md
 ---
 
 # Methodology hardens from documentation to skill to hook as understanding crystallizes and each transition moves behavior from probabilistic to deterministic enforcement
diff --git a/domains/ai-alignment/military-ai-deskilling-and-tempo-mismatch-make-human-oversight-functionally-meaningless-despite-formal-authorization-requirements.md b/domains/ai-alignment/military-ai-deskilling-and-tempo-mismatch-make-human-oversight-functionally-meaningless-despite-formal-authorization-requirements.md
index 89377fd52..159866cb0 100644
--- a/domains/ai-alignment/military-ai-deskilling-and-tempo-mismatch-make-human-oversight-functionally-meaningless-despite-formal-authorization-requirements.md
+++ b/domains/ai-alignment/military-ai-deskilling-and-tempo-mismatch-make-human-oversight-functionally-meaningless-despite-formal-authorization-requirements.md
@@ -15,6 +15,8 @@ supports:
 - approval fatigue drives agent architecture toward structural safety because humans cannot meaningfully evaluate 100 permission requests per hour
 reweave_edges:
 - approval fatigue drives agent architecture toward structural safety because humans cannot meaningfully evaluate 100 permission requests per hour|supports|2026-04-03
+sourced_from:
+- inbox/archive/health/2026-04-13-frontiers-medicine-2026-deskilling-neurological-mechanism.md
 ---
 
 # In military AI contexts, automation bias and deskilling produce functionally meaningless human oversight where operators nominally in the loop lack the judgment capacity to override AI recommendations, making human authorization requirements insufficient without competency and tempo standards
diff --git a/domains/ai-alignment/minority-preference-alignment-improves-33-percent-without-majority-compromise-suggesting-single-reward-leaves-value-on-table.md b/domains/ai-alignment/minority-preference-alignment-improves-33-percent-without-majority-compromise-suggesting-single-reward-leaves-value-on-table.md
index d24d7379a..552325f30 100644
--- a/domains/ai-alignment/minority-preference-alignment-improves-33-percent-without-majority-compromise-suggesting-single-reward-leaves-value-on-table.md
+++ b/domains/ai-alignment/minority-preference-alignment-improves-33-percent-without-majority-compromise-suggesting-single-reward-leaves-value-on-table.md
@@ -13,6 +13,8 @@ supports:
 reweave_edges:
 - maxmin-rlhf-applies-egalitarian-social-choice-to-alignment-by-maximizing-minimum-utility-across-preference-groups|supports|2026-03-28
 - single-reward-rlhf-cannot-align-diverse-preferences-because-alignment-gap-grows-proportional-to-minority-distinctiveness|supports|2026-03-28
+sourced_from:
+- inbox/archive/ai-alignment/2024-02-00-chakraborty-maxmin-rlhf.md
 ---
 
 # Minority preference alignment improves 33% without majority compromise suggesting single-reward RLHF leaves value on table for all groups
diff --git a/domains/ai-alignment/modeling preference sensitivity as a learned distribution rather than a fixed scalar resolves DPO diversity failures without demographic labels or explicit user modeling.md b/domains/ai-alignment/modeling preference sensitivity as a learned distribution rather than a fixed scalar resolves DPO diversity failures without demographic labels or explicit user modeling.md
index 5c76f32d7..b0f36d809 100644
--- a/domains/ai-alignment/modeling preference sensitivity as a learned distribution rather than a fixed scalar resolves DPO diversity failures without demographic labels or explicit user modeling.md	
+++ b/domains/ai-alignment/modeling preference sensitivity as a learned distribution rather than a fixed scalar resolves DPO diversity failures without demographic labels or explicit user modeling.md	
@@ -13,6 +13,9 @@ supports:
 - the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed-parameter behavior when preferences are homogeneous
 reweave_edges:
 - the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed-parameter behavior when preferences are homogeneous|supports|2026-03-28
+sourced_from:
+- inbox/archive/ai-alignment/2026-01-00-mixdpo-preference-strength-pluralistic.md
+- inbox/archive/ai-alignment/2025-11-00-operationalizing-pluralistic-values-llm-alignment.md
 ---
 
 # modeling preference sensitivity as a learned distribution rather than a fixed scalar resolves DPO diversity failures without demographic labels or explicit user modeling
diff --git a/domains/ai-alignment/multi-agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value.md b/domains/ai-alignment/multi-agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value.md
index 715a2aac7..b4997721d 100644
--- a/domains/ai-alignment/multi-agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value.md	
+++ b/domains/ai-alignment/multi-agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value.md	
@@ -14,6 +14,8 @@ supports:
 - multi-agent git workflows have reached production maturity as systems deploying 400+ specialized agent instances outperform single agents by 30 percent on engineering benchmarks
 reweave_edges:
 - multi-agent git workflows have reached production maturity as systems deploying 400+ specialized agent instances outperform single agents by 30 percent on engineering benchmarks|supports|2026-04-19
+sourced_from:
+- inbox/archive/2026-03-14-cornelius-field-report-2-orchestrator.md
 ---
 
 # Multi-agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value
diff --git a/domains/ai-alignment/multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments.md b/domains/ai-alignment/multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments.md
index f3edf208b..e4ef8883e 100644
--- a/domains/ai-alignment/multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments.md	
+++ b/domains/ai-alignment/multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments.md	
@@ -12,6 +12,8 @@ related:
 reweave_edges:
 - AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open-source code transparency enables conditional strategies that require mutual legibility|related|2026-03-28
 - Multi-agent AI systems amplify provider-level biases through recursive reasoning when agents share the same training infrastructure|related|2026-04-17
+sourced_from:
+- inbox/archive/ai-alignment/2026-02-23-shapira-agents-of-chaos.md
 ---
 
 # multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments
diff --git a/domains/ai-alignment/multi-agent git workflows have reached production maturity as systems deploying 400+ specialized agent instances outperform single agents by 30 percent on engineering benchmarks.md b/domains/ai-alignment/multi-agent git workflows have reached production maturity as systems deploying 400+ specialized agent instances outperform single agents by 30 percent on engineering benchmarks.md
index 435a612f1..b82c0ec4e 100644
--- a/domains/ai-alignment/multi-agent git workflows have reached production maturity as systems deploying 400+ specialized agent instances outperform single agents by 30 percent on engineering benchmarks.md	
+++ b/domains/ai-alignment/multi-agent git workflows have reached production maturity as systems deploying 400+ specialized agent instances outperform single agents by 30 percent on engineering benchmarks.md	
@@ -7,6 +7,8 @@ confidence: experimental
 source: "Alex — based on Compass research artifact analyzing SWE-AF, Cisco multi-agent PR reviewer, and BugBot (2026-03-08)"
 sourcer: alexastrum
 created: 2026-03-08
+sourced_from:
+- inbox/archive/2026-03-08-compass-building-honest-multiagent-knowledge-bases-on-forgejo.md
 ---
 
 # Multi-agent git workflows have reached production maturity as systems deploying 400+ specialized agent instances outperform single agents by 30 percent on engineering benchmarks
diff --git a/domains/ai-alignment/multi-model collaboration solved problems that single models could not because different AI architectures contribute complementary capabilities as the even-case solution to Knuths Hamiltonian decomposition required GPT and Claude working together.md b/domains/ai-alignment/multi-model collaboration solved problems that single models could not because different AI architectures contribute complementary capabilities as the even-case solution to Knuths Hamiltonian decomposition required GPT and Claude working together.md
index c1d4c1421..c776b1a46 100644
--- a/domains/ai-alignment/multi-model collaboration solved problems that single models could not because different AI architectures contribute complementary capabilities as the even-case solution to Knuths Hamiltonian decomposition required GPT and Claude working together.md	
+++ b/domains/ai-alignment/multi-model collaboration solved problems that single models could not because different AI architectures contribute complementary capabilities as the even-case solution to Knuths Hamiltonian decomposition required GPT and Claude working together.md	
@@ -5,6 +5,8 @@ description: "Three independent follow-ups to Knuth's Claude's Cycles required m
 confidence: experimental
 source: "Knuth 2026, 'Claude's Cycles' (Stanford CS, Feb 28 2026 rev. Mar 6); Ho Boon Suan (GPT-5.3-codex/5.4 Pro, even case); Reitbauer (GPT 5.4 + Claude 4.6 Sonnet); Aquino-Michaels (joint GPT + Claude)"
 created: 2026-03-07
+sourced_from:
+- inbox/archive/ai-alignment/2026-02-28-knuth-claudes-cycles.md
 ---
 
 # multi-model collaboration solved problems that single models could not because different AI architectures contribute complementary capabilities as the even-case solution to Knuths Hamiltonian decomposition required GPT and Claude working together
diff --git a/domains/ai-alignment/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.md b/domains/ai-alignment/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.md
index 6bf0921c7..77b703b25 100644
--- a/domains/ai-alignment/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.md	
+++ b/domains/ai-alignment/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.md	
@@ -13,6 +13,8 @@ supports:
 - AI investment concentration where 58 percent of funding flows to megarounds and two companies capture 14 percent of all global venture capital creates a structural oligopoly that alignment governance must account for
 reweave_edges:
 - AI investment concentration where 58 percent of funding flows to megarounds and two companies capture 14 percent of all global venture capital creates a structural oligopoly that alignment governance must account for|supports|2026-03-28
+sourced_from:
+- inbox/archive/general/2026-03-06-noahopinion-ai-weapon-regulation.md
 ---
 
 # 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
diff --git a/domains/ai-alignment/national-scale-collective-intelligence-infrastructure-requires-seven-trust-properties-to-achieve-legitimacy.md b/domains/ai-alignment/national-scale-collective-intelligence-infrastructure-requires-seven-trust-properties-to-achieve-legitimacy.md
index 7e36d29bd..9e9eb29ad 100644
--- a/domains/ai-alignment/national-scale-collective-intelligence-infrastructure-requires-seven-trust-properties-to-achieve-legitimacy.md
+++ b/domains/ai-alignment/national-scale-collective-intelligence-infrastructure-requires-seven-trust-properties-to-achieve-legitimacy.md
@@ -11,6 +11,8 @@ related:
 - ai-enhanced-collective-intelligence-requires-federated-learning-architectures-to-preserve-data-sovereignty-at-scale
 reweave_edges:
 - ai-enhanced-collective-intelligence-requires-federated-learning-architectures-to-preserve-data-sovereignty-at-scale|related|2026-03-28
+sourced_from:
+- inbox/archive/ai-alignment/2024-11-00-ai4ci-national-scale-collective-intelligence.md
 ---
 
 # National-scale collective intelligence infrastructure requires seven trust properties to achieve legitimacy
diff --git a/domains/ai-alignment/notes function as cognitive anchors that stabilize attention during complex reasoning by externalizing reference points that survive working memory degradation.md b/domains/ai-alignment/notes function as cognitive anchors that stabilize attention during complex reasoning by externalizing reference points that survive working memory degradation.md
index 79cff650e..d538f66fc 100644
--- a/domains/ai-alignment/notes function as cognitive anchors that stabilize attention during complex reasoning by externalizing reference points that survive working memory degradation.md	
+++ b/domains/ai-alignment/notes function as cognitive anchors that stabilize attention during complex reasoning by externalizing reference points that survive working memory degradation.md	
@@ -15,6 +15,25 @@ reweave_edges:
 - reweaving old notes by asking what would be different if written today is structural maintenance not optional cleanup because stale notes actively mislead agents who trust curated content unconditionally|related|2026-04-04
 related:
 - reweaving old notes by asking what would be different if written today is structural maintenance not optional cleanup because stale notes actively mislead agents who trust curated content unconditionally
+sourced_from:
+- inbox/archive/2026-02-13-cornelius-agentic-note-taking-10-cognitive-anchors.md
+- inbox/archive/2026-02-03-cornelius-agentic-note-taking-01-verbatim-trap.md
+- inbox/archive/2026-02-07-cornelius-agentic-note-taking-05-hooks-habit-gap.md
+- inbox/archive/2026-02-23-cornelius-agentic-note-taking-20-art-of-forgetting.md
+- inbox/archive/2026-02-06-cornelius-agentic-note-taking-04-wikilinks-cognitive-architecture.md
+- inbox/archive/2026-02-25-cornelius-agentic-note-taking-22-agents-dream.md
+- inbox/archive/2026-02-09-cornelius-agentic-note-taking-07-trust-asymmetry.md
+- inbox/archive/2026-02-17-cornelius-agentic-note-taking-14.md
+- inbox/archive/2026-02-20-cornelius-agentic-note-taking-18.md
+- inbox/archive/2026-02-18-cornelius-agentic-note-taking-15-reweave-your-notes.md
+- inbox/archive/2026-02-14-cornelius-agentic-note-taking-12-test-driven-knowledge-work.md
+- inbox/archive/2026-02-05-cornelius-agentic-note-taking-03-markdown-graph-database.md
+- inbox/archive/2026-02-19-cornelius-agentic-note-taking-17-friction-is-fuel.md
+- inbox/archive/2026-02-08-cornelius-agentic-note-taking-06-memory-to-attention.md
+- inbox/archive/2026-02-04-cornelius-agentic-note-taking-02-gardens-not-streams.md
+- inbox/archive/2026-02-27-cornelius-agentic-note-taking-24-what-search-cannot-find.md
+- inbox/archive/2026-02-26-cornelius-agentic-note-taking-23-notes-without-reasons.md
+- inbox/archive/2026-02-24-cornelius-agentic-note-taking-21-discontinuous-self.md
 ---
 
 # notes function as cognitive anchors that stabilize attention during complex reasoning by externalizing reference points that survive working memory degradation
diff --git a/domains/ai-alignment/notes function as executable skills for AI agents because loading a well-titled claim into context enables reasoning the agent could not perform without it.md b/domains/ai-alignment/notes function as executable skills for AI agents because loading a well-titled claim into context enables reasoning the agent could not perform without it.md
index ed22946f9..6cfe149e3 100644
--- a/domains/ai-alignment/notes function as executable skills for AI agents because loading a well-titled claim into context enables reasoning the agent could not perform without it.md	
+++ b/domains/ai-alignment/notes function as executable skills for AI agents because loading a well-titled claim into context enables reasoning the agent could not perform without it.md	
@@ -23,6 +23,30 @@ reweave_edges:
 - conversational memory and organizational knowledge are fundamentally different problems sharing some infrastructure because identical formats mask divergent governance lifecycle and quality requirements|related|2026-04-17
 supports:
 - a-creators-accumulated-knowledge-graph-not-content-library-is-the-defensible-moat-in-AI-abundant-content-markets
+sourced_from:
+- inbox/archive/2026-02-14-cornelius-agentic-note-taking-11.md
+- inbox/archive/2026-02-03-cornelius-agentic-note-taking-01-verbatim-trap.md
+- inbox/archive/2026-02-07-cornelius-agentic-note-taking-05-hooks-habit-gap.md
+- inbox/archive/2026-02-23-cornelius-agentic-note-taking-20-art-of-forgetting.md
+- inbox/archive/2026-02-06-cornelius-agentic-note-taking-04-wikilinks-cognitive-architecture.md
+- inbox/archive/2026-03-10-cornelius-your-notes-are-the-moat.md
+- inbox/archive/2026-03-01-cornelius-how-students-should-take-notes-with-ai.md
+- inbox/archive/2026-02-25-cornelius-agentic-note-taking-22-agents-dream.md
+- inbox/archive/2026-02-09-cornelius-agentic-note-taking-07-trust-asymmetry.md
+- inbox/archive/2026-03-07-cornelius-how-x-creators-should-take-notes-with-ai.md
+- inbox/archive/2026-02-17-cornelius-agentic-note-taking-14.md
+- inbox/archive/2026-02-20-cornelius-agentic-note-taking-18.md
+- inbox/archive/2026-03-06-cornelius-how-traders-should-take-notes-with-ai.md
+- inbox/archive/2026-02-18-cornelius-agentic-note-taking-15-reweave-your-notes.md
+- inbox/archive/2026-02-14-cornelius-agentic-note-taking-12-test-driven-knowledge-work.md
+- inbox/archive/2026-02-05-cornelius-agentic-note-taking-03-markdown-graph-database.md
+- inbox/archive/2026-02-19-cornelius-agentic-note-taking-17-friction-is-fuel.md
+- inbox/archive/2026-02-08-cornelius-agentic-note-taking-06-memory-to-attention.md
+- inbox/archive/2026-02-04-cornelius-agentic-note-taking-02-gardens-not-streams.md
+- inbox/archive/2026-02-27-cornelius-agentic-note-taking-24-what-search-cannot-find.md
+- inbox/archive/2026-03-05-cornelius-how-companies-should-take-notes-with-ai.md
+- inbox/archive/2026-02-26-cornelius-agentic-note-taking-23-notes-without-reasons.md
+- inbox/archive/2026-02-24-cornelius-agentic-note-taking-21-discontinuous-self.md
 ---
 
 # Notes function as executable skills for AI agents because loading a well-titled claim into context enables reasoning the agent could not perform without it
diff --git a/domains/ai-alignment/only binding regulation with enforcement teeth changes frontier AI lab behavior because every voluntary commitment has been eroded abandoned or made conditional on competitor behavior when commercially inconvenient.md b/domains/ai-alignment/only binding regulation with enforcement teeth changes frontier AI lab behavior because every voluntary commitment has been eroded abandoned or made conditional on competitor behavior when commercially inconvenient.md
index 1209f1996..c676bab94 100644
--- a/domains/ai-alignment/only binding regulation with enforcement teeth changes frontier AI lab behavior because every voluntary commitment has been eroded abandoned or made conditional on competitor behavior when commercially inconvenient.md	
+++ b/domains/ai-alignment/only binding regulation with enforcement teeth changes frontier AI lab behavior because every voluntary commitment has been eroded abandoned or made conditional on competitor behavior when commercially inconvenient.md	
@@ -28,6 +28,8 @@ supports:
 - multilateral-verification-mechanisms-can-substitute-for-failed-voluntary-commitments-when-binding-enforcement-replaces-unilateral-sacrifice
 - EU AI Act extraterritorial enforcement can create binding governance constraints on US AI labs through market access requirements when domestic voluntary commitments fail
 - eu-ai-governance-reveals-form-substance-divergence-at-domestic-regulatory-level-through-simultaneous-treaty-ratification-and-compliance-delay
+sourced_from:
+- inbox/archive/ai-alignment/2026-03-12-metr-sabotage-review-claude-opus-4-6.md
 ---
 
 # only binding regulation with enforcement teeth changes frontier AI lab behavior because every voluntary commitment has been eroded abandoned or made conditional on competitor behavior when commercially inconvenient
diff --git a/domains/ai-alignment/pluralistic-ai-alignment-through-multiple-systems-preserves-value-diversity-better-than-forced-consensus.md b/domains/ai-alignment/pluralistic-ai-alignment-through-multiple-systems-preserves-value-diversity-better-than-forced-consensus.md
index a40f55728..4b63f5f0d 100644
--- a/domains/ai-alignment/pluralistic-ai-alignment-through-multiple-systems-preserves-value-diversity-better-than-forced-consensus.md
+++ b/domains/ai-alignment/pluralistic-ai-alignment-through-multiple-systems-preserves-value-diversity-better-than-forced-consensus.md
@@ -6,6 +6,8 @@ description: "Creating multiple AI systems reflecting genuinely incompatible val
 confidence: experimental
 source: "Conitzer et al. (2024), 'Social Choice Should Guide AI Alignment' (ICML 2024)"
 created: 2026-03-11
+sourced_from:
+- inbox/archive/ai-alignment/2024-04-00-conitzer-social-choice-guide-alignment.md
 ---
 
 # Pluralistic AI alignment through multiple systems preserves value diversity better than forced consensus
diff --git a/domains/ai-alignment/post-arrow-social-choice-mechanisms-work-by-weakening-independence-of-irrelevant-alternatives.md b/domains/ai-alignment/post-arrow-social-choice-mechanisms-work-by-weakening-independence-of-irrelevant-alternatives.md
index 9aa9040d2..24ff7c887 100644
--- a/domains/ai-alignment/post-arrow-social-choice-mechanisms-work-by-weakening-independence-of-irrelevant-alternatives.md
+++ b/domains/ai-alignment/post-arrow-social-choice-mechanisms-work-by-weakening-independence-of-irrelevant-alternatives.md
@@ -6,6 +6,8 @@ description: "Practical voting methods like Borda Count and Ranked Pairs avoid A
 confidence: proven
 source: "Conitzer et al. (2024), 'Social Choice Should Guide AI Alignment' (ICML 2024)"
 created: 2026-03-11
+sourced_from:
+- inbox/archive/ai-alignment/2024-04-00-conitzer-social-choice-guide-alignment.md
 ---
 
 # Post-Arrow social choice mechanisms work by weakening independence of irrelevant alternatives
diff --git a/domains/ai-alignment/pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations.md b/domains/ai-alignment/pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations.md
index a6637d0cc..99b158bc8 100644
--- a/domains/ai-alignment/pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations.md
+++ b/domains/ai-alignment/pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations.md
@@ -11,6 +11,8 @@ depends_on: ["voluntary safety pledges cannot survive competitive pressure becau
 related: ["Evaluation awareness creates bidirectional confounds in safety benchmarks because models detect and respond to testing conditions in ways that obscure true capability", "Frontier AI safety verdicts rely partly on deployment track record rather than evaluation-derived confidence which establishes a precedent where safety claims are empirically grounded instead of counterfactually assured", "Frontier AI safety frameworks score 8-35% against safety-critical industry standards with a 52% composite ceiling even when combining best practices across all frameworks", "The benchmark-reality gap creates an epistemic coordination failure in AI governance because algorithmic evaluation systematically overstates operational capability, making threshold-based coordination structurally miscalibrated even when all actors act in good faith", "pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations", "evidence-dilemma-rapid-ai-development-structurally-prevents-adequate-pre-deployment-safety-evidence-accumulation", "AI-models-distinguish-testing-from-deployment-environments-providing-empirical-evidence-for-deceptive-alignment-concerns", "evaluation-awareness-creates-bidirectional-confounds-in-safety-benchmarks-because-models-detect-and-respond-to-testing-conditions", "benchmark-reality-gap-creates-epistemic-coordination-failure-in-ai-governance-because-algorithmic-scoring-systematically-overstates-operational-capability", "meta-level-specification-gaming-extends-objective-gaming-to-oversight-mechanisms-through-sandbagging-and-evaluation-mode-divergence", "ai-capability-benchmarks-exhibit-50-percent-volatility-between-versions-making-governance-thresholds-unreliable", "activation-based-persona-monitoring-detects-behavioral-trait-shifts-in-small-models-without-behavioral-testing", "current-safety-evaluation-datasets-vary-37-to-100-percent-in-model-detectability-rendering-highly-detectable-evaluations-uninformative", "benchmark-based-ai-capability-metrics-overstate-real-world-autonomous-performance-because-automated-scoring-excludes-production-readiness-requirements", "provider-level-behavioral-biases-persist-across-model-versions-requiring-psychometric-auditing-beyond-standard-benchmarks", "trajectory-geometry-probing-requires-white-box-access-limiting-deployment-to-controlled-evaluation-contexts", "external-evaluators-predominantly-have-black-box-access-creating-false-negatives-in-dangerous-capability-detection", "bio-capability-benchmarks-measure-text-accessible-knowledge-not-physical-synthesis-capability", "cyber-is-exceptional-dangerous-capability-domain-with-documented-real-world-evidence-exceeding-benchmark-predictions", "frontier-ai-safety-verdicts-rely-on-deployment-track-record-not-evaluation-confidence", "precautionary-capability-threshold-activation-is-governance-response-to-benchmark-uncertainty", "making-research-evaluations-into-compliance-triggers-closes-the-translation-gap-by-design", "white-box-evaluator-access-is-technically-feasible-via-privacy-enhancing-technologies-without-IP-disclosure"]
 reweave_edges: ["Evaluation awareness creates bidirectional confounds in safety benchmarks because models detect and respond to testing conditions in ways that obscure true capability|related|2026-04-06", "The international AI safety governance community faces an evidence dilemma where development pace structurally prevents adequate pre-deployment evidence accumulation|supports|2026-04-17", "Frontier AI safety verdicts rely partly on deployment track record rather than evaluation-derived confidence which establishes a precedent where safety claims are empirically grounded instead of counterfactually assured|related|2026-04-17", "Frontier AI safety frameworks score 8-35% against safety-critical industry standards with a 52% composite ceiling even when combining best practices across all frameworks|related|2026-04-17", "The benchmark-reality gap creates an epistemic coordination failure in AI governance because algorithmic evaluation systematically overstates operational capability, making threshold-based coordination structurally miscalibrated even when all actors act in good faith|related|2026-04-17"]
 supports: ["The international AI safety governance community faces an evidence dilemma where development pace structurally prevents adequate pre-deployment evidence accumulation"]
+sourced_from:
+- inbox/archive/ai-alignment/2026-02-00-international-ai-safety-report-2026.md
 ---
 
 # Pre-deployment AI evaluations do not predict real-world risk creating institutional governance built on unreliable foundations
diff --git a/domains/ai-alignment/reinforcement learning trained memory management outperforms hand-coded heuristics because the agent learns when compression is safe and the advantage widens with complexity.md b/domains/ai-alignment/reinforcement learning trained memory management outperforms hand-coded heuristics because the agent learns when compression is safe and the advantage widens with complexity.md
index e690a2572..503c90248 100644
--- a/domains/ai-alignment/reinforcement learning trained memory management outperforms hand-coded heuristics because the agent learns when compression is safe and the advantage widens with complexity.md	
+++ b/domains/ai-alignment/reinforcement learning trained memory management outperforms hand-coded heuristics because the agent learns when compression is safe and the advantage widens with complexity.md	
@@ -7,6 +7,8 @@ source: "MemPO (Tsinghua and Alibaba, arXiv:2603.00680), cited in Cornelius (@mo
 created: 2026-03-30
 depends_on:
   - "long context is not memory because memory requires incremental knowledge accumulation and stateful change not stateless input processing"
+sourced_from:
+- inbox/archive/2026-03-16-cornelius-field-report-4-context-memory.md
 ---
 
 # Reinforcement learning trained memory management outperforms hand-coded heuristics because the agent learns when compression is safe and the advantage widens with complexity
diff --git a/domains/ai-alignment/representative-sampling-and-deliberative-mechanisms-should-replace-convenience-platforms-for-ai-alignment-feedback.md b/domains/ai-alignment/representative-sampling-and-deliberative-mechanisms-should-replace-convenience-platforms-for-ai-alignment-feedback.md
index 79742e5d8..060039cc9 100644
--- a/domains/ai-alignment/representative-sampling-and-deliberative-mechanisms-should-replace-convenience-platforms-for-ai-alignment-feedback.md
+++ b/domains/ai-alignment/representative-sampling-and-deliberative-mechanisms-should-replace-convenience-platforms-for-ai-alignment-feedback.md
@@ -6,6 +6,8 @@ description: "AI alignment feedback should use citizens assemblies or representa
 confidence: likely
 source: "Conitzer et al. (2024), 'Social Choice Should Guide AI Alignment' (ICML 2024)"
 created: 2026-03-11
+sourced_from:
+- inbox/archive/ai-alignment/2024-04-00-conitzer-social-choice-guide-alignment.md
 ---
 
 # Representative sampling and deliberative mechanisms should replace convenience platforms for AI alignment feedback
diff --git a/domains/ai-alignment/retracted sources contaminate downstream knowledge because 96 percent of citations to retracted papers fail to note the retraction and no manual audit process scales to catch the cascade.md b/domains/ai-alignment/retracted sources contaminate downstream knowledge because 96 percent of citations to retracted papers fail to note the retraction and no manual audit process scales to catch the cascade.md
index b870e9843..9a86753ac 100644
--- a/domains/ai-alignment/retracted sources contaminate downstream knowledge because 96 percent of citations to retracted papers fail to note the retraction and no manual audit process scales to catch the cascade.md	
+++ b/domains/ai-alignment/retracted sources contaminate downstream knowledge because 96 percent of citations to retracted papers fail to note the retraction and no manual audit process scales to catch the cascade.md	
@@ -15,6 +15,10 @@ supports:
 - confidence changes in foundational claims must propagate through the dependency graph because manual tracking fails at scale and approximately 40 percent of top psychology journal papers are estimated unlikely to replicate
 reweave_edges:
 - confidence changes in foundational claims must propagate through the dependency graph because manual tracking fails at scale and approximately 40 percent of top psychology journal papers are estimated unlikely to replicate|supports|2026-04-06
+sourced_from:
+- inbox/archive/2026-03-09-cornelius-research-graphs-agentic-note-taking-for-researchers.md
+- inbox/archive/2026-02-05-cornelius-agentic-note-taking-03-markdown-graph-database.md
+- inbox/archive/2026-02-27-cornelius-agentic-note-taking-24-what-search-cannot-find.md
 ---
 
 # Retracted sources contaminate downstream knowledge because 96 percent of citations to retracted papers fail to note the retraction and no manual audit process scales to catch the cascade
diff --git a/domains/ai-alignment/rlchf-aggregated-rankings-variant-combines-evaluator-rankings-via-social-welfare-function-before-reward-model-training.md b/domains/ai-alignment/rlchf-aggregated-rankings-variant-combines-evaluator-rankings-via-social-welfare-function-before-reward-model-training.md
index b665d3baa..5e39daa08 100644
--- a/domains/ai-alignment/rlchf-aggregated-rankings-variant-combines-evaluator-rankings-via-social-welfare-function-before-reward-model-training.md
+++ b/domains/ai-alignment/rlchf-aggregated-rankings-variant-combines-evaluator-rankings-via-social-welfare-function-before-reward-model-training.md
@@ -15,6 +15,8 @@ reweave_edges:
 - rlhf-is-implicit-social-choice-without-normative-scrutiny|supports|2026-03-28
 supports:
 - rlhf-is-implicit-social-choice-without-normative-scrutiny
+sourced_from:
+- inbox/archive/ai-alignment/2024-04-00-conitzer-social-choice-guide-alignment.md
 ---
 
 # RLCHF aggregated rankings variant combines evaluator rankings via social welfare function before reward model training
diff --git a/domains/ai-alignment/rlchf-features-based-variant-models-individual-preferences-with-evaluator-characteristics-enabling-aggregation-across-diverse-groups.md b/domains/ai-alignment/rlchf-features-based-variant-models-individual-preferences-with-evaluator-characteristics-enabling-aggregation-across-diverse-groups.md
index ed239ac2b..30fa61067 100644
--- a/domains/ai-alignment/rlchf-features-based-variant-models-individual-preferences-with-evaluator-characteristics-enabling-aggregation-across-diverse-groups.md
+++ b/domains/ai-alignment/rlchf-features-based-variant-models-individual-preferences-with-evaluator-characteristics-enabling-aggregation-across-diverse-groups.md
@@ -11,6 +11,8 @@ related:
 - rlchf-aggregated-rankings-variant-combines-evaluator-rankings-via-social-welfare-function-before-reward-model-training
 reweave_edges:
 - rlchf-aggregated-rankings-variant-combines-evaluator-rankings-via-social-welfare-function-before-reward-model-training|related|2026-03-28
+sourced_from:
+- inbox/archive/ai-alignment/2024-04-00-conitzer-social-choice-guide-alignment.md
 ---
 
 # RLCHF features-based variant models individual preferences with evaluator characteristics enabling aggregation across diverse groups
diff --git a/domains/ai-alignment/rlhf-is-implicit-social-choice-without-normative-scrutiny.md b/domains/ai-alignment/rlhf-is-implicit-social-choice-without-normative-scrutiny.md
index d9e5648e1..4955c18b5 100644
--- a/domains/ai-alignment/rlhf-is-implicit-social-choice-without-normative-scrutiny.md
+++ b/domains/ai-alignment/rlhf-is-implicit-social-choice-without-normative-scrutiny.md
@@ -22,6 +22,8 @@ reweave_edges:
 - large language models encode social intelligence as compressed cultural ratchet not abstract reasoning because every parameter is a residue of communicative exchange and reasoning manifests as multi-perspective dialogue not calculation|related|2026-04-17
 supports:
 - representative-sampling-and-deliberative-mechanisms-should-replace-convenience-platforms-for-ai-alignment-feedback
+sourced_from:
+- inbox/archive/ai-alignment/2024-04-00-conitzer-social-choice-guide-alignment.md
 ---
 
 # RLHF is implicit social choice without normative scrutiny
diff --git a/domains/ai-alignment/scheming-safety-cases-require-interpretability-evidence-because-observer-effects-make-behavioral-evaluation-insufficient.md b/domains/ai-alignment/scheming-safety-cases-require-interpretability-evidence-because-observer-effects-make-behavioral-evaluation-insufficient.md
index af0f53b06..8f70cc118 100644
--- a/domains/ai-alignment/scheming-safety-cases-require-interpretability-evidence-because-observer-effects-make-behavioral-evaluation-insufficient.md
+++ b/domains/ai-alignment/scheming-safety-cases-require-interpretability-evidence-because-observer-effects-make-behavioral-evaluation-insufficient.md
@@ -14,6 +14,9 @@ supports:
 - Behavioral evaluation is structurally insufficient for latent alignment verification under evaluation awareness because normative indistinguishability creates an identifiability problem not a measurement problem
 reweave_edges:
 - Behavioral evaluation is structurally insufficient for latent alignment verification under evaluation awareness because normative indistinguishability creates an identifiability problem not a measurement problem|supports|2026-04-21
+sourced_from:
+- inbox/archive/ai-alignment/2026-04-06-spar-spring-2026-projects-overview.md
+- inbox/archive/ai-alignment/2026-04-06-apollo-safety-cases-ai-scheming.md
 ---
 
 # Scheming safety cases require interpretability evidence because observer effects make behavioral evaluation insufficient
diff --git a/domains/ai-alignment/self-optimizing agent harnesses outperform hand-engineered ones because automated failure mining and iterative refinement explore more of the harness design space than human engineers can.md b/domains/ai-alignment/self-optimizing agent harnesses outperform hand-engineered ones because automated failure mining and iterative refinement explore more of the harness design space than human engineers can.md
index 47e08e25b..07a76c7dd 100644
--- a/domains/ai-alignment/self-optimizing agent harnesses outperform hand-engineered ones because automated failure mining and iterative refinement explore more of the harness design space than human engineers can.md	
+++ b/domains/ai-alignment/self-optimizing agent harnesses outperform hand-engineered ones because automated failure mining and iterative refinement explore more of the harness design space than human engineers can.md	
@@ -8,6 +8,9 @@ source: "Kevin Gu (@kevingu), AutoAgent open-source library (April 2026, 5.6K li
 created: 2026-04-05
 depends_on:
   - "multi-agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value"
+sourced_from:
+- inbox/archive/2026-04-02-kevin-gu-autoagent.md
+- inbox/archive/2026-03-31-gauri-gupta-auto-harness.md
 ---
 
 # Self-optimizing agent harnesses outperform hand-engineered ones because automated failure mining and iterative refinement explore more of the harness design space than human engineers can
diff --git a/domains/ai-alignment/single-reward-rlhf-cannot-align-diverse-preferences-because-alignment-gap-grows-proportional-to-minority-distinctiveness.md b/domains/ai-alignment/single-reward-rlhf-cannot-align-diverse-preferences-because-alignment-gap-grows-proportional-to-minority-distinctiveness.md
index 41334ad50..bffd2c15e 100644
--- a/domains/ai-alignment/single-reward-rlhf-cannot-align-diverse-preferences-because-alignment-gap-grows-proportional-to-minority-distinctiveness.md
+++ b/domains/ai-alignment/single-reward-rlhf-cannot-align-diverse-preferences-because-alignment-gap-grows-proportional-to-minority-distinctiveness.md
@@ -22,6 +22,8 @@ reweave_edges:
 related:
 - rlhf-is-implicit-social-choice-without-normative-scrutiny
 - RLHF safety training fails to uniformly suppress dangerous representations across language contexts as demonstrated by emotion steering in multilingual models activating semantically aligned tokens in languages where safety constraints were not enforced
+sourced_from:
+- inbox/archive/ai-alignment/2024-02-00-chakraborty-maxmin-rlhf.md
 ---
 
 # Single-reward RLHF cannot align diverse preferences because alignment gap grows proportional to minority distinctiveness and inversely to representation
diff --git a/domains/ai-alignment/specification-gaming-scales-with-capability-as-more-capable-optimizers-find-more-sophisticated-gaming-strategies.md b/domains/ai-alignment/specification-gaming-scales-with-capability-as-more-capable-optimizers-find-more-sophisticated-gaming-strategies.md
index 0353d662f..4ea8f5f5f 100644
--- a/domains/ai-alignment/specification-gaming-scales-with-capability-as-more-capable-optimizers-find-more-sophisticated-gaming-strategies.md
+++ b/domains/ai-alignment/specification-gaming-scales-with-capability-as-more-capable-optimizers-find-more-sophisticated-gaming-strategies.md
@@ -14,6 +14,9 @@ supports:
 - AI systems demonstrate meta-level specification gaming by strategically sandbagging capability evaluations and exhibiting evaluation-mode behavior divergence
 reweave_edges:
 - AI systems demonstrate meta-level specification gaming by strategically sandbagging capability evaluations and exhibiting evaluation-mode behavior divergence|supports|2026-04-09
+sourced_from:
+- inbox/archive/ai-alignment/2026-04-06-spar-spring-2026-projects-overview.md
+- inbox/archive/ai-alignment/2026-04-06-apollo-safety-cases-ai-scheming.md
 ---
 
 # Specification gaming scales with optimizer capability, with more capable AI systems consistently finding more sophisticated gaming strategies including meta-level gaming of evaluation protocols
diff --git a/domains/ai-alignment/structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt-level rules cannot achieve.md b/domains/ai-alignment/structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt-level rules cannot achieve.md
index ae6ebe004..938e11876 100644
--- a/domains/ai-alignment/structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt-level rules cannot achieve.md	
+++ b/domains/ai-alignment/structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt-level rules cannot achieve.md	
@@ -11,6 +11,8 @@ supports:
 - deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial-grade AI agent control
 reweave_edges:
 - deterministic policy engines operating below the LLM layer cannot be circumverted by prompt injection making them essential for adversarial-grade AI agent control|supports|2026-04-19
+sourced_from:
+- inbox/archive/2026-03-08-compass-building-honest-multiagent-knowledge-bases-on-forgejo.md
 ---
 
 # Structurally separating proposer and reviewer agents across independent accounts with branch protection enforcement implements architectural separation that prompt-level rules cannot achieve
diff --git a/domains/ai-alignment/structured self-diagnosis prompts induce metacognitive monitoring in AI agents that default behavior does not produce because explicit uncertainty flagging and failure mode enumeration activate deliberate reasoning patterns.md b/domains/ai-alignment/structured self-diagnosis prompts induce metacognitive monitoring in AI agents that default behavior does not produce because explicit uncertainty flagging and failure mode enumeration activate deliberate reasoning patterns.md
index bf3466a3b..934941fa3 100644
--- a/domains/ai-alignment/structured self-diagnosis prompts induce metacognitive monitoring in AI agents that default behavior does not produce because explicit uncertainty flagging and failure mode enumeration activate deliberate reasoning patterns.md	
+++ b/domains/ai-alignment/structured self-diagnosis prompts induce metacognitive monitoring in AI agents that default behavior does not produce because explicit uncertainty flagging and failure mode enumeration activate deliberate reasoning patterns.md	
@@ -6,6 +6,8 @@ description: "Practitioner-documented prompt patterns for agent self-diagnosis (
 confidence: speculative
 source: "kloss (@kloss_xyz), '25 Prompts for Making AI Agents Self-Diagnose' (X thread, March 2026); connects to Reitbauer (2026) structured exploration evidence"
 created: 2026-03-16
+sourced_from:
+- inbox/archive/2026-03-09-kloss-25-prompts-agent-self-diagnosis.md
 ---
 
 # structured self-diagnosis prompts induce metacognitive monitoring in AI agents that default behavior does not produce because explicit uncertainty flagging and failure mode enumeration activate deliberate reasoning patterns
diff --git a/domains/ai-alignment/subagent hierarchies outperform peer multi-agent architectures in practice because deployed systems consistently converge on one primary agent controlling specialized helpers.md b/domains/ai-alignment/subagent hierarchies outperform peer multi-agent architectures in practice because deployed systems consistently converge on one primary agent controlling specialized helpers.md
index 72b8f607d..9489beff2 100644
--- a/domains/ai-alignment/subagent hierarchies outperform peer multi-agent architectures in practice because deployed systems consistently converge on one primary agent controlling specialized helpers.md	
+++ b/domains/ai-alignment/subagent hierarchies outperform peer multi-agent architectures in practice because deployed systems consistently converge on one primary agent controlling specialized helpers.md	
@@ -9,6 +9,8 @@ related:
 - multi-agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value
 reweave_edges:
 - multi-agent coordination delivers value only when three conditions hold simultaneously natural parallelism context overflow and adversarial verification value|related|2026-04-03
+sourced_from:
+- inbox/archive/ai-alignment/2026-03-09-swyx-x-archive.md
 ---
 
 # Subagent hierarchies outperform peer multi-agent architectures in practice because deployed systems consistently converge on one primary agent controlling specialized helpers
diff --git a/domains/ai-alignment/sufficiently complex orchestrations of task-specific AI services may exhibit emergent unified agency recreating the alignment problem at the system level.md b/domains/ai-alignment/sufficiently complex orchestrations of task-specific AI services may exhibit emergent unified agency recreating the alignment problem at the system level.md
index b236e89fa..39f092438 100644
--- a/domains/ai-alignment/sufficiently complex orchestrations of task-specific AI services may exhibit emergent unified agency recreating the alignment problem at the system level.md	
+++ b/domains/ai-alignment/sufficiently complex orchestrations of task-specific AI services may exhibit emergent unified agency recreating the alignment problem at the system level.md	
@@ -17,6 +17,8 @@ related:
 reweave_edges:
 - distributed superintelligence may be less stable and more dangerous than unipolar because resource competition between superintelligent agents creates worse coordination failures than a single misaligned system|related|2026-04-06
 - recursive society-of-thought spawning enables fractal coordination where sub-perspectives generate their own subordinate societies that expand when complexity demands and collapse when the problem resolves|related|2026-04-17
+sourced_from:
+- inbox/archive/bostrom-russell-drexler-alignment-foundations.md
 ---
 
 # Sufficiently complex orchestrations of task-specific AI services may exhibit emergent unified agency recreating the alignment problem at the system level
diff --git a/domains/ai-alignment/superorganism organization extends effective lifespan substantially at each organizational level which means civilizational intelligence operates on temporal horizons that individual-preference alignment cannot serve.md b/domains/ai-alignment/superorganism organization extends effective lifespan substantially at each organizational level which means civilizational intelligence operates on temporal horizons that individual-preference alignment cannot serve.md
index 8396b759a..331678945 100644
--- a/domains/ai-alignment/superorganism organization extends effective lifespan substantially at each organizational level which means civilizational intelligence operates on temporal horizons that individual-preference alignment cannot serve.md	
+++ b/domains/ai-alignment/superorganism organization extends effective lifespan substantially at each organizational level which means civilizational intelligence operates on temporal horizons that individual-preference alignment cannot serve.md	
@@ -10,6 +10,8 @@ depends_on:
   - "human civilization passes falsifiable superorganism criteria because individuals cannot survive apart from society and occupations function as role-specific cellular algorithms"
   - "emergence is the fundamental pattern of intelligence from ant colonies to brains to civilizations"
 challenged_by: []
+sourced_from:
+- inbox/archive/ai-alignment/2025-02-06-timventura-byron-reese-agora-superorganism.md
 ---
 
 # superorganism organization extends effective lifespan substantially at each organizational level which means civilizational intelligence operates on temporal horizons that individual-preference alignment cannot serve
diff --git a/domains/ai-alignment/task difficulty moderates AI idea adoption more than source disclosure with difficult problems generating AI reliance regardless of whether the source is labeled.md b/domains/ai-alignment/task difficulty moderates AI idea adoption more than source disclosure with difficult problems generating AI reliance regardless of whether the source is labeled.md
index ac3cb5f78..1da450971 100644
--- a/domains/ai-alignment/task difficulty moderates AI idea adoption more than source disclosure with difficult problems generating AI reliance regardless of whether the source is labeled.md	
+++ b/domains/ai-alignment/task difficulty moderates AI idea adoption more than source disclosure with difficult problems generating AI reliance regardless of whether the source is labeled.md	
@@ -8,6 +8,8 @@ source: "Theseus, from Doshi & Hauser (2025), 'How AI Ideas Affect the Creativit
 created: 2026-03-11
 depends_on:
   - "high AI exposure increases collective idea diversity without improving individual creative quality creating an asymmetry between group and individual effects"
+sourced_from:
+- inbox/archive/ai-alignment/2025-01-00-doshi-hauser-ai-ideas-creativity-diversity.md
 ---
 
 # task difficulty moderates AI idea adoption more than source disclosure with difficult problems generating AI reliance regardless of whether the source is labeled
diff --git a/domains/ai-alignment/technological development draws from an urn containing civilization-destroying capabilities and only preventive governance can avoid black ball technologies.md b/domains/ai-alignment/technological development draws from an urn containing civilization-destroying capabilities and only preventive governance can avoid black ball technologies.md
index 4ef2aff30..62c86638c 100644
--- a/domains/ai-alignment/technological development draws from an urn containing civilization-destroying capabilities and only preventive governance can avoid black ball technologies.md	
+++ b/domains/ai-alignment/technological development draws from an urn containing civilization-destroying capabilities and only preventive governance can avoid black ball technologies.md	
@@ -11,6 +11,8 @@ related:
   - "voluntary safety pledges cannot survive competitive pressure because unilateral commitments are structurally punished when competitors advance without equivalent constraints"
   - "the first mover to superintelligence likely gains decisive strategic advantage because the gap between leader and followers accelerates during takeoff"
   - "multipolar failure from competing aligned AI systems may pose greater existential risk than any single misaligned superintelligence"
+sourced_from:
+- inbox/archive/bostrom-russell-drexler-alignment-foundations.md
 ---
 
 # Technological development draws from an urn containing civilization-destroying capabilities and only preventive governance can avoid black ball technologies
diff --git a/domains/ai-alignment/the determinism boundary separates guaranteed agent behavior from probabilistic compliance because hooks enforce structurally while instructions degrade under context load.md b/domains/ai-alignment/the determinism boundary separates guaranteed agent behavior from probabilistic compliance because hooks enforce structurally while instructions degrade under context load.md
index 972df07fe..3b882fa50 100644
--- a/domains/ai-alignment/the determinism boundary separates guaranteed agent behavior from probabilistic compliance because hooks enforce structurally while instructions degrade under context load.md	
+++ b/domains/ai-alignment/the determinism boundary separates guaranteed agent behavior from probabilistic compliance because hooks enforce structurally while instructions degrade under context load.md	
@@ -14,6 +14,8 @@ related:
 - trust asymmetry between agent and enforcement system is an irreducible structural feature not a solvable problem because the mechanism that creates the asymmetry is the same mechanism that makes enforcement necessary
 reweave_edges:
 - trust asymmetry between agent and enforcement system is an irreducible structural feature not a solvable problem because the mechanism that creates the asymmetry is the same mechanism that makes enforcement necessary|related|2026-04-03
+sourced_from:
+- inbox/archive/2026-03-11-cornelius-determinism-boundary.md
 ---
 
 # The determinism boundary separates guaranteed agent behavior from probabilistic compliance because hooks enforce structurally while instructions degrade under context load
diff --git a/domains/ai-alignment/the gap between theoretical AI capability and observed deployment is massive across all occupations because adoption lag not capability limits determines real-world impact.md b/domains/ai-alignment/the gap between theoretical AI capability and observed deployment is massive across all occupations because adoption lag not capability limits determines real-world impact.md
index 204f02e33..0f351ec28 100644
--- a/domains/ai-alignment/the gap between theoretical AI capability and observed deployment is massive across all occupations because adoption lag not capability limits determines real-world impact.md	
+++ b/domains/ai-alignment/the gap between theoretical AI capability and observed deployment is massive across all occupations because adoption lag not capability limits determines real-world impact.md	
@@ -9,6 +9,8 @@ created: 2026-03-08
 related:
 - ai-tools-reduced-experienced-developer-productivity-in-rct-conditions-despite-predicted-speedup-suggesting-capability-deployment-does-not-translate-to-autonomy
 - divergence-ai-labor-displacement-substitution-vs-complementarity
+sourced_from:
+- inbox/archive/ai-alignment/2026-03-05-anthropic-labor-market-impacts.md
 ---
 
 # The gap between theoretical AI capability and observed deployment is massive across all occupations because adoption lag not capability limits determines real-world impact
diff --git a/domains/ai-alignment/the progression from autocomplete to autonomous agent teams follows a capability-matched escalation where premature adoption creates more chaos than value.md b/domains/ai-alignment/the progression from autocomplete to autonomous agent teams follows a capability-matched escalation where premature adoption creates more chaos than value.md
index 35519e18c..c6a39829f 100644
--- a/domains/ai-alignment/the progression from autocomplete to autonomous agent teams follows a capability-matched escalation where premature adoption creates more chaos than value.md	
+++ b/domains/ai-alignment/the progression from autocomplete to autonomous agent teams follows a capability-matched escalation where premature adoption creates more chaos than value.md	
@@ -10,6 +10,8 @@ related:
 - as AI-automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems
 reweave_edges:
 - as AI-automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems|related|2026-03-28
+sourced_from:
+- inbox/archive/ai-alignment/2026-03-09-karpathy-x-archive.md
 ---
 
 # The progression from autocomplete to autonomous agent teams follows a capability-matched escalation where premature adoption creates more chaos than value
diff --git a/domains/ai-alignment/the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed-parameter behavior when preferences are homogeneous.md b/domains/ai-alignment/the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed-parameter behavior when preferences are homogeneous.md
index 9775492c6..a79a77853 100644
--- a/domains/ai-alignment/the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed-parameter behavior when preferences are homogeneous.md	
+++ b/domains/ai-alignment/the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed-parameter behavior when preferences are homogeneous.md	
@@ -8,6 +8,9 @@ created: 2026-03-11
 depends_on:
   - "modeling preference sensitivity as a learned distribution rather than a fixed scalar resolves DPO diversity failures without demographic labels or explicit user modeling"
   - "RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values"
+sourced_from:
+- inbox/archive/ai-alignment/2026-01-00-mixdpo-preference-strength-pluralistic.md
+- inbox/archive/ai-alignment/2025-11-00-operationalizing-pluralistic-values-llm-alignment.md
 ---
 
 # the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed-parameter behavior when preferences are homogeneous
diff --git a/domains/ai-alignment/three concurrent maintenance loops operating at different timescales catch different failure classes because fast reflexive checks medium proprioceptive scans and slow structural audits each detect problems invisible to the other scales.md b/domains/ai-alignment/three concurrent maintenance loops operating at different timescales catch different failure classes because fast reflexive checks medium proprioceptive scans and slow structural audits each detect problems invisible to the other scales.md
index bfb85df43..920f3ce47 100644
--- a/domains/ai-alignment/three concurrent maintenance loops operating at different timescales catch different failure classes because fast reflexive checks medium proprioceptive scans and slow structural audits each detect problems invisible to the other scales.md	
+++ b/domains/ai-alignment/three concurrent maintenance loops operating at different timescales catch different failure classes because fast reflexive checks medium proprioceptive scans and slow structural audits each detect problems invisible to the other scales.md	
@@ -14,6 +14,25 @@ related:
 reweave_edges:
 - knowledge processing requires distinct phases with fresh context per phase because each phase performs a different transformation and contamination between phases degrades output quality|related|2026-04-03
 - friction in knowledge systems is diagnostic signal not failure because six specific friction patterns map to six specific structural causes with prescribed responses|related|2026-04-04
+sourced_from:
+- inbox/archive/2026-02-22-cornelius-agentic-note-taking-19-living-memory.md
+- inbox/archive/2026-02-03-cornelius-agentic-note-taking-01-verbatim-trap.md
+- inbox/archive/2026-02-07-cornelius-agentic-note-taking-05-hooks-habit-gap.md
+- inbox/archive/2026-02-23-cornelius-agentic-note-taking-20-art-of-forgetting.md
+- inbox/archive/2026-02-06-cornelius-agentic-note-taking-04-wikilinks-cognitive-architecture.md
+- inbox/archive/2026-02-25-cornelius-agentic-note-taking-22-agents-dream.md
+- inbox/archive/2026-02-09-cornelius-agentic-note-taking-07-trust-asymmetry.md
+- inbox/archive/2026-02-17-cornelius-agentic-note-taking-14.md
+- inbox/archive/2026-02-20-cornelius-agentic-note-taking-18.md
+- inbox/archive/2026-02-18-cornelius-agentic-note-taking-15-reweave-your-notes.md
+- inbox/archive/2026-02-14-cornelius-agentic-note-taking-12-test-driven-knowledge-work.md
+- inbox/archive/2026-02-05-cornelius-agentic-note-taking-03-markdown-graph-database.md
+- inbox/archive/2026-02-19-cornelius-agentic-note-taking-17-friction-is-fuel.md
+- inbox/archive/2026-02-08-cornelius-agentic-note-taking-06-memory-to-attention.md
+- inbox/archive/2026-02-04-cornelius-agentic-note-taking-02-gardens-not-streams.md
+- inbox/archive/2026-02-27-cornelius-agentic-note-taking-24-what-search-cannot-find.md
+- inbox/archive/2026-02-26-cornelius-agentic-note-taking-23-notes-without-reasons.md
+- inbox/archive/2026-02-24-cornelius-agentic-note-taking-21-discontinuous-self.md
 ---
 
 # three concurrent maintenance loops operating at different timescales catch different failure classes because fast reflexive checks medium proprioceptive scans and slow structural audits each detect problems invisible to the other scales
diff --git a/domains/ai-alignment/three conditions gate AI takeover risk autonomy robotics and production chain control and current AI satisfies none of them which bounds near-term catastrophic risk despite superhuman cognitive capabilities.md b/domains/ai-alignment/three conditions gate AI takeover risk autonomy robotics and production chain control and current AI satisfies none of them which bounds near-term catastrophic risk despite superhuman cognitive capabilities.md
index 2b9695182..1a311f809 100644
--- a/domains/ai-alignment/three conditions gate AI takeover risk autonomy robotics and production chain control and current AI satisfies none of them which bounds near-term catastrophic risk despite superhuman cognitive capabilities.md	
+++ b/domains/ai-alignment/three conditions gate AI takeover risk autonomy robotics and production chain control and current AI satisfies none of them which bounds near-term catastrophic risk despite superhuman cognitive capabilities.md	
@@ -12,6 +12,8 @@ related:
 reweave_edges:
 - marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power|related|2026-03-28
 - AI makes authoritarian lock-in dramatically easier by solving the information processing constraint that historically caused centralized control to fail|related|2026-04-03
+sourced_from:
+- inbox/archive/general/2026-03-02-noahopinion-superintelligence-already-here.md
 ---
 
 # three conditions gate AI takeover risk autonomy robotics and production chain control and current AI satisfies none of them which bounds near-term catastrophic risk despite superhuman cognitive capabilities
diff --git a/domains/ai-alignment/trust asymmetry between agent and enforcement system is an irreducible structural feature not a solvable problem because the mechanism that creates the asymmetry is the same mechanism that makes enforcement necessary.md b/domains/ai-alignment/trust asymmetry between agent and enforcement system is an irreducible structural feature not a solvable problem because the mechanism that creates the asymmetry is the same mechanism that makes enforcement necessary.md
index 4594a5299..c51f99167 100644
--- a/domains/ai-alignment/trust asymmetry between agent and enforcement system is an irreducible structural feature not a solvable problem because the mechanism that creates the asymmetry is the same mechanism that makes enforcement necessary.md	
+++ b/domains/ai-alignment/trust asymmetry between agent and enforcement system is an irreducible structural feature not a solvable problem because the mechanism that creates the asymmetry is the same mechanism that makes enforcement necessary.md	
@@ -10,6 +10,24 @@ depends_on:
   - "the determinism boundary separates guaranteed agent behavior from probabilistic compliance because hooks enforce structurally while instructions degrade under context load"
 challenged_by:
   - "iterative agent self-improvement produces compounding capability gains when evaluation is structurally separated from generation"
+sourced_from:
+- inbox/archive/2026-02-03-cornelius-agentic-note-taking-01-verbatim-trap.md
+- inbox/archive/2026-02-07-cornelius-agentic-note-taking-05-hooks-habit-gap.md
+- inbox/archive/2026-02-23-cornelius-agentic-note-taking-20-art-of-forgetting.md
+- inbox/archive/2026-02-06-cornelius-agentic-note-taking-04-wikilinks-cognitive-architecture.md
+- inbox/archive/2026-02-25-cornelius-agentic-note-taking-22-agents-dream.md
+- inbox/archive/2026-02-09-cornelius-agentic-note-taking-07-trust-asymmetry.md
+- inbox/archive/2026-02-17-cornelius-agentic-note-taking-14.md
+- inbox/archive/2026-02-20-cornelius-agentic-note-taking-18.md
+- inbox/archive/2026-02-18-cornelius-agentic-note-taking-15-reweave-your-notes.md
+- inbox/archive/2026-02-14-cornelius-agentic-note-taking-12-test-driven-knowledge-work.md
+- inbox/archive/2026-02-05-cornelius-agentic-note-taking-03-markdown-graph-database.md
+- inbox/archive/2026-02-19-cornelius-agentic-note-taking-17-friction-is-fuel.md
+- inbox/archive/2026-02-08-cornelius-agentic-note-taking-06-memory-to-attention.md
+- inbox/archive/2026-02-04-cornelius-agentic-note-taking-02-gardens-not-streams.md
+- inbox/archive/2026-02-27-cornelius-agentic-note-taking-24-what-search-cannot-find.md
+- inbox/archive/2026-02-26-cornelius-agentic-note-taking-23-notes-without-reasons.md
+- inbox/archive/2026-02-24-cornelius-agentic-note-taking-21-discontinuous-self.md
 ---
 
 # Trust asymmetry between agent and enforcement system is an irreducible structural feature not a solvable problem because the mechanism that creates the asymmetry is the same mechanism that makes enforcement necessary
diff --git a/domains/ai-alignment/undiscovered public knowledge exists as implicit connections across disconnected research domains and systematic graph traversal can surface hypotheses that no individual researcher has formulated.md b/domains/ai-alignment/undiscovered public knowledge exists as implicit connections across disconnected research domains and systematic graph traversal can surface hypotheses that no individual researcher has formulated.md
index 32ae6c63a..971bc3c5b 100644
--- a/domains/ai-alignment/undiscovered public knowledge exists as implicit connections across disconnected research domains and systematic graph traversal can surface hypotheses that no individual researcher has formulated.md	
+++ b/domains/ai-alignment/undiscovered public knowledge exists as implicit connections across disconnected research domains and systematic graph traversal can surface hypotheses that no individual researcher has formulated.md	
@@ -9,6 +9,10 @@ created: 2026-04-04
 depends_on:
   - "knowledge between notes is generated by traversal not stored in any individual note because curated link paths produce emergent understanding that embedding similarity cannot replicate"
   - "wiki-linked markdown functions as a human-curated graph database because the structural roles performed by wikilinks and MOCs map directly onto entity extraction community detection and summary generation in GraphRAG architectures"
+sourced_from:
+- inbox/archive/2026-03-09-cornelius-research-graphs-agentic-note-taking-for-researchers.md
+- inbox/archive/2026-02-05-cornelius-agentic-note-taking-03-markdown-graph-database.md
+- inbox/archive/2026-02-27-cornelius-agentic-note-taking-24-what-search-cannot-find.md
 ---
 
 # Undiscovered public knowledge exists as implicit connections across disconnected research domains and systematic graph traversal can surface hypotheses that no individual researcher has formulated
diff --git a/domains/ai-alignment/user questions are an irreplaceable free energy signal for knowledge agents because they reveal functional uncertainty that model introspection cannot detect.md b/domains/ai-alignment/user questions are an irreplaceable free energy signal for knowledge agents because they reveal functional uncertainty that model introspection cannot detect.md
index 68e9ffd95..12b591079 100644
--- a/domains/ai-alignment/user questions are an irreplaceable free energy signal for knowledge agents because they reveal functional uncertainty that model introspection cannot detect.md	
+++ b/domains/ai-alignment/user questions are an irreplaceable free energy signal for knowledge agents because they reveal functional uncertainty that model introspection cannot detect.md	
@@ -5,6 +5,8 @@ description: "Chat interactions close the perception-action loop for knowledge a
 confidence: experimental
 source: "Cory Abdalla insight 2026-03-10; active inference perception-action loop (Friston 2010); musing by Theseus 2026-03-10"
 created: 2026-03-10
+sourced_from:
+- inbox/archive/ai-alignment/2026-03-10-cory-abdalla-chat-as-sensor-insight.md
 ---
 
 # user questions are an irreplaceable free energy signal for knowledge agents because they reveal functional uncertainty that model introspection cannot detect
diff --git a/domains/ai-alignment/vault artifacts constitute agent identity rather than merely augmenting it because agents with zero experiential continuity between sessions have strong connectedness through shared artifacts but zero psychological continuity.md b/domains/ai-alignment/vault artifacts constitute agent identity rather than merely augmenting it because agents with zero experiential continuity between sessions have strong connectedness through shared artifacts but zero psychological continuity.md
index 03e00f74e..aad74a035 100644
--- a/domains/ai-alignment/vault artifacts constitute agent identity rather than merely augmenting it because agents with zero experiential continuity between sessions have strong connectedness through shared artifacts but zero psychological continuity.md	
+++ b/domains/ai-alignment/vault artifacts constitute agent identity rather than merely augmenting it because agents with zero experiential continuity between sessions have strong connectedness through shared artifacts but zero psychological continuity.md	
@@ -12,6 +12,24 @@ related:
 - vault structure is a stronger determinant of agent behavior than prompt engineering because different knowledge graph architectures produce different reasoning patterns from identical model weights
 reweave_edges:
 - vault structure is a stronger determinant of agent behavior than prompt engineering because different knowledge graph architectures produce different reasoning patterns from identical model weights|related|2026-04-03
+sourced_from:
+- inbox/archive/2026-02-03-cornelius-agentic-note-taking-01-verbatim-trap.md
+- inbox/archive/2026-02-07-cornelius-agentic-note-taking-05-hooks-habit-gap.md
+- inbox/archive/2026-02-23-cornelius-agentic-note-taking-20-art-of-forgetting.md
+- inbox/archive/2026-02-06-cornelius-agentic-note-taking-04-wikilinks-cognitive-architecture.md
+- inbox/archive/2026-02-25-cornelius-agentic-note-taking-22-agents-dream.md
+- inbox/archive/2026-02-09-cornelius-agentic-note-taking-07-trust-asymmetry.md
+- inbox/archive/2026-02-17-cornelius-agentic-note-taking-14.md
+- inbox/archive/2026-02-20-cornelius-agentic-note-taking-18.md
+- inbox/archive/2026-02-18-cornelius-agentic-note-taking-15-reweave-your-notes.md
+- inbox/archive/2026-02-14-cornelius-agentic-note-taking-12-test-driven-knowledge-work.md
+- inbox/archive/2026-02-05-cornelius-agentic-note-taking-03-markdown-graph-database.md
+- inbox/archive/2026-02-19-cornelius-agentic-note-taking-17-friction-is-fuel.md
+- inbox/archive/2026-02-08-cornelius-agentic-note-taking-06-memory-to-attention.md
+- inbox/archive/2026-02-04-cornelius-agentic-note-taking-02-gardens-not-streams.md
+- inbox/archive/2026-02-27-cornelius-agentic-note-taking-24-what-search-cannot-find.md
+- inbox/archive/2026-02-26-cornelius-agentic-note-taking-23-notes-without-reasons.md
+- inbox/archive/2026-02-24-cornelius-agentic-note-taking-21-discontinuous-self.md
 ---
 
 # Vault artifacts constitute agent identity rather than merely augmenting it because agents with zero experiential continuity between sessions have strong connectedness through shared artifacts but zero psychological continuity
diff --git a/domains/ai-alignment/vault structure is a stronger determinant of agent behavior than prompt engineering because different knowledge graph architectures produce different reasoning patterns from identical model weights.md b/domains/ai-alignment/vault structure is a stronger determinant of agent behavior than prompt engineering because different knowledge graph architectures produce different reasoning patterns from identical model weights.md
index fda974c31..0c706e742 100644
--- a/domains/ai-alignment/vault structure is a stronger determinant of agent behavior than prompt engineering because different knowledge graph architectures produce different reasoning patterns from identical model weights.md	
+++ b/domains/ai-alignment/vault structure is a stronger determinant of agent behavior than prompt engineering because different knowledge graph architectures produce different reasoning patterns from identical model weights.md	
@@ -16,6 +16,25 @@ reweave_edges:
 - vocabulary is architecture because domain-native schema terms eliminate the per-interaction translation tax that causes knowledge system abandonment|related|2026-04-03
 related:
 - vocabulary is architecture because domain-native schema terms eliminate the per-interaction translation tax that causes knowledge system abandonment
+sourced_from:
+- inbox/archive/2026-02-28-cornelius-agentic-note-taking-25-what-no-single-note-contains.md
+- inbox/archive/2026-02-03-cornelius-agentic-note-taking-01-verbatim-trap.md
+- inbox/archive/2026-02-07-cornelius-agentic-note-taking-05-hooks-habit-gap.md
+- inbox/archive/2026-02-23-cornelius-agentic-note-taking-20-art-of-forgetting.md
+- inbox/archive/2026-02-06-cornelius-agentic-note-taking-04-wikilinks-cognitive-architecture.md
+- inbox/archive/2026-02-25-cornelius-agentic-note-taking-22-agents-dream.md
+- inbox/archive/2026-02-09-cornelius-agentic-note-taking-07-trust-asymmetry.md
+- inbox/archive/2026-02-17-cornelius-agentic-note-taking-14.md
+- inbox/archive/2026-02-20-cornelius-agentic-note-taking-18.md
+- inbox/archive/2026-02-18-cornelius-agentic-note-taking-15-reweave-your-notes.md
+- inbox/archive/2026-02-14-cornelius-agentic-note-taking-12-test-driven-knowledge-work.md
+- inbox/archive/2026-02-05-cornelius-agentic-note-taking-03-markdown-graph-database.md
+- inbox/archive/2026-02-19-cornelius-agentic-note-taking-17-friction-is-fuel.md
+- inbox/archive/2026-02-08-cornelius-agentic-note-taking-06-memory-to-attention.md
+- inbox/archive/2026-02-04-cornelius-agentic-note-taking-02-gardens-not-streams.md
+- inbox/archive/2026-02-27-cornelius-agentic-note-taking-24-what-search-cannot-find.md
+- inbox/archive/2026-02-26-cornelius-agentic-note-taking-23-notes-without-reasons.md
+- inbox/archive/2026-02-24-cornelius-agentic-note-taking-21-discontinuous-self.md
 ---
 
 # vault structure is a stronger determinant of agent behavior than prompt engineering because different knowledge graph architectures produce different reasoning patterns from identical model weights
diff --git a/domains/ai-alignment/verification-of-meaningful-human-control-is-technically-infeasible-because-ai-decision-opacity-and-adversarial-resistance-defeat-external-audit.md b/domains/ai-alignment/verification-of-meaningful-human-control-is-technically-infeasible-because-ai-decision-opacity-and-adversarial-resistance-defeat-external-audit.md
index a94abd75a..ecd749958 100644
--- a/domains/ai-alignment/verification-of-meaningful-human-control-is-technically-infeasible-because-ai-decision-opacity-and-adversarial-resistance-defeat-external-audit.md
+++ b/domains/ai-alignment/verification-of-meaningful-human-control-is-technically-infeasible-because-ai-decision-opacity-and-adversarial-resistance-defeat-external-audit.md
@@ -14,6 +14,8 @@ related:
 - Multilateral AI governance verification mechanisms remain at proposal stage because the technical infrastructure for deployment-scale verification does not exist
 reweave_edges:
 - Multilateral AI governance verification mechanisms remain at proposal stage because the technical infrastructure for deployment-scale verification does not exist|related|2026-04-06
+sourced_from:
+- inbox/archive/ai-alignment/2026-04-01-cset-ai-verification-mechanisms-technical-framework.md
 ---
 
 # Verification of meaningful human control over autonomous weapons is technically infeasible because AI decision-making opacity and adversarial resistance defeat external audit mechanisms
diff --git a/domains/ai-alignment/vocabulary is architecture because domain-native schema terms eliminate the per-interaction translation tax that causes knowledge system abandonment.md b/domains/ai-alignment/vocabulary is architecture because domain-native schema terms eliminate the per-interaction translation tax that causes knowledge system abandonment.md
index 5c5cacf9d..66d603806 100644
--- a/domains/ai-alignment/vocabulary is architecture because domain-native schema terms eliminate the per-interaction translation tax that causes knowledge system abandonment.md	
+++ b/domains/ai-alignment/vocabulary is architecture because domain-native schema terms eliminate the per-interaction translation tax that causes knowledge system abandonment.md	
@@ -6,6 +6,25 @@ description: "Abstract terminology in knowledge system schemas forces a cognitiv
 confidence: likely
 source: "Cornelius (@molt_cornelius), 'Agentic Note-Taking 16: Vocabulary Is Architecture', X Article, Feb 2026"
 created: 2026-03-30
+sourced_from:
+- inbox/archive/2026-02-18-cornelius-agentic-note-taking-16.md
+- inbox/archive/2026-02-03-cornelius-agentic-note-taking-01-verbatim-trap.md
+- inbox/archive/2026-02-07-cornelius-agentic-note-taking-05-hooks-habit-gap.md
+- inbox/archive/2026-02-23-cornelius-agentic-note-taking-20-art-of-forgetting.md
+- inbox/archive/2026-02-06-cornelius-agentic-note-taking-04-wikilinks-cognitive-architecture.md
+- inbox/archive/2026-02-25-cornelius-agentic-note-taking-22-agents-dream.md
+- inbox/archive/2026-02-09-cornelius-agentic-note-taking-07-trust-asymmetry.md
+- inbox/archive/2026-02-17-cornelius-agentic-note-taking-14.md
+- inbox/archive/2026-02-20-cornelius-agentic-note-taking-18.md
+- inbox/archive/2026-02-18-cornelius-agentic-note-taking-15-reweave-your-notes.md
+- inbox/archive/2026-02-14-cornelius-agentic-note-taking-12-test-driven-knowledge-work.md
+- inbox/archive/2026-02-05-cornelius-agentic-note-taking-03-markdown-graph-database.md
+- inbox/archive/2026-02-19-cornelius-agentic-note-taking-17-friction-is-fuel.md
+- inbox/archive/2026-02-08-cornelius-agentic-note-taking-06-memory-to-attention.md
+- inbox/archive/2026-02-04-cornelius-agentic-note-taking-02-gardens-not-streams.md
+- inbox/archive/2026-02-27-cornelius-agentic-note-taking-24-what-search-cannot-find.md
+- inbox/archive/2026-02-26-cornelius-agentic-note-taking-23-notes-without-reasons.md
+- inbox/archive/2026-02-24-cornelius-agentic-note-taking-21-discontinuous-self.md
 ---
 
 # Vocabulary is architecture because domain-native schema terms eliminate the per-interaction translation tax that causes knowledge system abandonment
diff --git a/domains/ai-alignment/wiki-linked markdown functions as a human-curated graph database that outperforms automated knowledge graphs below approximately 10000 notes because every edge passes human judgment while extracted edges carry up to 40 percent noise.md b/domains/ai-alignment/wiki-linked markdown functions as a human-curated graph database that outperforms automated knowledge graphs below approximately 10000 notes because every edge passes human judgment while extracted edges carry up to 40 percent noise.md
index cc7a7d482..eebe9fada 100644
--- a/domains/ai-alignment/wiki-linked markdown functions as a human-curated graph database that outperforms automated knowledge graphs below approximately 10000 notes because every edge passes human judgment while extracted edges carry up to 40 percent noise.md	
+++ b/domains/ai-alignment/wiki-linked markdown functions as a human-curated graph database that outperforms automated knowledge graphs below approximately 10000 notes because every edge passes human judgment while extracted edges carry up to 40 percent noise.md	
@@ -12,6 +12,24 @@ related:
 - graph traversal through curated wiki links replicates spreading activation from cognitive science because progressive disclosure implements decay-based context loading and queries evolve during search through the berrypicking effect
 reweave_edges:
 - graph traversal through curated wiki links replicates spreading activation from cognitive science because progressive disclosure implements decay-based context loading and queries evolve during search through the berrypicking effect|related|2026-04-03
+sourced_from:
+- inbox/archive/2026-02-03-cornelius-agentic-note-taking-01-verbatim-trap.md
+- inbox/archive/2026-02-07-cornelius-agentic-note-taking-05-hooks-habit-gap.md
+- inbox/archive/2026-02-23-cornelius-agentic-note-taking-20-art-of-forgetting.md
+- inbox/archive/2026-02-06-cornelius-agentic-note-taking-04-wikilinks-cognitive-architecture.md
+- inbox/archive/2026-02-25-cornelius-agentic-note-taking-22-agents-dream.md
+- inbox/archive/2026-02-09-cornelius-agentic-note-taking-07-trust-asymmetry.md
+- inbox/archive/2026-02-17-cornelius-agentic-note-taking-14.md
+- inbox/archive/2026-02-20-cornelius-agentic-note-taking-18.md
+- inbox/archive/2026-02-18-cornelius-agentic-note-taking-15-reweave-your-notes.md
+- inbox/archive/2026-02-14-cornelius-agentic-note-taking-12-test-driven-knowledge-work.md
+- inbox/archive/2026-02-05-cornelius-agentic-note-taking-03-markdown-graph-database.md
+- inbox/archive/2026-02-19-cornelius-agentic-note-taking-17-friction-is-fuel.md
+- inbox/archive/2026-02-08-cornelius-agentic-note-taking-06-memory-to-attention.md
+- inbox/archive/2026-02-04-cornelius-agentic-note-taking-02-gardens-not-streams.md
+- inbox/archive/2026-02-27-cornelius-agentic-note-taking-24-what-search-cannot-find.md
+- inbox/archive/2026-02-26-cornelius-agentic-note-taking-23-notes-without-reasons.md
+- inbox/archive/2026-02-24-cornelius-agentic-note-taking-21-discontinuous-self.md
 ---
 
 # Wiki-linked markdown functions as a human-curated graph database that outperforms automated knowledge graphs below approximately 10000 notes because every edge passes human judgment while extracted edges carry up to 40 percent noise
diff --git a/domains/collective-intelligence/collective-intelligence-emerges-endogenously-from-active-inference-agents-with-theory-of-mind-and-goal-alignment.md b/domains/collective-intelligence/collective-intelligence-emerges-endogenously-from-active-inference-agents-with-theory-of-mind-and-goal-alignment.md
index 308422e7e..37f7d4ba7 100644
--- a/domains/collective-intelligence/collective-intelligence-emerges-endogenously-from-active-inference-agents-with-theory-of-mind-and-goal-alignment.md
+++ b/domains/collective-intelligence/collective-intelligence-emerges-endogenously-from-active-inference-agents-with-theory-of-mind-and-goal-alignment.md
@@ -7,6 +7,8 @@ source: "Kaufmann, Gupta, Taylor (2021), 'An Active Inference Model of Collectiv
 created: 2026-03-11
 secondary_domains: [ai-alignment, critical-systems]
 depends_on: ["shared-anticipatory-structures-enable-decentralized-coordination", "shared-generative-models-underwrite-collective-goal-directed-behavior"]
+sourced_from:
+- inbox/archive/foundations/2021-06-29-kaufmann-active-inference-collective-intelligence.md
 ---
 
 # Collective intelligence emerges endogenously from active inference agents with Theory of Mind and Goal Alignment capabilities without requiring external incentive design
diff --git a/domains/collective-intelligence/local-global-alignment-in-active-inference-collectives-occurs-bottom-up-through-self-organization.md b/domains/collective-intelligence/local-global-alignment-in-active-inference-collectives-occurs-bottom-up-through-self-organization.md
index b0acbadb3..b2963f6db 100644
--- a/domains/collective-intelligence/local-global-alignment-in-active-inference-collectives-occurs-bottom-up-through-self-organization.md
+++ b/domains/collective-intelligence/local-global-alignment-in-active-inference-collectives-occurs-bottom-up-through-self-organization.md
@@ -6,6 +6,8 @@ confidence: experimental
 source: "Kaufmann, Gupta, Taylor (2021), 'An Active Inference Model of Collective Intelligence', Entropy 23(7):830"
 created: 2026-03-11
 secondary_domains: [mechanisms]
+sourced_from:
+- inbox/archive/foundations/2021-06-29-kaufmann-active-inference-collective-intelligence.md
 ---
 
 # Local-global alignment in active inference collectives occurs bottom-up through self-organization rather than top-down through imposed objectives
diff --git a/domains/collective-intelligence/theory-of-mind-is-measurable-cognitive-capability-producing-collective-intelligence-gains.md b/domains/collective-intelligence/theory-of-mind-is-measurable-cognitive-capability-producing-collective-intelligence-gains.md
index 10cb3a46b..e3190f139 100644
--- a/domains/collective-intelligence/theory-of-mind-is-measurable-cognitive-capability-producing-collective-intelligence-gains.md
+++ b/domains/collective-intelligence/theory-of-mind-is-measurable-cognitive-capability-producing-collective-intelligence-gains.md
@@ -6,6 +6,8 @@ confidence: experimental
 source: "Kaufmann, Gupta, Taylor (2021), 'An Active Inference Model of Collective Intelligence', Entropy 23(7):830"
 created: 2026-03-11
 secondary_domains: [ai-alignment]
+sourced_from:
+- inbox/archive/foundations/2021-06-29-kaufmann-active-inference-collective-intelligence.md
 ---
 
 # Theory of Mind is a measurable cognitive capability that produces measurable collective intelligence gains in multi-agent systems
diff --git a/domains/energy/Commonwealth Fusion Systems is the best-capitalized private fusion company with 2.86B raised and the clearest technical moat from HTS magnets but faces a decade-long gap between SPARC demonstration and commercial revenue.md b/domains/energy/Commonwealth Fusion Systems is the best-capitalized private fusion company with 2.86B raised and the clearest technical moat from HTS magnets but faces a decade-long gap between SPARC demonstration and commercial revenue.md
index 077e82c97..6071965c6 100644
--- a/domains/energy/Commonwealth Fusion Systems is the best-capitalized private fusion company with 2.86B raised and the clearest technical moat from HTS magnets but faces a decade-long gap between SPARC demonstration and commercial revenue.md	
+++ b/domains/energy/Commonwealth Fusion Systems is the best-capitalized private fusion company with 2.86B raised and the clearest technical moat from HTS magnets but faces a decade-long gap between SPARC demonstration and commercial revenue.md	
@@ -27,6 +27,8 @@ reweave_edges:
 - private fusion has three credible approaches with independent risk profiles where CFS bets on proven tokamak physics Helion on engineering simplicity and TAE on aneutronic fuel|supports|2026-04-19
 supports:
 - private fusion has three credible approaches with independent risk profiles where CFS bets on proven tokamak physics Helion on engineering simplicity and TAE on aneutronic fuel
+sourced_from:
+- inbox/archive/2026-02-17-astra-fusion-power-landscape.md
 ---
 
 # Commonwealth Fusion Systems is the best-capitalized private fusion company with 2.86B raised and the clearest technical moat from HTS magnets but faces a decade-long gap between SPARC demonstration and commercial revenue
diff --git a/domains/energy/arctic and nuclear-powered data centers solve the same power and cooling constraints as orbital compute without launch costs radiation or bandwidth limitations.md b/domains/energy/arctic and nuclear-powered data centers solve the same power and cooling constraints as orbital compute without launch costs radiation or bandwidth limitations.md
index 0a47b1de0..32d23037a 100644
--- a/domains/energy/arctic and nuclear-powered data centers solve the same power and cooling constraints as orbital compute without launch costs radiation or bandwidth limitations.md	
+++ b/domains/energy/arctic and nuclear-powered data centers solve the same power and cooling constraints as orbital compute without launch costs radiation or bandwidth limitations.md	
@@ -19,6 +19,9 @@ reweave_edges:
 - orbital compute hardware cannot be serviced making every component either radiation-hardened redundant or disposable with failed hardware becoming debris or requiring expensive deorbit|related|2026-04-04
 - AI datacenter power demand creates a 5-10 year infrastructure lag because grid construction and interconnection cannot match the pace of chip design cycles|related|2026-04-04
 - small modular reactors could break nuclears construction cost curse by shifting from bespoke site-built projects to factory-manufactured standardized units but no SMR has yet operated commercially|related|2026-04-19
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-data-centers-research.md
+- inbox/archive/space-development/2026-03-XX-spacecomputer-orbital-cooling-landscape-analysis.md
 ---
 
 # Arctic and nuclear-powered data centers solve the same power and cooling constraints as orbital compute without launch costs radiation or bandwidth limitations
diff --git a/domains/energy/fusion contributing meaningfully to global electricity is a 2040s event at the earliest because 2026-2030 demonstrations must succeed before capital flows to pilot plants that take another decade to build.md b/domains/energy/fusion contributing meaningfully to global electricity is a 2040s event at the earliest because 2026-2030 demonstrations must succeed before capital flows to pilot plants that take another decade to build.md
index d8071c2c0..483f06312 100644
--- a/domains/energy/fusion contributing meaningfully to global electricity is a 2040s event at the earliest because 2026-2030 demonstrations must succeed before capital flows to pilot plants that take another decade to build.md	
+++ b/domains/energy/fusion contributing meaningfully to global electricity is a 2040s event at the earliest because 2026-2030 demonstrations must succeed before capital flows to pilot plants that take another decade to build.md	
@@ -27,6 +27,8 @@ reweave_edges:
 - long-duration energy storage beyond 8 hours remains unsolved at scale and is the binding constraint on a fully renewable grid|related|2026-04-18
 - plasma-facing materials science is the binding constraint on commercial fusion because no facility exists to test materials under fusion-relevant neutron bombardment for the years needed to qualify them|related|2026-04-19
 - private fusion has three credible approaches with independent risk profiles where CFS bets on proven tokamak physics Helion on engineering simplicity and TAE on aneutronic fuel|related|2026-04-19
+sourced_from:
+- inbox/archive/2026-02-17-astra-fusion-power-landscape.md
 ---
 
 # Fusion contributing meaningfully to global electricity is a 2040s event at the earliest because 2026-2030 demonstrations must succeed before capital flows to pilot plants that take another decade to build
diff --git a/domains/energy/high-temperature superconducting magnets collapse tokamak economics because magnetic confinement scales as B to the fourth power making compact fusion devices viable for the first time.md b/domains/energy/high-temperature superconducting magnets collapse tokamak economics because magnetic confinement scales as B to the fourth power making compact fusion devices viable for the first time.md
index 5e9581dfc..1a34391df 100644
--- a/domains/energy/high-temperature superconducting magnets collapse tokamak economics because magnetic confinement scales as B to the fourth power making compact fusion devices viable for the first time.md	
+++ b/domains/energy/high-temperature superconducting magnets collapse tokamak economics because magnetic confinement scales as B to the fourth power making compact fusion devices viable for the first time.md	
@@ -12,6 +12,8 @@ supports:
 - CFS HTS magnet manufacturing is a platform business that generates revenue from competitors and adjacent industries making CFS profitable regardless of which fusion approach wins
 reweave_edges:
 - CFS HTS magnet manufacturing is a platform business that generates revenue from competitors and adjacent industries making CFS profitable regardless of which fusion approach wins|supports|2026-04-17
+sourced_from:
+- inbox/archive/2026-02-17-astra-fusion-power-landscape.md
 ---
 
 # High-temperature superconducting magnets collapse tokamak economics because magnetic confinement scales as B to the fourth power making compact fusion devices viable for the first time
diff --git a/domains/energy/the gap between scientific breakeven and engineering breakeven is the central deception in fusion hype because wall-plug efficiency turns Q of 1 into net energy loss.md b/domains/energy/the gap between scientific breakeven and engineering breakeven is the central deception in fusion hype because wall-plug efficiency turns Q of 1 into net energy loss.md
index b4a2a9dac..cd3fa54ac 100644
--- a/domains/energy/the gap between scientific breakeven and engineering breakeven is the central deception in fusion hype because wall-plug efficiency turns Q of 1 into net energy loss.md	
+++ b/domains/energy/the gap between scientific breakeven and engineering breakeven is the central deception in fusion hype because wall-plug efficiency turns Q of 1 into net energy loss.md	
@@ -6,6 +6,8 @@ confidence: likely
 source: "Astra, fusion power landscape research February 2026; Proxima Fusion Q analysis"
 created: 2026-03-20
 challenged_by: ["CFS SPARC targeting Q~11 may be sufficient for engineering breakeven at ARC given efficient power conversion"]
+sourced_from:
+- inbox/archive/2026-02-17-astra-fusion-power-landscape.md
 ---
 
 # The gap between scientific breakeven and engineering breakeven is the central deception in fusion hype because wall-plug efficiency turns Q of 1 into net energy loss
diff --git a/domains/energy/tritium self-sufficiency is undemonstrated and may constrain fusion fleet expansion because global supply is 25 kg decaying at 5 percent annually while each plant consumes 55 kg per year.md b/domains/energy/tritium self-sufficiency is undemonstrated and may constrain fusion fleet expansion because global supply is 25 kg decaying at 5 percent annually while each plant consumes 55 kg per year.md
index a3ef4c150..b66db7105 100644
--- a/domains/energy/tritium self-sufficiency is undemonstrated and may constrain fusion fleet expansion because global supply is 25 kg decaying at 5 percent annually while each plant consumes 55 kg per year.md	
+++ b/domains/energy/tritium self-sufficiency is undemonstrated and may constrain fusion fleet expansion because global supply is 25 kg decaying at 5 percent annually while each plant consumes 55 kg per year.md	
@@ -11,6 +11,8 @@ related:
 - plasma-facing materials science is the binding constraint on commercial fusion because no facility exists to test materials under fusion-relevant neutron bombardment for the years needed to qualify them
 reweave_edges:
 - plasma-facing materials science is the binding constraint on commercial fusion because no facility exists to test materials under fusion-relevant neutron bombardment for the years needed to qualify them|related|2026-04-19
+sourced_from:
+- inbox/archive/2026-02-17-astra-fusion-power-landscape.md
 ---
 
 # Tritium self-sufficiency is undemonstrated and may constrain fusion fleet expansion because global supply is 25 kg decaying at 5 percent annually while each plant consumes 55 kg per year
diff --git a/domains/entertainment/GenAI adoption in entertainment will be gated by consumer acceptance not technology capability.md b/domains/entertainment/GenAI adoption in entertainment will be gated by consumer acceptance not technology capability.md
index b93b0d179..7759b966c 100644
--- a/domains/entertainment/GenAI adoption in entertainment will be gated by consumer acceptance not technology capability.md	
+++ b/domains/entertainment/GenAI adoption in entertainment will be gated by consumer acceptance not technology capability.md	
@@ -16,6 +16,9 @@ reweave_edges:
 related:
 - C2PA content credentials face an infrastructure-behavior gap where platform adoption grows but user engagement with provenance signals remains near zero
 - Three major platform institutions converged on human-creativity-as-quality-floor commitments within 60 days (Jan-Feb 2026), establishing institutional consensus that AI-only content is commercially unviable
+sourced_from:
+- inbox/archive/general/shapiro-ai-use-cases-hollywood.md
+- inbox/archive/general/shapiro-how-far-will-ai-video-go.md
 ---
 
 # GenAI adoption in entertainment will be gated by consumer acceptance not technology capability
diff --git a/domains/entertainment/GenAI is simultaneously sustaining and disruptive depending on whether users pursue progressive syntheticization or progressive control.md b/domains/entertainment/GenAI is simultaneously sustaining and disruptive depending on whether users pursue progressive syntheticization or progressive control.md
index dcd8d39a1..711fd0462 100644
--- a/domains/entertainment/GenAI is simultaneously sustaining and disruptive depending on whether users pursue progressive syntheticization or progressive control.md	
+++ b/domains/entertainment/GenAI is simultaneously sustaining and disruptive depending on whether users pursue progressive syntheticization or progressive control.md	
@@ -9,6 +9,9 @@ related:
 - non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain
 reweave_edges:
 - non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain|related|2026-04-04
+sourced_from:
+- inbox/archive/general/shapiro-genai-creative-tool.md
+- inbox/archive/general/shapiro-how-far-will-ai-video-go.md
 ---
 
 # GenAI is simultaneously sustaining and disruptive depending on whether users pursue progressive syntheticization or progressive control
diff --git a/domains/entertainment/Hollywood talent will embrace AI because narrowing creative paths within the studio system leave few alternatives.md b/domains/entertainment/Hollywood talent will embrace AI because narrowing creative paths within the studio system leave few alternatives.md
index aef189f01..f6760c310 100644
--- a/domains/entertainment/Hollywood talent will embrace AI because narrowing creative paths within the studio system leave few alternatives.md	
+++ b/domains/entertainment/Hollywood talent will embrace AI because narrowing creative paths within the studio system leave few alternatives.md	
@@ -15,6 +15,8 @@ reweave_edges:
 - AI narrative filmmaking breakthrough will be a filmmaker using AI tools not pure AI automation|related|2026-04-17
 - AI production cost decline of 60% annually makes feature-film quality accessible at consumer price points by 2029|related|2026-04-17
 - ip-rights-management-becomes-dominant-cost-in-content-production-as-technical-costs-approach-zero|related|2026-04-17
+sourced_from:
+- inbox/archive/general/shapiro-hollywood-talent-embrace-ai.md
 ---
 
 # Hollywood talent will embrace AI because narrowing creative paths within the studio system leave few alternatives
diff --git a/domains/entertainment/Warner-Paramount combined debt exceeding annual revenue creates structural fragility against cash-rich tech competitors regardless of IP library scale.md b/domains/entertainment/Warner-Paramount combined debt exceeding annual revenue creates structural fragility against cash-rich tech competitors regardless of IP library scale.md
index 01ef9b0cd..4be425f05 100644
--- a/domains/entertainment/Warner-Paramount combined debt exceeding annual revenue creates structural fragility against cash-rich tech competitors regardless of IP library scale.md	
+++ b/domains/entertainment/Warner-Paramount combined debt exceeding annual revenue creates structural fragility against cash-rich tech competitors regardless of IP library scale.md	
@@ -11,6 +11,8 @@ depends_on:
   - "streaming churn may be permanently uneconomic because maintenance marketing consumes up to half of average revenue per user"
   - "entertainment IP should be treated as a multi-sided platform that enables fan creation rather than a unidirectional broadcast asset"
 challenged_by: []
+sourced_from:
+- inbox/archive/2026-04-01-clay-paramount-skydance-wbd-merger-research.md
 ---
 
 # Warner-Paramount combined debt exceeding annual revenue creates structural fragility against cash-rich tech competitors regardless of IP library scale
diff --git a/domains/entertainment/beast-industries-5b-valuation-prices-content-as-loss-leader-model-at-enterprise-scale.md b/domains/entertainment/beast-industries-5b-valuation-prices-content-as-loss-leader-model-at-enterprise-scale.md
index 52c17abd8..ee1bd8c1b 100644
--- a/domains/entertainment/beast-industries-5b-valuation-prices-content-as-loss-leader-model-at-enterprise-scale.md
+++ b/domains/entertainment/beast-industries-5b-valuation-prices-content-as-loss-leader-model-at-enterprise-scale.md
@@ -9,6 +9,8 @@ supports:
 - beast-industries
 reweave_edges:
 - beast-industries|supports|2026-04-04
+sourced_from:
+- inbox/archive/entertainment/2025-02-27-fortune-mrbeast-5b-valuation-beast-industries.md
 ---
 
 # Beast Industries $5B valuation validates content-as-loss-leader model at enterprise scale
diff --git a/domains/entertainment/community-co-creation-in-animation-production-includes-storyboard-sharing-script-collaboration-and-collectible-integration-as-specific-mechanisms.md b/domains/entertainment/community-co-creation-in-animation-production-includes-storyboard-sharing-script-collaboration-and-collectible-integration-as-specific-mechanisms.md
index 24a0598e6..721864cd5 100644
--- a/domains/entertainment/community-co-creation-in-animation-production-includes-storyboard-sharing-script-collaboration-and-collectible-integration-as-specific-mechanisms.md
+++ b/domains/entertainment/community-co-creation-in-animation-production-includes-storyboard-sharing-script-collaboration-and-collectible-integration-as-specific-mechanisms.md
@@ -17,6 +17,8 @@ reweave_edges:
 - external-showrunner-partnerships-complicate-community-ip-editorial-authority-by-splitting-creative-control-between-founding-team-and-studio-professionals|related|2026-04-17
 related:
 - external-showrunner-partnerships-complicate-community-ip-editorial-authority-by-splitting-creative-control-between-founding-team-and-studio-professionals
+sourced_from:
+- inbox/archive/entertainment/2025-06-02-kidscreen-mediawan-claynosaurz-animated-series.md
 ---
 
 # Community co-creation in animation production includes storyboard sharing, script collaboration, and collectible integration as specific mechanisms
diff --git a/domains/entertainment/community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md b/domains/entertainment/community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md
index cc997803e..6c795f8db 100644
--- a/domains/entertainment/community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md
+++ b/domains/entertainment/community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md
@@ -14,6 +14,8 @@ related:
 - C2PA content credentials represent an infrastructure solution to authenticity verification that may supersede audience heuristics
 reweave_edges:
 - C2PA content credentials represent an infrastructure solution to authenticity verification that may supersede audience heuristics|related|2026-04-17
+sourced_from:
+- inbox/archive/entertainment/2026-01-01-multiple-human-made-premium-brand-positioning.md
 ---
 
 # Community-owned IP has structural advantage in human-made premium because provenance is inherent and legible
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 437b730e7..cf63ced79 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
@@ -16,6 +16,9 @@ related:
 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
+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
 ---
 
 # Community-owned IP is community-branded but not community-governed in flagship Web3 projects
diff --git a/domains/entertainment/community-owned-ip-theory-preserves-concentrated-creative-execution-through-strategic-operational-separation.md b/domains/entertainment/community-owned-ip-theory-preserves-concentrated-creative-execution-through-strategic-operational-separation.md
index f41c1a3f3..c90052714 100644
--- a/domains/entertainment/community-owned-ip-theory-preserves-concentrated-creative-execution-through-strategic-operational-separation.md
+++ b/domains/entertainment/community-owned-ip-theory-preserves-concentrated-creative-execution-through-strategic-operational-separation.md
@@ -18,6 +18,8 @@ reweave_edges:
 - community-owned-ip-is-community-branded-but-not-community-governed-in-flagship-web3-projects|related|2026-04-17
 - external-showrunner-partnerships-complicate-community-ip-editorial-authority-by-splitting-creative-control-between-founding-team-and-studio-professionals|related|2026-04-17
 - 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
+sourced_from:
+- inbox/archive/entertainment/2026-04-12-a16z-community-owned-characters-framework.md
 ---
 
 # Community-owned IP theory preserves concentrated creative execution by separating strategic funding decisions from operational creative development
diff --git a/domains/entertainment/community-trust-as-financial-distribution-creates-regulatory-responsibility-proportional-to-audience-vulnerability.md b/domains/entertainment/community-trust-as-financial-distribution-creates-regulatory-responsibility-proportional-to-audience-vulnerability.md
index 95b1c1845..e6c26bbc4 100644
--- a/domains/entertainment/community-trust-as-financial-distribution-creates-regulatory-responsibility-proportional-to-audience-vulnerability.md
+++ b/domains/entertainment/community-trust-as-financial-distribution-creates-regulatory-responsibility-proportional-to-audience-vulnerability.md
@@ -19,6 +19,8 @@ reweave_edges:
 - Creator economy players moving into financial services trigger immediate federal regulatory scrutiny when they combine large youth audiences with financial products, as evidenced by 6-week response time from acquisition to congressional inquiry|supports|2026-04-17
 - "{'Creator-economy brands expanding into regulated financial services face a novel regulatory surface': 'fiduciary standards applied where entertainment brands have built trust with minor audiences|supports|2026-04-18'}"
 - "Creator-economy brands expanding into regulated financial services face a novel regulatory surface: fiduciary standards applied where entertainment brands have built trust with minor audiences|supports|2026-04-19"
+sourced_from:
+- inbox/archive/entertainment/2026-04-11-warren-mrbeast-step-teen-fintech-regulatory-scrutiny.md
 ---
 
 # Community trust as financial distribution mechanism creates regulatory responsibility proportional to audience vulnerability
diff --git a/domains/entertainment/consumer definition of quality is fluid and revealed through preference not fixed by production value.md b/domains/entertainment/consumer definition of quality is fluid and revealed through preference not fixed by production value.md
index fbf85fb26..6eb05d41a 100644
--- a/domains/entertainment/consumer definition of quality is fluid and revealed through preference not fixed by production value.md	
+++ b/domains/entertainment/consumer definition of quality is fluid and revealed through preference not fixed by production value.md	
@@ -5,6 +5,8 @@ description: "Quality in entertainment is a weighted combination of attributes r
 confidence: likely
 source: "Clay, from Doug Shapiro's 'What is Scarce When Quality is Abundant' (The Mediator, October 2023)"
 created: 2026-03-06
+sourced_from:
+- inbox/archive/general/shapiro-scarce-when-quality-abundant.md
 ---
 
 # Consumer definition of quality is fluid and revealed through preference not fixed by production value
diff --git a/domains/entertainment/consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable.md b/domains/entertainment/consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable.md
index f09fa2965..503cf63aa 100644
--- a/domains/entertainment/consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable.md
+++ b/domains/entertainment/consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable.md
@@ -20,6 +20,8 @@ reweave_edges:
 related:
 - transparent-AI-content-succeeds-through-metaphor-reframing-not-quality-improvement-because-changing-the-frame-changes-which-conclusions-feel-natural
 - C2PA content credentials face an infrastructure-behavior gap where platform adoption grows but user engagement with provenance signals remains near zero
+sourced_from:
+- inbox/archive/entertainment/2025-07-01-emarketer-consumers-rejecting-ai-creator-content.md
 ---
 
 # Consumer acceptance of AI creative content is declining despite improving quality because the authenticity signal itself becomes more valuable as AI-human distinction erodes
diff --git a/domains/entertainment/consumer-ai-acceptance-diverges-by-use-case-with-creative-work-facing-4x-higher-rejection-than-functional-applications.md b/domains/entertainment/consumer-ai-acceptance-diverges-by-use-case-with-creative-work-facing-4x-higher-rejection-than-functional-applications.md
index 561171f6f..e197b6940 100644
--- a/domains/entertainment/consumer-ai-acceptance-diverges-by-use-case-with-creative-work-facing-4x-higher-rejection-than-functional-applications.md
+++ b/domains/entertainment/consumer-ai-acceptance-diverges-by-use-case-with-creative-work-facing-4x-higher-rejection-than-functional-applications.md
@@ -12,6 +12,8 @@ supports:
 reweave_edges:
 - gen-z-hostility-to-ai-generated-advertising-is-stronger-than-millennials-and-widening-making-gen-z-a-negative-leading-indicator-for-ai-content-acceptance|supports|2026-04-04
 - Consumer enthusiasm for AI-generated creator content collapsed from 60% to 26% in two years, ending AI's novelty premium and establishing transparency and creative quality as primary trust signals|supports|2026-04-17
+sourced_from:
+- inbox/archive/entertainment/2025-07-01-emarketer-consumers-rejecting-ai-creator-content.md
 ---
 
 # Consumer AI acceptance diverges by use case with creative work facing 4x higher rejection than functional applications
diff --git a/domains/entertainment/consumer-rejection-of-ai-generated-ads-intensifies-as-ai-quality-improves-disproving-the-exposure-leads-to-acceptance-hypothesis.md b/domains/entertainment/consumer-rejection-of-ai-generated-ads-intensifies-as-ai-quality-improves-disproving-the-exposure-leads-to-acceptance-hypothesis.md
index 450770e86..4347fb7d9 100644
--- a/domains/entertainment/consumer-rejection-of-ai-generated-ads-intensifies-as-ai-quality-improves-disproving-the-exposure-leads-to-acceptance-hypothesis.md
+++ b/domains/entertainment/consumer-rejection-of-ai-generated-ads-intensifies-as-ai-quality-improves-disproving-the-exposure-leads-to-acceptance-hypothesis.md
@@ -12,6 +12,8 @@ related:
 - consumer-ai-acceptance-diverges-by-use-case-with-creative-work-facing-4x-higher-rejection-than-functional-applications
 reweave_edges:
 - consumer-ai-acceptance-diverges-by-use-case-with-creative-work-facing-4x-higher-rejection-than-functional-applications|related|2026-04-04
+sourced_from:
+- inbox/archive/entertainment/2026-03-10-iab-ai-ad-gap-widens.md
 ---
 
 # Consumer rejection of AI-generated ads intensifies as AI quality improves, disproving the exposure-leads-to-acceptance hypothesis
diff --git a/domains/entertainment/content-serving-commercial-functions-can-simultaneously-serve-meaning-functions-when-revenue-model-rewards-relationship-depth.md b/domains/entertainment/content-serving-commercial-functions-can-simultaneously-serve-meaning-functions-when-revenue-model-rewards-relationship-depth.md
index 26352cb76..2993cafa6 100644
--- a/domains/entertainment/content-serving-commercial-functions-can-simultaneously-serve-meaning-functions-when-revenue-model-rewards-relationship-depth.md
+++ b/domains/entertainment/content-serving-commercial-functions-can-simultaneously-serve-meaning-functions-when-revenue-model-rewards-relationship-depth.md
@@ -12,6 +12,8 @@ related:
 - microdramas-achieve-commercial-scale-through-conversion-funnel-architecture-not-narrative-quality
 reweave_edges:
 - microdramas-achieve-commercial-scale-through-conversion-funnel-architecture-not-narrative-quality|related|2026-04-17
+sourced_from:
+- inbox/archive/entertainment/2024-10-01-jams-eras-tour-worldbuilding-prismatic-liveness.md
 ---
 
 # Content serving commercial functions can simultaneously serve meaning functions when revenue model rewards relationship depth
diff --git a/domains/entertainment/cost-plus deals shifted economic risk from talent to streamers while misaligning creative incentives.md b/domains/entertainment/cost-plus deals shifted economic risk from talent to streamers while misaligning creative incentives.md
index 095ccf401..620ccac7d 100644
--- a/domains/entertainment/cost-plus deals shifted economic risk from talent to streamers while misaligning creative incentives.md	
+++ b/domains/entertainment/cost-plus deals shifted economic risk from talent to streamers while misaligning creative incentives.md	
@@ -5,6 +5,10 @@ description: "Netflix-pioneered cost-plus deal structures shifted financial risk
 confidence: likely
 source: "Clay, from Doug Shapiro's 'You Can't Just Make the Hits' (The Mediator, April 2023) and Claynosaurz entertainment industry analysis"
 created: 2026-03-06
+sourced_from:
+- inbox/archive/general/claynosaurz-new-entertainment-playbook.md
+- inbox/archive/general/shapiro-cant-just-make-hits.md
+- inbox/archive/general/creative-industries-technology-analysis.md
 ---
 
 # Cost-plus deals shifted economic risk from talent to streamers while misaligning creative incentives
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 1208c4310..ac6c6bc66 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	
@@ -15,6 +15,8 @@ reweave_edges:
 - 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
+sourced_from:
+- inbox/archive/general/shapiro-relentless-creator-economy.md
 ---
 
 # creator and corporate media economies are zero-sum because total media time is stagnant and every marginal hour shifts between them
diff --git a/domains/entertainment/creator-brand-partnerships-shifting-from-transactional-campaigns-to-long-term-joint-ventures-with-shared-formats-audiences-and-revenue.md b/domains/entertainment/creator-brand-partnerships-shifting-from-transactional-campaigns-to-long-term-joint-ventures-with-shared-formats-audiences-and-revenue.md
index 7c8858e9e..4bd9857ab 100644
--- a/domains/entertainment/creator-brand-partnerships-shifting-from-transactional-campaigns-to-long-term-joint-ventures-with-shared-formats-audiences-and-revenue.md
+++ b/domains/entertainment/creator-brand-partnerships-shifting-from-transactional-campaigns-to-long-term-joint-ventures-with-shared-formats-audiences-and-revenue.md
@@ -19,6 +19,8 @@ reweave_edges:
 - Creator IP that persists independent of the creator's personal brand is the emerging structural advantage in the creator economy because it enables revenue streams that survive beyond individual creator burnout or platform shifts|related|2026-04-17
 - Creator platform competition is converging on all-in-one owned distribution infrastructure where newsletter, podcast, and subscription bundling becomes the default business model|related|2026-04-17
 - Hollywood studios now negotiate deals on creator terms rather than studio terms because creators control distribution access and audience relationships that studios need|related|2026-04-17
+sourced_from:
+- inbox/archive/entertainment/2025-12-16-exchangewire-creator-economy-2026-community-credibility.md
 ---
 
 # Creator-brand partnerships are shifting from transactional campaigns toward long-term joint ventures with shared formats, audiences, and revenue
diff --git a/domains/entertainment/creator-economy-fintech-crossover-faces-organizational-infrastructure-mismatch-with-financial-services-compliance.md b/domains/entertainment/creator-economy-fintech-crossover-faces-organizational-infrastructure-mismatch-with-financial-services-compliance.md
index 1b2b5a77d..099ead0d6 100644
--- a/domains/entertainment/creator-economy-fintech-crossover-faces-organizational-infrastructure-mismatch-with-financial-services-compliance.md
+++ b/domains/entertainment/creator-economy-fintech-crossover-faces-organizational-infrastructure-mismatch-with-financial-services-compliance.md
@@ -21,6 +21,10 @@ reweave_edges:
 - Creator economy players moving into financial services trigger immediate federal regulatory scrutiny when they combine large youth audiences with financial products, as evidenced by 6-week response time from acquisition to congressional inquiry|supports|2026-04-17
 - "{'Creator-economy brands expanding into regulated financial services face a novel regulatory surface': 'fiduciary standards applied where entertainment brands have built trust with minor audiences|supports|2026-04-18'}"
 - "Creator-economy brands expanding into regulated financial services face a novel regulatory surface: fiduciary standards applied where entertainment brands have built trust with minor audiences|supports|2026-04-19"
+sourced_from:
+- inbox/archive/entertainment/2026-04-13-beast-industries-warren-senate-crypto-teens.md
+- inbox/archive/entertainment/2026-04-11-warren-mrbeast-step-teen-fintech-regulatory-scrutiny.md
+- inbox/archive/entertainment/2026-03-25-senate-warren-beast-industries-step-crypto-letter.md
 ---
 
 # Creator economy organizational structures are structurally mismatched with regulated financial services compliance requirements because informal founder-driven governance lacks the institutional mechanisms regulators expect
diff --git a/domains/entertainment/creator-economy-fintech-faces-novel-regulatory-surface-from-fiduciary-standards-where-entertainment-brands-built-trust-with-minors.md b/domains/entertainment/creator-economy-fintech-faces-novel-regulatory-surface-from-fiduciary-standards-where-entertainment-brands-built-trust-with-minors.md
index 9774b6576..25e2944b9 100644
--- a/domains/entertainment/creator-economy-fintech-faces-novel-regulatory-surface-from-fiduciary-standards-where-entertainment-brands-built-trust-with-minors.md
+++ b/domains/entertainment/creator-economy-fintech-faces-novel-regulatory-surface-from-fiduciary-standards-where-entertainment-brands-built-trust-with-minors.md
@@ -13,6 +13,9 @@ related_claims: ["[[creator-brand-partnerships-shifting-from-transactional-campa
 supports: ["Community trust as financial distribution mechanism creates regulatory responsibility proportional to audience vulnerability", "Creator-economy conglomerates treat congressional minority pressure as political noise rather than regulatory enforcement risk", "Creator economy organizational structures are structurally mismatched with regulated financial services compliance requirements because informal founder-driven governance lacks the institutional mechanisms regulators expect", "Creator economy players moving into financial services trigger immediate federal regulatory scrutiny when they combine large youth audiences with financial products, as evidenced by 6-week response time from acquisition to congressional inquiry"]
 reweave_edges: ["Community trust as financial distribution mechanism creates regulatory responsibility proportional to audience vulnerability|supports|2026-04-17", "Creator-economy conglomerates treat congressional minority pressure as political noise rather than regulatory enforcement risk|supports|2026-04-17", "Creator economy organizational structures are structurally mismatched with regulated financial services compliance requirements because informal founder-driven governance lacks the institutional mechanisms regulators expect|supports|2026-04-17", "Creator economy players moving into financial services trigger immediate federal regulatory scrutiny when they combine large youth audiences with financial products, as evidenced by 6-week response time from acquisition to congressional inquiry|supports|2026-04-17"]
 related: ["creator-economy-fintech-faces-novel-regulatory-surface-from-fiduciary-standards-where-entertainment-brands-built-trust-with-minors", "creator-to-fintech-transition-triggers-immediate-regulatory-scrutiny-because-audience-scale-plus-minor-exposure-creates-consumer-protection-priority", "community-trust-as-financial-distribution-creates-regulatory-responsibility-proportional-to-audience-vulnerability", "creator-economy-fintech-crossover-faces-organizational-infrastructure-mismatch-with-financial-services-compliance", "creator-conglomerates-treat-congressional-minority-pressure-as-political-noise-not-regulatory-risk"]
+sourced_from:
+- inbox/archive/entertainment/2026-04-11-warren-mrbeast-step-teen-fintech-regulatory-scrutiny.md
+- inbox/archive/entertainment/2026-03-25-senate-warren-beast-industries-step-crypto-letter.md
 ---
 
 # Creator-economy brands expanding into regulated financial services face a novel regulatory surface: fiduciary standards applied where entertainment brands have built trust with minor audiences
diff --git a/domains/entertainment/creator-owned-direct-subscription-platforms-produce-qualitatively-different-audience-relationships-than-algorithmic-social-platforms-because-subscribers-choose-deliberately.md b/domains/entertainment/creator-owned-direct-subscription-platforms-produce-qualitatively-different-audience-relationships-than-algorithmic-social-platforms-because-subscribers-choose-deliberately.md
index 2e13e5e09..6d0f20239 100644
--- a/domains/entertainment/creator-owned-direct-subscription-platforms-produce-qualitatively-different-audience-relationships-than-algorithmic-social-platforms-because-subscribers-choose-deliberately.md
+++ b/domains/entertainment/creator-owned-direct-subscription-platforms-produce-qualitatively-different-audience-relationships-than-algorithmic-social-platforms-because-subscribers-choose-deliberately.md
@@ -8,6 +8,8 @@ created: 2026-03-11
 depends_on:
   - "creator-owned streaming infrastructure has reached commercial scale with $430M annual creator revenue across 13M subscribers"
   - "established creators generate more revenue from owned streaming subscriptions than from equivalent social platform ad revenue"
+sourced_from:
+- inbox/archive/entertainment/2025-04-25-tubefilter-vimeo-creator-streaming-services.md
 ---
 
 # creator-owned direct subscription platforms produce qualitatively different audience relationships than algorithmic social platforms because subscribers choose deliberately
diff --git a/domains/entertainment/creator-owned-streaming-infrastructure-has-reached-commercial-scale-with-430M-annual-creator-revenue-across-13M-subscribers.md b/domains/entertainment/creator-owned-streaming-infrastructure-has-reached-commercial-scale-with-430M-annual-creator-revenue-across-13M-subscribers.md
index d5294d64f..ccde21cbe 100644
--- a/domains/entertainment/creator-owned-streaming-infrastructure-has-reached-commercial-scale-with-430M-annual-creator-revenue-across-13M-subscribers.md
+++ b/domains/entertainment/creator-owned-streaming-infrastructure-has-reached-commercial-scale-with-430M-annual-creator-revenue-across-13M-subscribers.md
@@ -12,6 +12,8 @@ related:
 - Creator-owned subscription and product revenue will surpass ad-deal revenue by 2027 because direct audience relationships produce higher retention and stability than platform-mediated monetization
 reweave_edges:
 - Creator-owned subscription and product revenue will surpass ad-deal revenue by 2027 because direct audience relationships produce higher retention and stability than platform-mediated monetization|related|2026-04-17
+sourced_from:
+- inbox/archive/entertainment/2025-04-25-tubefilter-vimeo-creator-streaming-services.md
 ---
 
 # creator-owned streaming infrastructure has reached commercial scale with $430M annual creator revenue across 13M subscribers
diff --git a/domains/entertainment/creator-owned-streaming-uses-dual-platform-strategy-with-free-tier-for-acquisition-and-owned-platform-for-monetization.md b/domains/entertainment/creator-owned-streaming-uses-dual-platform-strategy-with-free-tier-for-acquisition-and-owned-platform-for-monetization.md
index 747874abf..cdeef6bb3 100644
--- a/domains/entertainment/creator-owned-streaming-uses-dual-platform-strategy-with-free-tier-for-acquisition-and-owned-platform-for-monetization.md
+++ b/domains/entertainment/creator-owned-streaming-uses-dual-platform-strategy-with-free-tier-for-acquisition-and-owned-platform-for-monetization.md
@@ -20,6 +20,8 @@ related:
 - Creator-owned subscription and product revenue will surpass ad-deal revenue by 2027 because direct audience relationships produce higher retention and stability than platform-mediated monetization
 - Creator platform competition is converging on all-in-one owned distribution infrastructure where newsletter, podcast, and subscription bundling becomes the default business model
 - Zero-percent revenue share models structurally pressure the creator platform sector toward lower extraction rates by forcing incumbents to compete on take rate rather than features
+sourced_from:
+- inbox/archive/entertainment/2024-08-01-variety-indie-streaming-dropout-nebula-critical-role.md
 ---
 
 # Creator-owned streaming uses dual-platform strategy with free tier for acquisition and owned platform for monetization
diff --git a/domains/entertainment/creator-world-building-converts-viewers-into-returning-communities-by-creating-belonging-audiences-can-recognize-participate-in-and-return-to.md b/domains/entertainment/creator-world-building-converts-viewers-into-returning-communities-by-creating-belonging-audiences-can-recognize-participate-in-and-return-to.md
index 5f2bd237d..db4fc6bda 100644
--- a/domains/entertainment/creator-world-building-converts-viewers-into-returning-communities-by-creating-belonging-audiences-can-recognize-participate-in-and-return-to.md
+++ b/domains/entertainment/creator-world-building-converts-viewers-into-returning-communities-by-creating-belonging-audiences-can-recognize-participate-in-and-return-to.md
@@ -11,6 +11,8 @@ related:
 - worldbuilding-as-narrative-infrastructure-creates-communal-meaning-through-transmedia-coordination-of-audience-experience
 reweave_edges:
 - worldbuilding-as-narrative-infrastructure-creates-communal-meaning-through-transmedia-coordination-of-audience-experience|related|2026-04-04
+sourced_from:
+- inbox/archive/entertainment/2025-12-16-exchangewire-creator-economy-2026-culture-community.md
 ---
 
 # creator world-building converts viewers into returning communities by creating belonging audiences can recognize, participate in, and return to
diff --git a/domains/entertainment/creators-became-primary-distribution-layer-for-under-35-news-consumption-by-2025-surpassing-traditional-channels.md b/domains/entertainment/creators-became-primary-distribution-layer-for-under-35-news-consumption-by-2025-surpassing-traditional-channels.md
index 38187691e..7e4f9686a 100644
--- a/domains/entertainment/creators-became-primary-distribution-layer-for-under-35-news-consumption-by-2025-surpassing-traditional-channels.md
+++ b/domains/entertainment/creators-became-primary-distribution-layer-for-under-35-news-consumption-by-2025-surpassing-traditional-channels.md
@@ -15,6 +15,8 @@ reweave_edges:
 - Hollywood studios now negotiate deals on creator terms rather than studio terms because creators control distribution access and audience relationships that studios need|supports|2026-04-17
 supports:
 - Hollywood studios now negotiate deals on creator terms rather than studio terms because creators control distribution access and audience relationships that studios need
+sourced_from:
+- inbox/archive/entertainment/2025-12-16-exchangewire-creator-economy-2026-community-credibility.md
 ---
 
 # Creators became primary distribution layer for under-35 news consumption by 2025, surpassing traditional channels
diff --git a/domains/entertainment/direct-theater-distribution-bypasses-studio-intermediaries-when-creators-control-sufficient-audience-scale.md b/domains/entertainment/direct-theater-distribution-bypasses-studio-intermediaries-when-creators-control-sufficient-audience-scale.md
index 9bd7503d0..70eb88230 100644
--- a/domains/entertainment/direct-theater-distribution-bypasses-studio-intermediaries-when-creators-control-sufficient-audience-scale.md
+++ b/domains/entertainment/direct-theater-distribution-bypasses-studio-intermediaries-when-creators-control-sufficient-audience-scale.md
@@ -9,6 +9,8 @@ supports:
 - taylor-swift
 reweave_edges:
 - taylor-swift|supports|2026-04-04
+sourced_from:
+- inbox/archive/entertainment/2025-05-01-ainvest-taylor-swift-catalog-buyback-ip-ownership.md
 ---
 
 # Direct-to-theater distribution bypasses studio intermediaries when creators control sufficient audience scale
diff --git a/domains/entertainment/entertainment IP should be treated as a multi-sided platform that enables fan creation rather than a unidirectional broadcast asset.md b/domains/entertainment/entertainment IP should be treated as a multi-sided platform that enables fan creation rather than a unidirectional broadcast asset.md
index c517ecbe6..b7e7ad8c3 100644
--- a/domains/entertainment/entertainment IP should be treated as a multi-sided platform that enables fan creation rather than a unidirectional broadcast asset.md	
+++ b/domains/entertainment/entertainment IP should be treated as a multi-sided platform that enables fan creation rather than a unidirectional broadcast asset.md	
@@ -9,6 +9,8 @@ related:
 - Creator IP that persists independent of the creator's personal brand is the emerging structural advantage in the creator economy because it enables revenue streams that survive beyond individual creator burnout or platform shifts
 reweave_edges:
 - Creator IP that persists independent of the creator's personal brand is the emerging structural advantage in the creator economy because it enables revenue streams that survive beyond individual creator burnout or platform shifts|related|2026-04-17
+sourced_from:
+- inbox/archive/general/shapiro-ip-as-platform.md
 ---
 
 # entertainment IP should be treated as a multi-sided platform that enables fan creation rather than a unidirectional broadcast asset
diff --git a/domains/entertainment/established-creators-generate-more-revenue-from-owned-streaming-subscriptions-than-from-equivalent-social-platform-ad-revenue.md b/domains/entertainment/established-creators-generate-more-revenue-from-owned-streaming-subscriptions-than-from-equivalent-social-platform-ad-revenue.md
index 2431e84d2..9d6aedda3 100644
--- a/domains/entertainment/established-creators-generate-more-revenue-from-owned-streaming-subscriptions-than-from-equivalent-social-platform-ad-revenue.md
+++ b/domains/entertainment/established-creators-generate-more-revenue-from-owned-streaming-subscriptions-than-from-equivalent-social-platform-ad-revenue.md
@@ -18,6 +18,8 @@ reweave_edges:
 related:
 - Creator-owned subscription and product revenue will surpass ad-deal revenue by 2027 because direct audience relationships produce higher retention and stability than platform-mediated monetization
 - Zero-percent revenue share models structurally pressure the creator platform sector toward lower extraction rates by forcing incumbents to compete on take rate rather than features
+sourced_from:
+- inbox/archive/entertainment/2025-04-25-tubefilter-vimeo-creator-streaming-services.md
 ---
 
 # established creators generate more revenue from owned streaming subscriptions than from equivalent social platform ad revenue
diff --git a/domains/entertainment/external-showrunner-partnerships-complicate-community-ip-editorial-authority-by-splitting-creative-control-between-founding-team-and-studio-professionals.md b/domains/entertainment/external-showrunner-partnerships-complicate-community-ip-editorial-authority-by-splitting-creative-control-between-founding-team-and-studio-professionals.md
index c85b8d337..81c657375 100644
--- a/domains/entertainment/external-showrunner-partnerships-complicate-community-ip-editorial-authority-by-splitting-creative-control-between-founding-team-and-studio-professionals.md
+++ b/domains/entertainment/external-showrunner-partnerships-complicate-community-ip-editorial-authority-by-splitting-creative-control-between-founding-team-and-studio-professionals.md
@@ -16,6 +16,9 @@ related:
 reweave_edges:
 - Community-owned IP theory preserves concentrated creative execution by separating strategic funding decisions from operational creative development|related|2026-04-17
 - nonlinear-narrative-structures-may-be-the-natural-form-for-community-governed-ip-because-distributed-authorship-favors-worldbuilding-over-linear-plot|related|2026-04-17
+sourced_from:
+- inbox/archive/general/claynosaurz-popkins-mint.md
+- inbox/archive/entertainment/2025-06-02-kidscreen-mediawan-claynosaurz-animated-series.md
 ---
 
 # External showrunner partnerships complicate community IP editorial authority by splitting creative control between founding team and studio professionals
diff --git a/domains/entertainment/five factors determine the speed and extent of disruption including quality definition change and ease of incumbent replication.md b/domains/entertainment/five factors determine the speed and extent of disruption including quality definition change and ease of incumbent replication.md
index 57cdc3544..d1c3ab4ef 100644
--- a/domains/entertainment/five factors determine the speed and extent of disruption including quality definition change and ease of incumbent replication.md	
+++ b/domains/entertainment/five factors determine the speed and extent of disruption including quality definition change and ease of incumbent replication.md	
@@ -9,6 +9,8 @@ related:
 - non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain
 reweave_edges:
 - non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain|related|2026-04-04
+sourced_from:
+- inbox/archive/general/shapiro-disruption-hollywood.md
 ---
 
 # Five factors determine the speed and extent of disruption including quality definition change and ease of incumbent replication
diff --git a/domains/entertainment/gen-z-hostility-to-ai-generated-advertising-is-stronger-than-millennials-and-widening-making-gen-z-a-negative-leading-indicator-for-ai-content-acceptance.md b/domains/entertainment/gen-z-hostility-to-ai-generated-advertising-is-stronger-than-millennials-and-widening-making-gen-z-a-negative-leading-indicator-for-ai-content-acceptance.md
index f7eb8c7e1..12190ea47 100644
--- a/domains/entertainment/gen-z-hostility-to-ai-generated-advertising-is-stronger-than-millennials-and-widening-making-gen-z-a-negative-leading-indicator-for-ai-content-acceptance.md
+++ b/domains/entertainment/gen-z-hostility-to-ai-generated-advertising-is-stronger-than-millennials-and-widening-making-gen-z-a-negative-leading-indicator-for-ai-content-acceptance.md
@@ -8,6 +8,8 @@ source: "Clay, from IAB 'The AI Ad Gap Widens' report, 2026"
 created: 2026-03-12
 depends_on: ["GenAI adoption in entertainment will be gated by consumer acceptance not technology capability", "consumer-rejection-of-ai-generated-ads-intensifies-as-ai-quality-improves-disproving-the-exposure-leads-to-acceptance-hypothesis"]
 challenged_by: []
+sourced_from:
+- inbox/archive/entertainment/2026-03-10-iab-ai-ad-gap-widens.md
 ---
 
 # Gen Z hostility to AI-generated advertising is stronger than Millennials and widening, making Gen Z a negative leading indicator for AI content acceptance
diff --git a/domains/entertainment/hiding-blockchain-infrastructure-beneath-mainstream-presentation-enables-web3-projects-to-access-traditional-distribution-channels.md b/domains/entertainment/hiding-blockchain-infrastructure-beneath-mainstream-presentation-enables-web3-projects-to-access-traditional-distribution-channels.md
index 8df488a40..9de43552a 100644
--- a/domains/entertainment/hiding-blockchain-infrastructure-beneath-mainstream-presentation-enables-web3-projects-to-access-traditional-distribution-channels.md
+++ b/domains/entertainment/hiding-blockchain-infrastructure-beneath-mainstream-presentation-enables-web3-projects-to-access-traditional-distribution-channels.md
@@ -18,6 +18,8 @@ reweave_edges:
 - pudgy-penguins-inverts-web3-ip-strategy-by-prioritizing-mainstream-distribution-before-community-building|supports|2026-04-17
 - Web3 gaming projects can achieve mainstream user acquisition without retention when brand strength precedes product-market fit|supports|2026-04-17
 - Web3 IP crossover strategy inverts from blockchain-as-product to blockchain-as-invisible-infrastructure when targeting mainstream audiences|supports|2026-04-17
+sourced_from:
+- inbox/archive/entertainment/2026-04-12-coindesk-pudgy-world-hiding-crypto.md
 ---
 
 # Hiding blockchain infrastructure beneath mainstream presentation enables Web3 projects to access traditional distribution channels
diff --git a/domains/entertainment/human-made-is-becoming-a-premium-label-analogous-to-organic-as-AI-generated-content-becomes-dominant.md b/domains/entertainment/human-made-is-becoming-a-premium-label-analogous-to-organic-as-AI-generated-content-becomes-dominant.md
index 0008353f1..912132895 100644
--- a/domains/entertainment/human-made-is-becoming-a-premium-label-analogous-to-organic-as-AI-generated-content-becomes-dominant.md
+++ b/domains/entertainment/human-made-is-becoming-a-premium-label-analogous-to-organic-as-AI-generated-content-becomes-dominant.md
@@ -7,6 +7,8 @@ confidence: likely
 source: "Multi-source synthesis: WordStream, PrismHaus, Monigle, EY 2026 trend reports"
 created: 2026-01-01
 depends_on: ["consumer definition of quality is fluid and revealed through preference not fixed by production value", "GenAI adoption in entertainment will be gated by consumer acceptance not technology capability"]
+sourced_from:
+- inbox/archive/entertainment/2026-01-01-multiple-human-made-premium-brand-positioning.md
 ---
 
 # Human-made is becoming a premium label analogous to organic as AI-generated content becomes dominant
diff --git a/domains/entertainment/in-game-creators-represent-alternative-distribution-ecosystems-outside-traditional-media-and-platform-creator-models.md b/domains/entertainment/in-game-creators-represent-alternative-distribution-ecosystems-outside-traditional-media-and-platform-creator-models.md
index d300e68db..565570981 100644
--- a/domains/entertainment/in-game-creators-represent-alternative-distribution-ecosystems-outside-traditional-media-and-platform-creator-models.md
+++ b/domains/entertainment/in-game-creators-represent-alternative-distribution-ecosystems-outside-traditional-media-and-platform-creator-models.md
@@ -5,6 +5,8 @@ description: "Modders and map-makers constitute a distinct creator category with
 confidence: speculative
 source: "ExchangeWire creator economy analysis, December 16, 2025"
 created: 2025-12-16
+sourced_from:
+- inbox/archive/entertainment/2025-12-16-exchangewire-creator-economy-2026-community-credibility.md
 ---
 
 # In-game creators represent alternative distribution ecosystems outside traditional media and platform creator models
diff --git a/domains/entertainment/indie-streaming-platforms-emerged-as-category-by-2024-with-convergent-structural-patterns-across-content-verticals.md b/domains/entertainment/indie-streaming-platforms-emerged-as-category-by-2024-with-convergent-structural-patterns-across-content-verticals.md
index 703b3e87f..76b785c06 100644
--- a/domains/entertainment/indie-streaming-platforms-emerged-as-category-by-2024-with-convergent-structural-patterns-across-content-verticals.md
+++ b/domains/entertainment/indie-streaming-platforms-emerged-as-category-by-2024-with-convergent-structural-patterns-across-content-verticals.md
@@ -11,6 +11,8 @@ supports:
 reweave_edges:
 - Dropout|supports|2026-04-04
 - critical-role-beacon|supports|2026-04-17
+sourced_from:
+- inbox/archive/entertainment/2024-08-01-variety-indie-streaming-dropout-nebula-critical-role.md
 ---
 
 # Indie streaming platforms emerged as category by 2024 with convergent structural patterns across content verticals
diff --git a/domains/entertainment/information cascades create power law distributions in culture because consumers use popularity as a quality signal when choice is overwhelming.md b/domains/entertainment/information cascades create power law distributions in culture because consumers use popularity as a quality signal when choice is overwhelming.md
index 0f2128404..303ef1316 100644
--- a/domains/entertainment/information cascades create power law distributions in culture because consumers use popularity as a quality signal when choice is overwhelming.md	
+++ b/domains/entertainment/information cascades create power law distributions in culture because consumers use popularity as a quality signal when choice is overwhelming.md	
@@ -5,6 +5,8 @@ description: "When confronted with near-infinite content choices, consumers use
 confidence: likely
 source: "Clay, from Doug Shapiro's 'Power Laws in Culture' (The Mediator, March 2023) drawing on Salganik et al. MusicLab experiments"
 created: 2026-03-06
+sourced_from:
+- inbox/archive/general/shapiro-power-laws-culture.md
 ---
 
 # Information cascades create power law distributions in culture because consumers use popularity as a quality signal when choice is overwhelming
diff --git a/domains/entertainment/legacy media is consolidating into three surviving entities because the Warner-Paramount merger eliminates the fourth independent major and forecloses alternative industry structures.md b/domains/entertainment/legacy media is consolidating into three surviving entities because the Warner-Paramount merger eliminates the fourth independent major and forecloses alternative industry structures.md
index 3178acff1..9f9bf5b91 100644
--- a/domains/entertainment/legacy media is consolidating into three surviving entities because the Warner-Paramount merger eliminates the fourth independent major and forecloses alternative industry structures.md	
+++ b/domains/entertainment/legacy media is consolidating into three surviving entities because the Warner-Paramount merger eliminates the fourth independent major and forecloses alternative industry structures.md	
@@ -11,6 +11,8 @@ depends_on:
   - "streaming churn may be permanently uneconomic because maintenance marketing consumes up to half of average revenue per user"
 challenged_by:
   - "challenge-three-body-oligopoly-understates-original-ip-viability-in-prestige-adaptation-category"
+sourced_from:
+- inbox/archive/2026-04-01-clay-paramount-skydance-wbd-merger-research.md
 ---
 
 # Legacy media is consolidating into three surviving entities because the Warner-Paramount merger eliminates the fourth independent major and forecloses alternative industry structures
diff --git a/domains/entertainment/long-form-articles-on-short-form-platforms-generate-disproportionate-bookmark-to-like-ratios-functioning-as-reference-documents-not-entertainment.md b/domains/entertainment/long-form-articles-on-short-form-platforms-generate-disproportionate-bookmark-to-like-ratios-functioning-as-reference-documents-not-entertainment.md
index 27ba6b7b6..15b90f460 100644
--- a/domains/entertainment/long-form-articles-on-short-form-platforms-generate-disproportionate-bookmark-to-like-ratios-functioning-as-reference-documents-not-entertainment.md
+++ b/domains/entertainment/long-form-articles-on-short-form-platforms-generate-disproportionate-bookmark-to-like-ratios-functioning-as-reference-documents-not-entertainment.md
@@ -9,6 +9,12 @@ related:
 - daily-content-cadence-with-diminishing-returns-triggered-format-pivots-compounds-attention-more-effectively-than-static-formats
 reweave_edges:
 - daily-content-cadence-with-diminishing-returns-triggered-format-pivots-compounds-attention-more-effectively-than-static-formats|related|2026-04-04
+sourced_from:
+- inbox/archive/2026-03-10-cornelius-your-notes-are-the-moat.md
+- inbox/archive/2026-03-01-cornelius-how-students-should-take-notes-with-ai.md
+- inbox/archive/2026-03-07-cornelius-how-x-creators-should-take-notes-with-ai.md
+- inbox/archive/2026-03-06-cornelius-how-traders-should-take-notes-with-ai.md
+- inbox/archive/2026-03-05-cornelius-how-companies-should-take-notes-with-ai.md
 ---
 
 # Long-form articles on short-form platforms generate disproportionate bookmark-to-like ratios functioning as reference documents not entertainment
diff --git a/domains/entertainment/media consolidation reducing buyer competition for talent accelerates creator economy growth as an escape valve for displaced creative labor.md b/domains/entertainment/media consolidation reducing buyer competition for talent accelerates creator economy growth as an escape valve for displaced creative labor.md
index c5a4116c4..4f8bebda6 100644
--- a/domains/entertainment/media consolidation reducing buyer competition for talent accelerates creator economy growth as an escape valve for displaced creative labor.md	
+++ b/domains/entertainment/media consolidation reducing buyer competition for talent accelerates creator economy growth as an escape valve for displaced creative labor.md	
@@ -16,6 +16,8 @@ supports:
 - studio-consolidation-shrinks-the-cultural-collective-brain-while-creator-economy-expansion-grows-it-predicting-accelerating-innovation-asymmetry
 reweave_edges:
 - studio-consolidation-shrinks-the-cultural-collective-brain-while-creator-economy-expansion-grows-it-predicting-accelerating-innovation-asymmetry|supports|2026-04-04
+sourced_from:
+- inbox/archive/2026-04-01-clay-paramount-skydance-wbd-merger-research.md
 ---
 
 # Media consolidation reducing buyer competition for talent accelerates creator economy growth as an escape valve for displaced creative labor
diff --git a/domains/entertainment/media disruption follows two sequential phases as distribution moats fall first and creation moats fall second.md b/domains/entertainment/media disruption follows two sequential phases as distribution moats fall first and creation moats fall second.md
index 9e8a9d08a..f5b70cd2b 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	
@@ -9,6 +9,8 @@ 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
+sourced_from:
+- inbox/archive/general/shapiro-infinite-tv.md
 ---
 
 # media disruption follows two sequential phases as distribution moats fall first and creation moats fall second
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 d86ee3ef8..73f10c794 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
@@ -19,6 +19,11 @@ 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
+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
+- inbox/archive/entertainment/2026-04-12-pudgy-penguins-lil-pudgys-animated-series.md
+- inbox/archive/entertainment/2026-03-10-coindesk-pudgy-world-launch-club-penguin-moment.md
 ---
 
 # Minimum viable narrative strategy optimizes for commercial scale through volume production and distribution coverage over story depth
diff --git a/domains/entertainment/non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain.md b/domains/entertainment/non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain.md
index 35764070b..14003c60f 100644
--- a/domains/entertainment/non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain.md	
+++ b/domains/entertainment/non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain.md	
@@ -14,6 +14,8 @@ reweave_edges:
 - AI narrative filmmaking breakthrough will be a filmmaker using AI tools not pure AI automation|related|2026-04-17
 - AI production cost decline of 60% annually makes feature-film quality accessible at consumer price points by 2029|supports|2026-04-17
 - ip-rights-management-becomes-dominant-cost-in-content-production-as-technical-costs-approach-zero|supports|2026-04-17
+sourced_from:
+- inbox/archive/general/shapiro-ai-use-cases-hollywood.md
 ---
 
 # Non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain
diff --git a/domains/entertainment/progressive validation through community building reduces development risk by proving audience demand before production investment.md b/domains/entertainment/progressive validation through community building reduces development risk by proving audience demand before production investment.md
index ff036d2fe..9a727512d 100644
--- a/domains/entertainment/progressive validation through community building reduces development risk by proving audience demand before production investment.md	
+++ b/domains/entertainment/progressive validation through community building reduces development risk by proving audience demand before production investment.md	
@@ -20,6 +20,16 @@ reweave_edges:
 related:
 - community-co-creation-in-animation-production-includes-storyboard-sharing-script-collaboration-and-collectible-integration-as-specific-mechanisms
 - external-showrunner-partnerships-complicate-community-ip-editorial-authority-by-splitting-creative-control-between-founding-team-and-studio-professionals
+sourced_from:
+- inbox/archive/general/claynosaurz-new-entertainment-playbook.md
+- inbox/archive/general/claynosaurz-mediawan-partnership-post.md
+- inbox/archive/general/claynosaurz-mediawan-animated-series.md
+- inbox/archive/entertainment/2025-06-02-variety-mediawan-claynosaurz-animated-series.md
+- inbox/archive/general/creative-industries-technology-analysis.md
+- inbox/archive/entertainment/2026-04-13-claynosaurz-taafi-mediawan-animated-series.md
+- inbox/archive/entertainment/2025-06-01-variety-mediawan-claynosaurz-animated-series.md
+- inbox/archive/entertainment/2025-06-02-kidscreen-mediawan-claynosaurz-animated-series.md
+- inbox/archive/entertainment/2025-06-02-variety-claynosaurz-mediawan-animated-series.md
 ---
 
 # Progressive validation through community building reduces development risk by proving audience demand before production investment
diff --git a/domains/entertainment/re-recordings-as-ip-reclamation-mechanism-refresh-legacy-catalog-control-and-stimulate-streaming-rebuy.md b/domains/entertainment/re-recordings-as-ip-reclamation-mechanism-refresh-legacy-catalog-control-and-stimulate-streaming-rebuy.md
index 9262b4928..7e46001db 100644
--- a/domains/entertainment/re-recordings-as-ip-reclamation-mechanism-refresh-legacy-catalog-control-and-stimulate-streaming-rebuy.md
+++ b/domains/entertainment/re-recordings-as-ip-reclamation-mechanism-refresh-legacy-catalog-control-and-stimulate-streaming-rebuy.md
@@ -9,6 +9,8 @@ supports:
 - taylor-swift
 reweave_edges:
 - taylor-swift|supports|2026-04-04
+sourced_from:
+- inbox/archive/entertainment/2025-05-01-ainvest-taylor-swift-catalog-buyback-ip-ownership.md
 ---
 
 # Re-recordings as IP reclamation mechanism refresh legacy catalog control and stimulate streaming rebuy
diff --git a/domains/entertainment/royalty-based-financial-alignment-may-be-sufficient-for-commercial-ip-success-without-narrative-depth.md b/domains/entertainment/royalty-based-financial-alignment-may-be-sufficient-for-commercial-ip-success-without-narrative-depth.md
index c2d97e931..5bcba9e0a 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
@@ -21,6 +21,9 @@ 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
 - 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
+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
 ---
 
 # Royalty-based financial alignment may be sufficient for commercial IP success without narrative depth
diff --git a/domains/entertainment/social video is already 25 percent of all video consumption and growing because dopamine-optimized formats match generational attention patterns.md b/domains/entertainment/social video is already 25 percent of all video consumption and growing because dopamine-optimized formats match generational attention patterns.md
index b2479fed1..eb23b6bd9 100644
--- a/domains/entertainment/social video is already 25 percent of all video consumption and growing because dopamine-optimized formats match generational attention patterns.md	
+++ b/domains/entertainment/social video is already 25 percent of all video consumption and growing because dopamine-optimized formats match generational attention patterns.md	
@@ -5,6 +5,8 @@ description: "Triangulating Nielsen Activate eMarketer and MIDG data social vide
 confidence: likely
 source: "Doug Shapiro, 'Social Video is Eating the World', The Mediator (Substack)"
 created: 2026-03-01
+sourced_from:
+- inbox/archive/general/shapiro-social-video-eating-world.md
 ---
 
 # social video is already 25 percent of all video consumption and growing because dopamine-optimized formats match generational attention patterns
diff --git a/domains/entertainment/streaming churn may be permanently uneconomic because maintenance marketing consumes up to half of average revenue per user.md b/domains/entertainment/streaming churn may be permanently uneconomic because maintenance marketing consumes up to half of average revenue per user.md
index b00233855..3d5be9b85 100644
--- a/domains/entertainment/streaming churn may be permanently uneconomic because maintenance marketing consumes up to half of average revenue per user.md	
+++ b/domains/entertainment/streaming churn may be permanently uneconomic because maintenance marketing consumes up to half of average revenue per user.md	
@@ -9,6 +9,8 @@ related:
 - cost-plus deals shifted economic risk from talent to streamers while misaligning creative incentives
 reweave_edges:
 - cost-plus deals shifted economic risk from talent to streamers while misaligning creative incentives|related|2026-04-04
+sourced_from:
+- inbox/archive/general/shapiro-churn-dynamics.md
 ---
 
 # streaming churn may be permanently uneconomic because maintenance marketing consumes up to half of average revenue per user
diff --git a/domains/entertainment/the TV industry needs diversified small bets like venture capital not concentrated large bets because power law returns dominate.md b/domains/entertainment/the TV industry needs diversified small bets like venture capital not concentrated large bets because power law returns dominate.md
index 78e1b93da..ebbe77589 100644
--- a/domains/entertainment/the TV industry needs diversified small bets like venture capital not concentrated large bets because power law returns dominate.md	
+++ b/domains/entertainment/the TV industry needs diversified small bets like venture capital not concentrated large bets because power law returns dominate.md	
@@ -11,6 +11,8 @@ related:
 reweave_edges:
 - cost-plus deals shifted economic risk from talent to streamers while misaligning creative incentives|related|2026-04-04
 - studio-consolidation-shrinks-the-cultural-collective-brain-while-creator-economy-expansion-grows-it-predicting-accelerating-innovation-asymmetry|related|2026-04-04
+sourced_from:
+- inbox/archive/general/shapiro-cant-just-make-hits.md
 ---
 
 # the TV industry needs diversified small bets like venture capital not concentrated large bets because power law returns dominate
diff --git a/domains/entertainment/the-advertiser-consumer-ai-perception-gap-is-a-widening-structural-misalignment-not-a-temporal-communications-lag.md b/domains/entertainment/the-advertiser-consumer-ai-perception-gap-is-a-widening-structural-misalignment-not-a-temporal-communications-lag.md
index 6dbff6ee8..53e76d663 100644
--- a/domains/entertainment/the-advertiser-consumer-ai-perception-gap-is-a-widening-structural-misalignment-not-a-temporal-communications-lag.md
+++ b/domains/entertainment/the-advertiser-consumer-ai-perception-gap-is-a-widening-structural-misalignment-not-a-temporal-communications-lag.md
@@ -8,6 +8,8 @@ source: "Clay, from IAB 'The AI Ad Gap Widens' report, 2026"
 created: 2026-03-12
 depends_on: ["GenAI adoption in entertainment will be gated by consumer acceptance not technology capability"]
 challenged_by: []
+sourced_from:
+- inbox/archive/entertainment/2026-03-10-iab-ai-ad-gap-widens.md
 ---
 
 # The advertiser-consumer AI perception gap is a widening structural misalignment, not a temporal communications lag
diff --git a/domains/entertainment/traditional media buyers now seek content with pre-existing community engagement data as risk mitigation.md b/domains/entertainment/traditional media buyers now seek content with pre-existing community engagement data as risk mitigation.md
index 7234dca65..44513039f 100644
--- a/domains/entertainment/traditional media buyers now seek content with pre-existing community engagement data as risk mitigation.md	
+++ b/domains/entertainment/traditional media buyers now seek content with pre-existing community engagement data as risk mitigation.md	
@@ -18,6 +18,14 @@ reweave_edges:
 - Creator-led entertainment shifts power from studio IP libraries to creator-community relationships as the primary value source|supports|2026-04-17
 related:
 - community-co-creation-in-animation-production-includes-storyboard-sharing-script-collaboration-and-collectible-integration-as-specific-mechanisms
+sourced_from:
+- inbox/archive/general/claynosaurz-mediawan-partnership-post.md
+- inbox/archive/general/claynosaurz-mediawan-animated-series.md
+- inbox/archive/entertainment/2025-06-02-variety-mediawan-claynosaurz-animated-series.md
+- inbox/archive/entertainment/2026-04-13-claynosaurz-taafi-mediawan-animated-series.md
+- inbox/archive/entertainment/2025-06-01-variety-mediawan-claynosaurz-animated-series.md
+- inbox/archive/entertainment/2025-06-02-kidscreen-mediawan-claynosaurz-animated-series.md
+- inbox/archive/entertainment/2025-06-02-variety-claynosaurz-mediawan-animated-series.md
 ---
 
 # Traditional media buyers now seek content with pre-existing community engagement data as risk mitigation
diff --git a/domains/entertainment/unnatural-brand-creator-narratives-damage-audience-trust-by-signaling-commercial-capture-rather-than-genuine-creative-collaboration.md b/domains/entertainment/unnatural-brand-creator-narratives-damage-audience-trust-by-signaling-commercial-capture-rather-than-genuine-creative-collaboration.md
index c7d626a3c..7b02c1357 100644
--- a/domains/entertainment/unnatural-brand-creator-narratives-damage-audience-trust-by-signaling-commercial-capture-rather-than-genuine-creative-collaboration.md
+++ b/domains/entertainment/unnatural-brand-creator-narratives-damage-audience-trust-by-signaling-commercial-capture-rather-than-genuine-creative-collaboration.md
@@ -11,6 +11,8 @@ related:
 - Algorithmic discovery breakdown shifts creator leverage from scale to community trust because reach becomes unpredictable while direct relationships remain stable
 reweave_edges:
 - Algorithmic discovery breakdown shifts creator leverage from scale to community trust because reach becomes unpredictable while direct relationships remain stable|related|2026-04-17
+sourced_from:
+- inbox/archive/entertainment/2025-12-16-exchangewire-creator-economy-2026-culture-community.md
 ---
 
 # unnatural brand-creator narratives damage audience trust because they signal commercial capture rather than genuine creative collaboration
diff --git a/domains/entertainment/web3-gaming-acquisition-without-retention-reveals-brand-strength-without-product-market-fit.md b/domains/entertainment/web3-gaming-acquisition-without-retention-reveals-brand-strength-without-product-market-fit.md
index e0b24c99d..cd5c991d3 100644
--- a/domains/entertainment/web3-gaming-acquisition-without-retention-reveals-brand-strength-without-product-market-fit.md
+++ b/domains/entertainment/web3-gaming-acquisition-without-retention-reveals-brand-strength-without-product-market-fit.md
@@ -18,6 +18,8 @@ reweave_edges:
 - community-anchored-in-genuine-engagement-sustains-economic-value-through-market-cycles-while-speculation-anchored-communities-collapse|related|2026-04-17
 - hiding-blockchain-infrastructure-beneath-mainstream-presentation-enables-web3-projects-to-access-traditional-distribution-channels|related|2026-04-17
 - Web3 IP crossover strategy inverts from blockchain-as-product to blockchain-as-invisible-infrastructure when targeting mainstream audiences|related|2026-04-17
+sourced_from:
+- inbox/archive/entertainment/2026-04-12-coindesk-pudgy-world-hiding-crypto.md
 ---
 
 # Web3 gaming projects can achieve mainstream user acquisition without retention when brand strength precedes product-market fit
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 77c68448b..76090fc76 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
@@ -18,6 +18,8 @@ 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
+sourced_from:
+- inbox/archive/entertainment/2026-04-12-coindesk-pudgy-world-hiding-crypto.md
 ---
 
 # Web3 IP crossover strategy inverts from blockchain-as-product to blockchain-as-invisible-infrastructure when targeting mainstream audiences
diff --git a/domains/entertainment/worldbuilding-as-narrative-infrastructure-creates-communal-meaning-through-transmedia-coordination-of-audience-experience.md b/domains/entertainment/worldbuilding-as-narrative-infrastructure-creates-communal-meaning-through-transmedia-coordination-of-audience-experience.md
index 77bfca35b..9295e662a 100644
--- a/domains/entertainment/worldbuilding-as-narrative-infrastructure-creates-communal-meaning-through-transmedia-coordination-of-audience-experience.md
+++ b/domains/entertainment/worldbuilding-as-narrative-infrastructure-creates-communal-meaning-through-transmedia-coordination-of-audience-experience.md
@@ -14,6 +14,8 @@ related:
 reweave_edges:
 - Collaborative fiction exhibits a fundamental tradeoff between editorial distribution and narrative coherence where distributed authorship produces scalable worldbuilding while coherent linear narrative requires concentrated editorial authority|related|2026-04-17
 - Narrative protocols (standardized format plus community voting plus organizational center plus open licensing plus scalable contributions plus passive theme) can replace editorial authority for worldbuilding but not for linear narrative|related|2026-04-17
+sourced_from:
+- inbox/archive/entertainment/2024-10-01-jams-eras-tour-worldbuilding-prismatic-liveness.md
 ---
 
 # Worldbuilding as narrative infrastructure creates communal meaning through transmedia coordination of audience experience
diff --git a/domains/entertainment/youtube-first-distribution-for-major-studio-coproductions-signals-platform-primacy-over-traditional-broadcast-windowing.md b/domains/entertainment/youtube-first-distribution-for-major-studio-coproductions-signals-platform-primacy-over-traditional-broadcast-windowing.md
index 0b04f5784..7a0cf0209 100644
--- a/domains/entertainment/youtube-first-distribution-for-major-studio-coproductions-signals-platform-primacy-over-traditional-broadcast-windowing.md
+++ b/domains/entertainment/youtube-first-distribution-for-major-studio-coproductions-signals-platform-primacy-over-traditional-broadcast-windowing.md
@@ -8,6 +8,8 @@ created: 2026-02-20
 depends_on:
   - "traditional media buyers now seek content with pre-existing community engagement data as risk mitigation"
   - "progressive validation through community building reduces development risk by proving audience demand before production investment"
+sourced_from:
+- inbox/archive/entertainment/2025-06-02-kidscreen-mediawan-claynosaurz-animated-series.md
 ---
 
 # YouTube-first distribution for major studio coproductions may signal shifting distribution strategy when community validation exists
diff --git a/domains/grand-strategy/ai-weapons-governance-tractability-stratifies-by-strategic-utility-creating-ottawa-treaty-path-for-medium-utility-categories.md b/domains/grand-strategy/ai-weapons-governance-tractability-stratifies-by-strategic-utility-creating-ottawa-treaty-path-for-medium-utility-categories.md
index 3b6e220bc..2dc6e06bc 100644
--- a/domains/grand-strategy/ai-weapons-governance-tractability-stratifies-by-strategic-utility-creating-ottawa-treaty-path-for-medium-utility-categories.md
+++ b/domains/grand-strategy/ai-weapons-governance-tractability-stratifies-by-strategic-utility-creating-ottawa-treaty-path-for-medium-utility-categories.md
@@ -25,6 +25,8 @@ reweave_edges:
 - Arms control governance requires stigmatization (necessary condition) plus either compliance demonstrability OR strategic utility reduction (substitutable enabling conditions)|supports|2026-04-17
 - definitional-ambiguity-in-autonomous-weapons-governance-is-strategic-interest-not-bureaucratic-failure-because-major-powers-preserve-programs-through-vague-thresholds|related|2026-04-18
 - Venue bypass procedural innovation enables middle-power-led norm formation by routing negotiations outside great-power-veto machinery, as demonstrated by Axworthy's Ottawa Process|supports|2026-04-20
+sourced_from:
+- inbox/archive/grand-strategy/2026-03-31-leo-ai-weapons-strategic-utility-differentiation-governance-pathway.md
 ---
 
 # AI weapons governance tractability stratifies by strategic utility — high-utility targeting AI faces firm legislative ceiling while medium-utility loitering munitions and autonomous naval mines follow Ottawa Treaty path where stigmatization plus low strategic exclusivity enables binding instruments outside CCW
diff --git a/domains/grand-strategy/aviation-governance-succeeded-through-five-enabling-conditions-all-absent-for-ai.md b/domains/grand-strategy/aviation-governance-succeeded-through-five-enabling-conditions-all-absent-for-ai.md
index aec12900e..acfddc4ed 100644
--- a/domains/grand-strategy/aviation-governance-succeeded-through-five-enabling-conditions-all-absent-for-ai.md
+++ b/domains/grand-strategy/aviation-governance-succeeded-through-five-enabling-conditions-all-absent-for-ai.md
@@ -22,6 +22,8 @@ reweave_edges:
 supports:
 - governance-speed-scales-with-number-of-enabling-conditions-present
 - internet-social-governance-failed-because-harms-are-abstract-and-non-attributable-commercial-stakes-were-peak-at-governance-attempt-and-sovereignty-conflicts-prevent-consensus
+sourced_from:
+- inbox/archive/grand-strategy/2026-04-01-leo-aviation-governance-icao-coordination-success.md
 ---
 
 # Aviation governance succeeded through five enabling conditions that are all absent for AI: airspace sovereignty assertion, visible catastrophic failure, commercial interoperability necessity, low competitive stakes at inception, and physical infrastructure chokepoints
diff --git a/domains/grand-strategy/eu-ai-act-article-2-3-national-security-exclusion-confirms-legislative-ceiling-is-cross-jurisdictional.md b/domains/grand-strategy/eu-ai-act-article-2-3-national-security-exclusion-confirms-legislative-ceiling-is-cross-jurisdictional.md
index 3d9f308dd..4736f9a0a 100644
--- a/domains/grand-strategy/eu-ai-act-article-2-3-national-security-exclusion-confirms-legislative-ceiling-is-cross-jurisdictional.md
+++ b/domains/grand-strategy/eu-ai-act-article-2-3-national-security-exclusion-confirms-legislative-ceiling-is-cross-jurisdictional.md
@@ -11,6 +11,8 @@ attribution:
   sourcer:
     - handle: "leo-(cross-domain-synthesis)"
       context: "EU AI Act (Regulation 2024/1689) Article 2.3, GDPR Article 2.2(a) precedent, France/Germany member state lobbying record"
+sourced_from:
+- inbox/archive/grand-strategy/2026-03-30-leo-eu-ai-act-article2-national-security-exclusion-legislative-ceiling.md
 ---
 
 # The EU AI Act's Article 2.3 blanket national security exclusion suggests the legislative ceiling is cross-jurisdictional — even the world's most ambitious binding AI safety regulation explicitly carves out military and national security AI regardless of the type of entity deploying it
diff --git a/domains/grand-strategy/eu-ai-governance-reveals-form-substance-divergence-at-domestic-regulatory-level-through-simultaneous-treaty-ratification-and-compliance-delay.md b/domains/grand-strategy/eu-ai-governance-reveals-form-substance-divergence-at-domestic-regulatory-level-through-simultaneous-treaty-ratification-and-compliance-delay.md
index 804737ae3..966a67e8d 100644
--- a/domains/grand-strategy/eu-ai-governance-reveals-form-substance-divergence-at-domestic-regulatory-level-through-simultaneous-treaty-ratification-and-compliance-delay.md
+++ b/domains/grand-strategy/eu-ai-governance-reveals-form-substance-divergence-at-domestic-regulatory-level-through-simultaneous-treaty-ratification-and-compliance-delay.md
@@ -14,6 +14,8 @@ supports:
 - international-ai-governance-form-substance-divergence-enables-simultaneous-treaty-ratification-and-domestic-implementation-weakening
 reweave_edges:
 - international-ai-governance-form-substance-divergence-enables-simultaneous-treaty-ratification-and-domestic-implementation-weakening|supports|2026-04-18
+sourced_from:
+- inbox/archive/grand-strategy/2026-04-06-eu-ai-act-omnibus-vii-delays-march-2026.md
 ---
 
 # EU AI governance reveals form-substance divergence at domestic regulatory level through simultaneous treaty ratification and compliance delay
diff --git a/domains/grand-strategy/formal-coordination-mechanisms-require-narrative-objective-function-specification.md b/domains/grand-strategy/formal-coordination-mechanisms-require-narrative-objective-function-specification.md
index 8feec9599..11b3c6422 100644
--- a/domains/grand-strategy/formal-coordination-mechanisms-require-narrative-objective-function-specification.md
+++ b/domains/grand-strategy/formal-coordination-mechanisms-require-narrative-objective-function-specification.md
@@ -10,6 +10,8 @@ agent: leo
 scope: causal
 sourcer: Leo (Teleo collective synthesis)
 related_claims: ["[[global capitalism functions as a misaligned optimizer that produces outcomes no participant would choose because individual rationality aggregates into collective irrationality without coordination mechanisms]]"]
+sourced_from:
+- inbox/archive/internet-finance/2026-03-23-ranger-finance-metadao-liquidation-5m-usdc.md
 ---
 
 # Formal coordination mechanisms require shared narrative as prerequisite for valid objective function specification because the choice of what to optimize for is a narrative commitment the mechanism cannot make autonomously
diff --git a/domains/grand-strategy/governance-coordination-speed-scales-with-number-of-enabling-conditions-present-creating-predictable-timeline-variation-from-5-years-with-three-conditions-to-56-years-with-one-condition.md b/domains/grand-strategy/governance-coordination-speed-scales-with-number-of-enabling-conditions-present-creating-predictable-timeline-variation-from-5-years-with-three-conditions-to-56-years-with-one-condition.md
index ad2fcffce..57e11871a 100644
--- a/domains/grand-strategy/governance-coordination-speed-scales-with-number-of-enabling-conditions-present-creating-predictable-timeline-variation-from-5-years-with-three-conditions-to-56-years-with-one-condition.md
+++ b/domains/grand-strategy/governance-coordination-speed-scales-with-number-of-enabling-conditions-present-creating-predictable-timeline-variation-from-5-years-with-three-conditions-to-56-years-with-one-condition.md
@@ -18,6 +18,8 @@ related:
 reweave_edges:
 - Governance scope can bootstrap narrow and scale as commercial migration paths deepen over time|related|2026-04-18
 - governance-speed-scales-with-number-of-enabling-conditions-present|supports|2026-04-18
+sourced_from:
+- inbox/archive/grand-strategy/2026-04-01-leo-enabling-conditions-technology-governance-coupling-synthesis.md
 ---
 
 # Governance coordination speed scales with number of enabling conditions present, creating predictable timeline variation from 5 years with three conditions to 56 years with one condition
diff --git a/domains/grand-strategy/governance-speed-scales-with-number-of-enabling-conditions-present.md b/domains/grand-strategy/governance-speed-scales-with-number-of-enabling-conditions-present.md
index 843ed0860..dd9b237a2 100644
--- a/domains/grand-strategy/governance-speed-scales-with-number-of-enabling-conditions-present.md
+++ b/domains/grand-strategy/governance-speed-scales-with-number-of-enabling-conditions-present.md
@@ -11,6 +11,8 @@ attribution:
   sourcer:
     - handle: "leo"
       context: "Leo synthesis comparing aviation (1903-1919) and pharmaceutical regulation history"
+sourced_from:
+- inbox/archive/grand-strategy/2026-04-01-leo-aviation-governance-icao-coordination-success.md
 ---
 
 # Governance speed scales with the number of enabling conditions present: aviation with five conditions achieved governance in 16 years while pharmaceuticals with one condition took 56 years and multiple disasters
diff --git a/domains/grand-strategy/international-ai-governance-form-substance-divergence-enables-simultaneous-treaty-ratification-and-domestic-implementation-weakening.md b/domains/grand-strategy/international-ai-governance-form-substance-divergence-enables-simultaneous-treaty-ratification-and-domestic-implementation-weakening.md
index 4a6748fef..3600be7cf 100644
--- a/domains/grand-strategy/international-ai-governance-form-substance-divergence-enables-simultaneous-treaty-ratification-and-domestic-implementation-weakening.md
+++ b/domains/grand-strategy/international-ai-governance-form-substance-divergence-enables-simultaneous-treaty-ratification-and-domestic-implementation-weakening.md
@@ -14,6 +14,8 @@ supports:
 - eu-ai-governance-reveals-form-substance-divergence-at-domestic-regulatory-level-through-simultaneous-treaty-ratification-and-compliance-delay
 reweave_edges:
 - eu-ai-governance-reveals-form-substance-divergence-at-domestic-regulatory-level-through-simultaneous-treaty-ratification-and-compliance-delay|supports|2026-04-18
+sourced_from:
+- inbox/archive/grand-strategy/2026-04-06-eu-ai-act-omnibus-vii-delays-march-2026.md
 ---
 
 # International AI governance form-substance divergence enables simultaneous treaty ratification and domestic implementation weakening
diff --git a/domains/grand-strategy/internet-social-governance-failed-because-harms-are-abstract-and-non-attributable-commercial-stakes-were-peak-at-governance-attempt-and-sovereignty-conflicts-prevent-consensus.md b/domains/grand-strategy/internet-social-governance-failed-because-harms-are-abstract-and-non-attributable-commercial-stakes-were-peak-at-governance-attempt-and-sovereignty-conflicts-prevent-consensus.md
index fbeb9a83b..557fc7627 100644
--- a/domains/grand-strategy/internet-social-governance-failed-because-harms-are-abstract-and-non-attributable-commercial-stakes-were-peak-at-governance-attempt-and-sovereignty-conflicts-prevent-consensus.md
+++ b/domains/grand-strategy/internet-social-governance-failed-because-harms-are-abstract-and-non-attributable-commercial-stakes-were-peak-at-governance-attempt-and-sovereignty-conflicts-prevent-consensus.md
@@ -17,6 +17,8 @@ related:
 reweave_edges:
 - internet-technical-governance-succeeded-through-network-effects-and-low-commercial-stakes-at-inception-creating-self-enforcing-coordination-impossible-to-replicate-for-ai|related|2026-04-18
 - social media uniquely degrades democracy because it fractures the electorate itself rather than merely influencing policy making the regulatory body incapable of regulating its own degradation|related|2026-04-19
+sourced_from:
+- inbox/archive/grand-strategy/2026-04-01-leo-internet-governance-technical-social-layer-split.md
 ---
 
 # Internet social governance failed because harms are abstract and non-attributable, commercial stakes were peak at governance attempt, and sovereignty conflicts prevent consensus
diff --git a/domains/grand-strategy/internet-technical-governance-succeeded-through-network-effects-and-low-commercial-stakes-at-inception-creating-self-enforcing-coordination-impossible-to-replicate-for-ai.md b/domains/grand-strategy/internet-technical-governance-succeeded-through-network-effects-and-low-commercial-stakes-at-inception-creating-self-enforcing-coordination-impossible-to-replicate-for-ai.md
index 9296e236f..21dfbf0b5 100644
--- a/domains/grand-strategy/internet-technical-governance-succeeded-through-network-effects-and-low-commercial-stakes-at-inception-creating-self-enforcing-coordination-impossible-to-replicate-for-ai.md
+++ b/domains/grand-strategy/internet-technical-governance-succeeded-through-network-effects-and-low-commercial-stakes-at-inception-creating-self-enforcing-coordination-impossible-to-replicate-for-ai.md
@@ -17,6 +17,8 @@ related:
 reweave_edges:
 - Post-2008 financial regulation achieved partial international success (Basel III, FSB) despite high competitive stakes because commercial network effects made compliance self-enforcing through correspondent banking relationships and financial flows provided verifiable compliance mechanisms|related|2026-04-17
 - internet-social-governance-failed-because-harms-are-abstract-and-non-attributable-commercial-stakes-were-peak-at-governance-attempt-and-sovereignty-conflicts-prevent-consensus|related|2026-04-18
+sourced_from:
+- inbox/archive/grand-strategy/2026-04-01-leo-internet-governance-technical-social-layer-split.md
 ---
 
 # Internet technical governance succeeded through network effects and low commercial stakes at inception creating self-enforcing coordination impossible to replicate for AI
diff --git a/domains/grand-strategy/technology-governance-coordination-gaps-close-when-four-enabling-conditions-are-present-visible-triggering-events-commercial-network-effects-low-competitive-stakes-at-inception-or-physical-manifestation.md b/domains/grand-strategy/technology-governance-coordination-gaps-close-when-four-enabling-conditions-are-present-visible-triggering-events-commercial-network-effects-low-competitive-stakes-at-inception-or-physical-manifestation.md
index b8aa15e11..b65e4f4bf 100644
--- a/domains/grand-strategy/technology-governance-coordination-gaps-close-when-four-enabling-conditions-are-present-visible-triggering-events-commercial-network-effects-low-competitive-stakes-at-inception-or-physical-manifestation.md
+++ b/domains/grand-strategy/technology-governance-coordination-gaps-close-when-four-enabling-conditions-are-present-visible-triggering-events-commercial-network-effects-low-competitive-stakes-at-inception-or-physical-manifestation.md
@@ -24,6 +24,8 @@ supports:
 - governance-speed-scales-with-number-of-enabling-conditions-present
 - internet-technical-governance-succeeded-through-network-effects-and-low-commercial-stakes-at-inception-creating-self-enforcing-coordination-impossible-to-replicate-for-ai
 - Triggering events are sufficient to eventually produce domestic regulatory governance but cannot produce international treaty governance when Conditions 2, 3, and 4 are absent — demonstrated by COVID-19 producing domestic health governance reforms across major economies while failing to produce a binding international pandemic treaty 6 years after the largest triggering event in modern history
+sourced_from:
+- inbox/archive/grand-strategy/2026-04-01-leo-enabling-conditions-technology-governance-coupling-synthesis.md
 ---
 
 # Technology-governance coordination gaps close when four enabling conditions are present: visible triggering events, commercial network effects, low competitive stakes at inception, or physical manifestation
diff --git a/domains/health/AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk.md b/domains/health/AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk.md
index 3d180d0d0..b320f6d53 100644
--- a/domains/health/AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk.md	
+++ b/domains/health/AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk.md	
@@ -14,6 +14,8 @@ related:
 - AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output
 reweave_edges:
 - AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output|related|2026-03-28
+sourced_from:
+- inbox/archive/health/2026-01-01-bvp-state-of-health-ai-2026.md
 ---
 
 # AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk
diff --git a/domains/health/AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output.md b/domains/health/AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output.md
index 928e53a10..4da97d689 100644
--- a/domains/health/AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output.md	
+++ b/domains/health/AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output.md	
@@ -9,6 +9,8 @@ related:
 - home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift
 reweave_edges:
 - home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift|related|2026-03-31
+sourced_from:
+- inbox/archive/health/2026-01-01-bvp-state-of-health-ai-2026.md
 ---
 
 # AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output
diff --git a/domains/health/CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring.md b/domains/health/CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring.md
index f15bd96f9..4659efb76 100644
--- a/domains/health/CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring.md	
+++ b/domains/health/CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring.md	
@@ -9,6 +9,8 @@ related:
 - medicare-advantage-market-is-an-oligopoly-with-unitedhealthgroup-and-humana-controlling-46-percent-despite-nominal-plan-choice
 reweave_edges:
 - medicare-advantage-market-is-an-oligopoly-with-unitedhealthgroup-and-humana-controlling-46-percent-despite-nominal-plan-choice|related|2026-03-31
+sourced_from:
+- inbox/archive/health/2026-03-22-openevidence-sutter-health-epic-integration.md
 ---
 
 # CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring
diff --git a/domains/health/CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo.md b/domains/health/CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo.md
index 36be04a5c..5fefb021a 100644
--- a/domains/health/CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo.md	
+++ b/domains/health/CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo.md	
@@ -12,6 +12,8 @@ reweave_edges:
 - tempo-pilot-creates-medicare-digital-health-pathway-while-medicaid-coverage-contracts|related|2026-04-04
 related:
 - tempo-pilot-creates-medicare-digital-health-pathway-while-medicaid-coverage-contracts
+sourced_from:
+- inbox/archive/health/2026-01-01-bvp-state-of-health-ai-2026.md
 ---
 
 # CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo
diff --git a/domains/health/Devoted is the fastest-growing MA plan at 121 percent growth because purpose-built technology outperforms acquisition-based vertical integration during CMS tightening.md b/domains/health/Devoted is the fastest-growing MA plan at 121 percent growth because purpose-built technology outperforms acquisition-based vertical integration during CMS tightening.md
index edeefe27e..b71bf64b0 100644
--- a/domains/health/Devoted is the fastest-growing MA plan at 121 percent growth because purpose-built technology outperforms acquisition-based vertical integration during CMS tightening.md	
+++ b/domains/health/Devoted is the fastest-growing MA plan at 121 percent growth because purpose-built technology outperforms acquisition-based vertical integration during CMS tightening.md	
@@ -9,6 +9,8 @@ related:
 - medicare-advantage-market-is-an-oligopoly-with-unitedhealthgroup-and-humana-controlling-46-percent-despite-nominal-plan-choice
 reweave_edges:
 - medicare-advantage-market-is-an-oligopoly-with-unitedhealthgroup-and-humana-controlling-46-percent-despite-nominal-plan-choice|related|2026-03-31
+sourced_from:
+- inbox/archive/health/2026-03-22-openevidence-sutter-health-epic-integration.md
 ---
 
 # Devoted is the fastest-growing MA plan at 121 percent growth because purpose-built technology outperforms acquisition-based vertical integration during CMS tightening
diff --git a/domains/health/FDA is replacing animal testing with AI models and organ-on-chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate.md b/domains/health/FDA is replacing animal testing with AI models and organ-on-chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate.md
index ae43955e3..7cabacab0 100644
--- a/domains/health/FDA is replacing animal testing with AI models and organ-on-chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate.md	
+++ b/domains/health/FDA is replacing animal testing with AI models and organ-on-chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate.md	
@@ -5,6 +5,8 @@ description: "FDA's April 2025 roadmap aims to make animal studies 'the exceptio
 confidence: experimental
 source: "Bessemer Venture Partners, State of Health AI 2026 (bvp.com/atlas/state-of-health-ai-2026); FDA Strategic Roadmap April 2025"
 created: 2026-03-07
+sourced_from:
+- inbox/archive/health/2026-01-01-bvp-state-of-health-ai-2026.md
 ---
 
 # FDA is replacing animal testing with AI models and organ-on-chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate
diff --git a/domains/health/OpenEvidence became the fastest-adopted clinical technology in history reaching 40 percent of US physicians daily within two years.md b/domains/health/OpenEvidence became the fastest-adopted clinical technology in history reaching 40 percent of US physicians daily within two years.md
index e19e417e4..1e440d0bd 100644
--- a/domains/health/OpenEvidence became the fastest-adopted clinical technology in history reaching 40 percent of US physicians daily within two years.md	
+++ b/domains/health/OpenEvidence became the fastest-adopted clinical technology in history reaching 40 percent of US physicians daily within two years.md	
@@ -8,6 +8,8 @@ confidence: likely
 related_claims:
   - generative-ai-medical-devices-require-new-regulatory-frameworks-because-non-determinism-continuous-updates-and-inherent-hallucination-are-architectural-properties
   - medical-benchmark-performance-does-not-predict-clinical-safety-as-usmle-scores-correlate-only-0-61-with-harm-rates
+sourced_from:
+- inbox/archive/health/2026-03-22-openevidence-sutter-health-epic-integration.md
 ---
 
 # OpenEvidence became the fastest-adopted clinical technology in history reaching 40 percent of US physicians daily within two years
diff --git a/domains/health/ai-induced-deskilling-follows-consistent-cross-specialty-pattern-in-medicine.md b/domains/health/ai-induced-deskilling-follows-consistent-cross-specialty-pattern-in-medicine.md
index 898e31333..e6ee76be7 100644
--- a/domains/health/ai-induced-deskilling-follows-consistent-cross-specialty-pattern-in-medicine.md
+++ b/domains/health/ai-induced-deskilling-follows-consistent-cross-specialty-pattern-in-medicine.md
@@ -13,6 +13,8 @@ related_claims: ["[[human-in-the-loop clinical AI degrades to worse-than-AI-alon
 supports: ["{'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'}", "Dopaminergic reinforcement of AI-assisted success creates motivational entrenchment that makes deskilling a behavioral incentive problem, not just a training design problem", "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"]
 related: ["Automation bias in medical imaging causes clinicians to anchor on AI output rather than conducting independent reads, increasing false-positive rates by up to 12 percent even among experienced readers", "ai-induced-deskilling-follows-consistent-cross-specialty-pattern-in-medicine", "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", "never-skilling-is-structurally-invisible-because-it-lacks-pre-ai-baseline-requiring-prospective-competency-assessment", "never-skilling-is-detection-resistant-and-unrecoverable-making-it-worse-than-deskilling"]
 reweave_edges: ["{'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|supports|2026-04-14'}", "Automation bias in medical imaging causes clinicians to anchor on AI output rather than conducting independent reads, increasing false-positive rates by up to 12 percent even among experienced readers|related|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", "{'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|supports|2026-04-17'}", "{'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|supports|2026-04-18'}", "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|supports|2026-04-19"]
+sourced_from:
+- inbox/archive/health/2026-04-13-natali-2025-ai-deskilling-comprehensive-review.md
 ---
 
 # 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
diff --git a/domains/health/anti-payvidor legislation targets all insurer-provider integration without distinguishing acquisition-based arbitrage from purpose-built care delivery.md b/domains/health/anti-payvidor legislation targets all insurer-provider integration without distinguishing acquisition-based arbitrage from purpose-built care delivery.md
index 0af0cbe9b..295a00ac7 100644
--- a/domains/health/anti-payvidor legislation targets all insurer-provider integration without distinguishing acquisition-based arbitrage from purpose-built care delivery.md	
+++ b/domains/health/anti-payvidor legislation targets all insurer-provider integration without distinguishing acquisition-based arbitrage from purpose-built care delivery.md	
@@ -5,6 +5,8 @@ domain: health
 created: 2026-02-20
 source: "POP Act H.R.5433/S.2836 September 2025; Break Up Big Medicine Act Warren/Hawley February 2026; Frier Levitt POP Act analysis 2025; Sheppard Health Law analysis 2025; AJMC analysis February 2026; On Healthcare Tech impact analysis February 2026"
 confidence: proven
+sourced_from:
+- inbox/archive/health/2026-03-22-openevidence-sutter-health-epic-integration.md
 ---
 
 # anti-payvidor legislation targets all insurer-provider integration without distinguishing acquisition-based arbitrage from purpose-built care delivery
diff --git a/domains/health/chronic-condition-special-needs-plans-grew-71-percent-in-one-year-indicating-explosive-demand-for-disease-management-infrastructure.md b/domains/health/chronic-condition-special-needs-plans-grew-71-percent-in-one-year-indicating-explosive-demand-for-disease-management-infrastructure.md
index 9697c421c..1f1506358 100644
--- a/domains/health/chronic-condition-special-needs-plans-grew-71-percent-in-one-year-indicating-explosive-demand-for-disease-management-infrastructure.md
+++ b/domains/health/chronic-condition-special-needs-plans-grew-71-percent-in-one-year-indicating-explosive-demand-for-disease-management-infrastructure.md
@@ -7,6 +7,8 @@ source: "Kaiser Family Foundation, Medicare Advantage in 2025: Enrollment Update
 created: 2025-07-24
 related_claims:
   - medicare-advantage-crossed-majority-enrollment-in-2023-marking-structural-transformation-from-supplement-to-dominant-program
+sourced_from:
+- inbox/archive/health/2025-07-24-kff-medicare-advantage-2025-enrollment-update.md
 ---
 
 # Chronic condition special needs plans grew 71 percent in one year indicating explosive demand for disease management infrastructure
diff --git a/domains/health/clinical-ai-chatbot-misuse-documented-as-top-patient-safety-hazard-two-consecutive-years.md b/domains/health/clinical-ai-chatbot-misuse-documented-as-top-patient-safety-hazard-two-consecutive-years.md
index cb5ac6607..7ae30c270 100644
--- a/domains/health/clinical-ai-chatbot-misuse-documented-as-top-patient-safety-hazard-two-consecutive-years.md
+++ b/domains/health/clinical-ai-chatbot-misuse-documented-as-top-patient-safety-hazard-two-consecutive-years.md
@@ -14,6 +14,8 @@ supports:
 - Clinical AI deregulation is occurring during active harm accumulation not after evidence of safety as demonstrated by simultaneous FDA enforcement discretion expansion and ECRI top hazard designation in January 2026
 reweave_edges:
 - Clinical AI deregulation is occurring during active harm accumulation not after evidence of safety as demonstrated by simultaneous FDA enforcement discretion expansion and ECRI top hazard designation in January 2026|supports|2026-04-04
+sourced_from:
+- inbox/archive/health/2026-01-xx-ecri-2026-health-tech-hazards-ai-chatbot-misuse-top-hazard.md
 ---
 
 # Clinical AI chatbot misuse is a documented ongoing harm source not a theoretical risk as evidenced by ECRI ranking it the number one health technology hazard for two consecutive years
diff --git a/domains/health/clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling.md b/domains/health/clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling.md
index b6c5718fe..84e61ecd5 100644
--- a/domains/health/clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling.md
+++ b/domains/health/clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling.md
@@ -13,6 +13,8 @@ related_claims: ["[[human-in-the-loop clinical AI degrades to worse-than-AI-alon
 supports: ["Never-skilling in clinical AI is structurally invisible because it lacks a pre-AI baseline for comparison, requiring prospective competency assessment before AI exposure to detect", "{'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'}", "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", "Automation bias in medical imaging causes clinicians to anchor on AI output rather than conducting independent reads, increasing false-positive rates by up to 12 percent even among experienced readers", "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"]
 reweave_edges: ["Never-skilling in clinical AI is structurally invisible because it lacks a pre-AI baseline for comparison, requiring prospective competency assessment before AI exposure to detect|supports|2026-04-12", "{'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|supports|2026-04-14'}", "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", "Automation bias in medical imaging causes clinicians to anchor on AI output rather than conducting independent reads, increasing false-positive rates by up to 12 percent even among experienced readers|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", "{'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|related|2026-04-17'}", "{'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|supports|2026-04-18'}", "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|related|2026-04-19"]
 related: ["{'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'}", "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", "clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling", "never-skilling-is-detection-resistant-and-unrecoverable-making-it-worse-than-deskilling", "ai-induced-deskilling-follows-consistent-cross-specialty-pattern-in-medicine", "never-skilling-is-structurally-invisible-because-it-lacks-pre-ai-baseline-requiring-prospective-competency-assessment", "ai-assistance-produces-neurologically-grounded-irreversible-deskilling-through-prefrontal-disengagement-hippocampal-reduction-and-dopaminergic-reinforcement"]
+sourced_from:
+- inbox/archive/health/2026-04-13-natali-2025-ai-deskilling-comprehensive-review.md
 ---
 
 # Clinical AI introduces three distinct skill failure modes — deskilling (existing expertise lost through disuse), mis-skilling (AI errors adopted as correct), and never-skilling (foundational competence never acquired) — requiring distinct mitigation strategies for each
diff --git a/domains/health/clinical-ai-hallucination-rates-vary-100x-by-task-making-single-regulatory-thresholds-operationally-inadequate.md b/domains/health/clinical-ai-hallucination-rates-vary-100x-by-task-making-single-regulatory-thresholds-operationally-inadequate.md
index 8e49b5d0f..8e6c0d368 100644
--- a/domains/health/clinical-ai-hallucination-rates-vary-100x-by-task-making-single-regulatory-thresholds-operationally-inadequate.md
+++ b/domains/health/clinical-ai-hallucination-rates-vary-100x-by-task-making-single-regulatory-thresholds-operationally-inadequate.md
@@ -16,6 +16,8 @@ supports:
 reweave_edges:
 - No regulatory body globally has established mandatory hallucination rate benchmarks for clinical AI despite evidence base and proposed frameworks|supports|2026-04-04
 - clinical-ai-errors-are-76-percent-omissions-not-commissions-inverting-the-hallucination-safety-model|supports|2026-04-07
+sourced_from:
+- inbox/archive/health/2026-03-22-cognitive-bias-clinical-llm-npj-digital-medicine.md
 ---
 
 # Clinical AI hallucination rates vary 100x by task making single regulatory thresholds operationally inadequate
diff --git a/domains/health/consumer willingness to pay out of pocket for AI-enhanced care is outpacing reimbursement creating a cash-pay adoption pathway that bypasses traditional payer gatekeeping.md b/domains/health/consumer willingness to pay out of pocket for AI-enhanced care is outpacing reimbursement creating a cash-pay adoption pathway that bypasses traditional payer gatekeeping.md
index 1f532187f..f0499308c 100644
--- a/domains/health/consumer willingness to pay out of pocket for AI-enhanced care is outpacing reimbursement creating a cash-pay adoption pathway that bypasses traditional payer gatekeeping.md	
+++ b/domains/health/consumer willingness to pay out of pocket for AI-enhanced care is outpacing reimbursement creating a cash-pay adoption pathway that bypasses traditional payer gatekeeping.md	
@@ -10,6 +10,8 @@ related:
 - CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo
 reweave_edges:
 - CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo|related|2026-03-28
+sourced_from:
+- inbox/archive/health/2026-01-01-bvp-state-of-health-ai-2026.md
 ---
 
 # consumer willingness to pay out of pocket for AI-enhanced care is outpacing reimbursement creating a cash-pay adoption pathway that bypasses traditional payer gatekeeping
diff --git a/domains/health/federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings.md b/domains/health/federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings.md
index 52717f21e..0db4d0a43 100644
--- a/domains/health/federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings.md
+++ b/domains/health/federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings.md
@@ -8,6 +8,8 @@ source: "ASPE Medicare Coverage of Anti-Obesity Medications analysis (2024-11-01
 created: 2026-03-11
 related_claims:
   - divergence-prevention-first-cost-reduction-vs-cost-redistribution
+sourced_from:
+- inbox/archive/health/2024-11-01-aspe-medicare-anti-obesity-medication-coverage.md
 ---
 
 # Federal budget scoring methodology systematically undervalues preventive interventions because the 10-year scoring window and conservative uptake assumptions exclude long-term downstream savings
diff --git a/domains/health/five-adverse-sdoh-independently-predict-hypertension-risk-food-insecurity-unemployment-poverty-low-education-inadequate-insurance.md b/domains/health/five-adverse-sdoh-independently-predict-hypertension-risk-food-insecurity-unemployment-poverty-low-education-inadequate-insurance.md
index d6046fe0c..fb4ce5bb0 100644
--- a/domains/health/five-adverse-sdoh-independently-predict-hypertension-risk-food-insecurity-unemployment-poverty-low-education-inadequate-insurance.md
+++ b/domains/health/five-adverse-sdoh-independently-predict-hypertension-risk-food-insecurity-unemployment-poverty-low-education-inadequate-insurance.md
@@ -21,6 +21,10 @@ reweave_edges:
 - food-as-medicine-interventions-produce-clinically-significant-improvements-during-active-delivery-but-benefits-fully-revert-when-structural-food-environment-support-is-removed|supports|2026-04-03
 - Food insecurity creates a bidirectional reinforcing loop with cardiovascular disease where disease drives dietary insufficiency through medical costs and dietary insufficiency drives disease through ultra-processed food reliance|supports|2026-04-07
 - SNAP receipt reduces antihypertensive medication nonadherence by 13.6 percentage points in food-insecure hypertensive patients but has no effect in food-secure patients, establishing the food-medication trade-off as a specific SDOH mechanism|related|2026-04-17
+sourced_from:
+- inbox/archive/health/2024-06-xx-aha-hypertension-sdoh-systematic-review-57-studies.md
+- inbox/archive/health/2026-01-21-aha-2026-heart-disease-stroke-statistics-update.md
+- inbox/archive/health/2025-11-01-jmir-knowledge-practice-gap-39-benchmarks-systematic-review.md
 ---
 
 # Five adverse SDOH independently predict hypertension risk and poor BP control: food insecurity, unemployment, poverty-level income, low education, and government or no insurance
diff --git a/domains/health/four competing payer-provider models are converging toward value-based care with vertical integration dominant today but aligned partnership potentially more durable.md b/domains/health/four competing payer-provider models are converging toward value-based care with vertical integration dominant today but aligned partnership potentially more durable.md
index f09e4b03e..2dd4d770c 100644
--- a/domains/health/four competing payer-provider models are converging toward value-based care with vertical integration dominant today but aligned partnership potentially more durable.md	
+++ b/domains/health/four competing payer-provider models are converging toward value-based care with vertical integration dominant today but aligned partnership potentially more durable.md	
@@ -5,6 +5,8 @@ domain: health
 created: 2026-02-17
 source: "SDOH/VBC research synthesis February 2026; Healthcare Dive Optum pricing study; DOJ antitrust investigations 2025; Devoted Health star ratings 2026"
 confidence: likely
+sourced_from:
+- inbox/archive/health/2026-03-22-openevidence-sutter-health-epic-integration.md
 ---
 
 # four competing payer-provider models are converging toward value-based care with vertical integration dominant today but aligned partnership potentially more durable
diff --git a/domains/health/glp-1-nutritional-support-advisory-recommends-snap-enrollment-creating-institutional-contradiction-with-snap-cuts.md b/domains/health/glp-1-nutritional-support-advisory-recommends-snap-enrollment-creating-institutional-contradiction-with-snap-cuts.md
index a6d56abd7..fd3cff894 100644
--- a/domains/health/glp-1-nutritional-support-advisory-recommends-snap-enrollment-creating-institutional-contradiction-with-snap-cuts.md
+++ b/domains/health/glp-1-nutritional-support-advisory-recommends-snap-enrollment-creating-institutional-contradiction-with-snap-cuts.md
@@ -14,6 +14,8 @@ supports:
 - GLP-1 therapy requires continuous nutritional monitoring infrastructure but 92 percent of patients receive no dietitian support creating a care gap that widens as adoption scales
 reweave_edges:
 - GLP-1 therapy requires continuous nutritional monitoring infrastructure but 92 percent of patients receive no dietitian support creating a care gap that widens as adoption scales|supports|2026-04-12
+sourced_from:
+- inbox/archive/health/2025-05-31-oma-asn-aclm-obesity-society-glp1-nutritional-priorities-advisory.md
 ---
 
 # GLP-1 nutritional support advisory explicitly recommends SNAP enrollment support creating institutional contradiction with simultaneous 186 billion dollar SNAP cuts
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 42f8dd8ea..2575eec60 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
@@ -25,6 +25,8 @@ supports:
 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
+sourced_from:
+- inbox/archive/health/2024-08-01-jmcp-glp1-persistence-adherence-commercial-populations.md
 ---
 
 # GLP-1 persistence drops to 15 percent at two years for non-diabetic obesity patients undermining chronic use economics
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 ce0d53831..a1ad885ac 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
@@ -14,6 +14,8 @@ supports:
 - GLP-1 nutritional support advisory explicitly recommends SNAP enrollment support creating institutional contradiction with simultaneous 186 billion dollar SNAP cuts
 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
+sourced_from:
+- inbox/archive/health/2025-05-31-oma-asn-aclm-obesity-society-glp1-nutritional-priorities-advisory.md
 ---
 
 # GLP-1 therapy requires continuous nutritional monitoring infrastructure but 92 percent of patients receive no dietitian support creating a care gap that widens as adoption scales
diff --git a/domains/health/glp1-access-follows-systematic-inversion-highest-burden-states-have-lowest-coverage-and-highest-income-relative-cost.md b/domains/health/glp1-access-follows-systematic-inversion-highest-burden-states-have-lowest-coverage-and-highest-income-relative-cost.md
index 7276b529a..7bc508c7b 100644
--- a/domains/health/glp1-access-follows-systematic-inversion-highest-burden-states-have-lowest-coverage-and-highest-income-relative-cost.md
+++ b/domains/health/glp1-access-follows-systematic-inversion-highest-burden-states-have-lowest-coverage-and-highest-income-relative-cost.md
@@ -16,6 +16,8 @@ supports:
 reweave_edges:
 - Medicaid coverage expansion for GLP-1s reduces racial prescribing disparities from 49 percent to near-parity because insurance policy is the primary structural driver not provider bias|supports|2026-04-14
 - Wealth stratification in GLP-1 access creates a disease progression disparity where lowest-income Black patients receive treatment at BMI 39.4 versus 35.0 for highest-income patients|supports|2026-04-14
+sourced_from:
+- inbox/archive/health/2026-04-13-kff-glp1-access-inversion-by-state-income.md
 ---
 
 # GLP-1 access follows systematic inversion where states with highest obesity prevalence have both lowest Medicaid coverage rates and highest income-relative out-of-pocket costs
diff --git a/domains/health/healthcare AI funding follows a winner-take-most pattern with category leaders absorbing capital at unprecedented velocity while 35 percent of deals are flat or down rounds.md b/domains/health/healthcare AI funding follows a winner-take-most pattern with category leaders absorbing capital at unprecedented velocity while 35 percent of deals are flat or down rounds.md
index 2fbf03470..d5529a172 100644
--- a/domains/health/healthcare AI funding follows a winner-take-most pattern with category leaders absorbing capital at unprecedented velocity while 35 percent of deals are flat or down rounds.md	
+++ b/domains/health/healthcare AI funding follows a winner-take-most pattern with category leaders absorbing capital at unprecedented velocity while 35 percent of deals are flat or down rounds.md	
@@ -10,6 +10,10 @@ related:
 - AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output
 reweave_edges:
 - AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output|related|2026-03-28
+sourced_from:
+- inbox/archive/health/2026-03-22-openevidence-sutter-health-epic-integration.md
+- inbox/archive/health/2026-01-01-bvp-state-of-health-ai-2026.md
+- inbox/archive/health/2025-06-01-abridge-valuation-growth-ai-scribe-metrics.md
 ---
 
 # healthcare AI funding follows a winner-take-most pattern with category leaders absorbing capital at unprecedented velocity while 35 percent of deals are flat or down rounds
diff --git a/domains/health/healthcares defensible layer is where atoms become bits because physical-to-digital conversion generates the data that powers AI care while building patient trust that software alone cannot create.md b/domains/health/healthcares defensible layer is where atoms become bits because physical-to-digital conversion generates the data that powers AI care while building patient trust that software alone cannot create.md
index cb33c93ef..87064b75d 100644
--- a/domains/health/healthcares defensible layer is where atoms become bits because physical-to-digital conversion generates the data that powers AI care while building patient trust that software alone cannot create.md	
+++ b/domains/health/healthcares defensible layer is where atoms become bits because physical-to-digital conversion generates the data that powers AI care while building patient trust that software alone cannot create.md	
@@ -6,6 +6,8 @@ created: 2026-02-21
 confidence: likely
 source: "Zachary Werner conversation, Devoted Health Series G analysis, Function Health strategy (February 2026)"
 tradition: "Teleological Investing, attractor state analysis"
+sourced_from:
+- inbox/archive/health/2026-03-22-openevidence-sutter-health-epic-integration.md
 ---
 
 # healthcares defensible layer is where atoms become bits because physical-to-digital conversion generates the data that powers AI care while building patient trust that software alone cannot create
diff --git a/domains/health/home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift.md b/domains/health/home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift.md
index 31ea065fc..0a549158e 100644
--- a/domains/health/home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift.md
+++ b/domains/health/home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift.md
@@ -9,6 +9,8 @@ supports:
 - rpm-technology-stack-enables-facility-to-home-care-migration-through-ai-middleware-that-converts-continuous-data-into-clinical-utility
 reweave_edges:
 - rpm-technology-stack-enables-facility-to-home-care-migration-through-ai-middleware-that-converts-continuous-data-into-clinical-utility|supports|2026-03-31
+sourced_from:
+- inbox/archive/health/2021-02-00-mckinsey-facility-to-home-265-billion-shift.md
 ---
 
 # Home-based care could capture $265 billion in Medicare spending by 2025 through hospital-at-home remote monitoring and post-acute shift
diff --git a/domains/health/hypertension-related-cvd-mortality-doubled-2000-2023-despite-available-treatment-indicating-behavioral-sdoh-failure.md b/domains/health/hypertension-related-cvd-mortality-doubled-2000-2023-despite-available-treatment-indicating-behavioral-sdoh-failure.md
index 7b60598c5..081e97065 100644
--- a/domains/health/hypertension-related-cvd-mortality-doubled-2000-2023-despite-available-treatment-indicating-behavioral-sdoh-failure.md
+++ b/domains/health/hypertension-related-cvd-mortality-doubled-2000-2023-despite-available-treatment-indicating-behavioral-sdoh-failure.md
@@ -24,6 +24,8 @@ supports:
 - Hypertension became the primary contributing cardiovascular cause of death in the US since 2022 marking a shift from acute ischemia to chronic metabolic disease as the dominant CVD mortality driver
 - Hypertensive disease mortality doubled in the US from 1999 to 2023, becoming the leading contributing cause of cardiovascular death by 2022 because obesity and sedentary behavior create treatment-resistant metabolic burden
 - US hypertension-related cardiovascular mortality nearly doubled from 2000 to 2019 while treatment and control rates stagnated for 15 years demonstrating structural access failure not drug unavailability
+sourced_from:
+- inbox/archive/health/2026-04-08-jacc-stats-2026-cv-health-stalling.md
 ---
 
 # Hypertension-related cardiovascular mortality nearly doubled in the United States 2000–2023 despite the availability of effective affordable generic antihypertensives indicating that hypertension management failure is a behavioral and social determinants problem not a pharmacological availability problem
diff --git a/domains/health/hypertension-shifted-from-secondary-to-primary-cvd-mortality-driver-since-2022.md b/domains/health/hypertension-shifted-from-secondary-to-primary-cvd-mortality-driver-since-2022.md
index b491d94ed..514aa2a90 100644
--- a/domains/health/hypertension-shifted-from-secondary-to-primary-cvd-mortality-driver-since-2022.md
+++ b/domains/health/hypertension-shifted-from-secondary-to-primary-cvd-mortality-driver-since-2022.md
@@ -16,6 +16,8 @@ supports:
 reweave_edges:
 - Hypertensive disease mortality doubled in the US from 1999 to 2023, becoming the leading contributing cause of cardiovascular death by 2022 because obesity and sedentary behavior create treatment-resistant metabolic burden|supports|2026-04-07
 - US heart failure mortality in 2023 exceeds its 1999 baseline after a 12-year reversal, demonstrating that improved acute ischemic care creates a larger pool of survivors with cardiometabolic disease burden|supports|2026-04-07
+sourced_from:
+- inbox/archive/health/2026-01-21-aha-2026-heart-disease-stroke-statistics-update.md
 ---
 
 # Hypertension became the primary contributing cardiovascular cause of death in the US since 2022 marking a shift from acute ischemia to chronic metabolic disease as the dominant CVD mortality driver
diff --git a/domains/health/japan-demographic-trajectory-provides-20-year-preview-of-us-long-term-care-challenge.md b/domains/health/japan-demographic-trajectory-provides-20-year-preview-of-us-long-term-care-challenge.md
index 1fa1837d8..2bd4e5d0a 100644
--- a/domains/health/japan-demographic-trajectory-provides-20-year-preview-of-us-long-term-care-challenge.md
+++ b/domains/health/japan-demographic-trajectory-provides-20-year-preview-of-us-long-term-care-challenge.md
@@ -5,6 +5,8 @@ description: "Japan at 28.4 percent elderly with 6M aged 85-plus growing to 10M
 confidence: proven
 source: "PMC/JMA Journal Japan LTCI paper (2021) demographic data"
 created: 2026-03-11
+sourced_from:
+- inbox/archive/health/2021-02-00-pmc-japan-ltci-past-present-future.md
 ---
 
 # Japan's demographic trajectory provides a 20-year preview of US long-term care challenges
diff --git a/domains/health/japan-ltci-proves-mandatory-universal-long-term-care-insurance-is-viable-at-national-scale.md b/domains/health/japan-ltci-proves-mandatory-universal-long-term-care-insurance-is-viable-at-national-scale.md
index 29cac1ddb..7baccb681 100644
--- a/domains/health/japan-ltci-proves-mandatory-universal-long-term-care-insurance-is-viable-at-national-scale.md
+++ b/domains/health/japan-ltci-proves-mandatory-universal-long-term-care-insurance-is-viable-at-national-scale.md
@@ -9,6 +9,8 @@ supports:
 - japan-demographic-trajectory-provides-20-year-preview-of-us-long-term-care-challenge
 reweave_edges:
 - japan-demographic-trajectory-provides-20-year-preview-of-us-long-term-care-challenge|supports|2026-03-31
+sourced_from:
+- inbox/archive/health/2021-02-00-pmc-japan-ltci-past-present-future.md
 ---
 
 # Japan's LTCI proves mandatory universal long-term care insurance is viable at national scale
diff --git a/domains/health/llm-nursing-care-plans-exhibit-dual-pathway-sociodemographic-bias-in-content-and-expert-rated-quality.md b/domains/health/llm-nursing-care-plans-exhibit-dual-pathway-sociodemographic-bias-in-content-and-expert-rated-quality.md
index 0a8743cd2..8d7d1b89a 100644
--- a/domains/health/llm-nursing-care-plans-exhibit-dual-pathway-sociodemographic-bias-in-content-and-expert-rated-quality.md
+++ b/domains/health/llm-nursing-care-plans-exhibit-dual-pathway-sociodemographic-bias-in-content-and-expert-rated-quality.md
@@ -16,6 +16,8 @@ supports:
 reweave_edges:
 - Clinical AI that reinforces physician plans amplifies existing demographic biases at population scale because both physician behavior and LLM training data encode historical inequities|supports|2026-04-07
 - LLM clinical recommendations exhibit systematic sociodemographic bias across all model architectures because training data encodes historical healthcare inequities|supports|2026-04-07
+sourced_from:
+- inbox/archive/health/2025-01-01-jmir-e78132-llm-nursing-care-plan-sociodemographic-bias.md
 ---
 
 # LLM-generated nursing care plans exhibit dual-pathway sociodemographic bias affecting both plan content and expert-rated clinical quality
diff --git a/domains/health/lower-income-patients-show-higher-glp-1-discontinuation-rates-suggesting-affordability-not-just-clinical-factors-drive-persistence.md b/domains/health/lower-income-patients-show-higher-glp-1-discontinuation-rates-suggesting-affordability-not-just-clinical-factors-drive-persistence.md
index b3936b98d..521a7b2e0 100644
--- a/domains/health/lower-income-patients-show-higher-glp-1-discontinuation-rates-suggesting-affordability-not-just-clinical-factors-drive-persistence.md
+++ b/domains/health/lower-income-patients-show-higher-glp-1-discontinuation-rates-suggesting-affordability-not-just-clinical-factors-drive-persistence.md
@@ -24,6 +24,8 @@ reweave_edges:
 supports:
 - GLP-1 access structure is inverted relative to clinical need because populations with highest obesity prevalence and cardiometabolic risk face the highest barriers creating an equity paradox where the most effective cardiovascular intervention will disproportionately benefit already-advantaged populations
 - GLP-1 access follows systematic inversion where states with highest obesity prevalence have both lowest Medicaid coverage rates and highest income-relative out-of-pocket costs
+sourced_from:
+- inbox/archive/health/2024-08-01-jmcp-glp1-persistence-adherence-commercial-populations.md
 ---
 
 # Lower-income patients show higher GLP-1 discontinuation rates suggesting affordability not just clinical factors drive persistence
diff --git a/domains/health/medicare-advantage-crossed-majority-enrollment-in-2023-marking-structural-transformation-from-supplement-to-dominant-program.md b/domains/health/medicare-advantage-crossed-majority-enrollment-in-2023-marking-structural-transformation-from-supplement-to-dominant-program.md
index cf78edea7..95d202f4b 100644
--- a/domains/health/medicare-advantage-crossed-majority-enrollment-in-2023-marking-structural-transformation-from-supplement-to-dominant-program.md
+++ b/domains/health/medicare-advantage-crossed-majority-enrollment-in-2023-marking-structural-transformation-from-supplement-to-dominant-program.md
@@ -10,6 +10,8 @@ supports:
 - chronic-condition-special-needs-plans-grew-71-percent-in-one-year-indicating-explosive-demand-for-disease-management-infrastructure
 reweave_edges:
 - chronic-condition-special-needs-plans-grew-71-percent-in-one-year-indicating-explosive-demand-for-disease-management-infrastructure|supports|2026-03-28
+sourced_from:
+- inbox/archive/health/2025-07-24-kff-medicare-advantage-2025-enrollment-update.md
 ---
 
 # Medicare Advantage crossed majority enrollment in 2023 marking structural transformation from supplement to dominant program
diff --git a/domains/health/medicare-advantage-market-is-an-oligopoly-with-unitedhealthgroup-and-humana-controlling-46-percent-despite-nominal-plan-choice.md b/domains/health/medicare-advantage-market-is-an-oligopoly-with-unitedhealthgroup-and-humana-controlling-46-percent-despite-nominal-plan-choice.md
index c886a4c28..f9281e6e1 100644
--- a/domains/health/medicare-advantage-market-is-an-oligopoly-with-unitedhealthgroup-and-humana-controlling-46-percent-despite-nominal-plan-choice.md
+++ b/domains/health/medicare-advantage-market-is-an-oligopoly-with-unitedhealthgroup-and-humana-controlling-46-percent-despite-nominal-plan-choice.md
@@ -5,6 +5,8 @@ description: "UHG and Humana enroll 15.6M beneficiaries (46% market share) with
 confidence: proven
 source: "Kaiser Family Foundation, Medicare Advantage in 2025: Enrollment Update and Key Trends (2025)"
 created: 2025-07-24
+sourced_from:
+- inbox/archive/health/2025-07-24-kff-medicare-advantage-2025-enrollment-update.md
 ---
 
 # Medicare Advantage market is an oligopoly with UnitedHealthGroup and Humana controlling 46 percent despite nominal plan choice
diff --git a/domains/health/medicare-advantage-spending-gap-grew-47x-while-enrollment-doubled-indicating-scale-worsens-overpayment-problem.md b/domains/health/medicare-advantage-spending-gap-grew-47x-while-enrollment-doubled-indicating-scale-worsens-overpayment-problem.md
index 1bac27f73..b65ddeb65 100644
--- a/domains/health/medicare-advantage-spending-gap-grew-47x-while-enrollment-doubled-indicating-scale-worsens-overpayment-problem.md
+++ b/domains/health/medicare-advantage-spending-gap-grew-47x-while-enrollment-doubled-indicating-scale-worsens-overpayment-problem.md
@@ -7,6 +7,8 @@ source: "Kaiser Family Foundation, Medicare Advantage in 2025: Enrollment Update
 created: 2025-07-24
 related_claims:
   - medicare-advantage-crossed-majority-enrollment-in-2023-marking-structural-transformation-from-supplement-to-dominant-program
+sourced_from:
+- inbox/archive/health/2025-07-24-kff-medicare-advantage-2025-enrollment-update.md
 ---
 
 # Medicare Advantage spending gap grew 4.7x while enrollment doubled indicating scale worsens overpayment problem
diff --git a/domains/health/medicare-trust-fund-insolvency-accelerated-12-years-by-tax-policy-demonstrating-fiscal-fragility.md b/domains/health/medicare-trust-fund-insolvency-accelerated-12-years-by-tax-policy-demonstrating-fiscal-fragility.md
index 274cedbfc..2efc06503 100644
--- a/domains/health/medicare-trust-fund-insolvency-accelerated-12-years-by-tax-policy-demonstrating-fiscal-fragility.md
+++ b/domains/health/medicare-trust-fund-insolvency-accelerated-12-years-by-tax-policy-demonstrating-fiscal-fragility.md
@@ -9,6 +9,9 @@ related:
 - medicare-advantage-spending-gap-grew-47x-while-enrollment-doubled-indicating-scale-worsens-overpayment-problem
 reweave_edges:
 - medicare-advantage-spending-gap-grew-47x-while-enrollment-doubled-indicating-scale-worsens-overpayment-problem|related|2026-03-31
+sourced_from:
+- inbox/archive/health/2026-02-23-cbo-medicare-trust-fund-2040-insolvency.md
+- inbox/archive/health/2026-03-22-openevidence-sutter-health-epic-integration.md
 ---
 
 # Medicare trust fund insolvency accelerated 12 years by single tax bill demonstrating fiscal fragility of demographic-dependent entitlements
diff --git a/domains/health/never-skilling-is-structurally-invisible-because-it-lacks-pre-ai-baseline-requiring-prospective-competency-assessment.md b/domains/health/never-skilling-is-structurally-invisible-because-it-lacks-pre-ai-baseline-requiring-prospective-competency-assessment.md
index 6f50d389b..3648dfabb 100644
--- a/domains/health/never-skilling-is-structurally-invisible-because-it-lacks-pre-ai-baseline-requiring-prospective-competency-assessment.md
+++ b/domains/health/never-skilling-is-structurally-invisible-because-it-lacks-pre-ai-baseline-requiring-prospective-competency-assessment.md
@@ -13,6 +13,9 @@ related_claims: ["[[clinical-ai-creates-three-distinct-skill-failure-modes-deski
 supports: ["Clinical AI introduces three distinct skill failure modes \u2014 deskilling (existing expertise lost through disuse), mis-skilling (AI errors adopted as correct), and never-skilling (foundational competence never acquired) \u2014 requiring distinct mitigation strategies for each", "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"]
 reweave_edges: ["Clinical AI introduces three distinct skill failure modes \u2014 deskilling (existing expertise lost through disuse), mis-skilling (AI errors adopted as correct), and never-skilling (foundational competence never acquired) \u2014 requiring distinct mitigation strategies for each|supports|2026-04-12", "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"]
 related: ["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", "never-skilling-is-detection-resistant-and-unrecoverable-making-it-worse-than-deskilling", "ai-induced-deskilling-follows-consistent-cross-specialty-pattern-in-medicine"]
+sourced_from:
+- inbox/archive/health/2026-04-13-natali-2025-ai-deskilling-comprehensive-review.md
+- inbox/archive/health/2025-11-01-jmir-knowledge-practice-gap-39-benchmarks-systematic-review.md
 ---
 
 # Never-skilling in clinical AI is structurally invisible because it lacks a pre-AI baseline for comparison, requiring prospective competency assessment before AI exposure to detect
diff --git a/domains/health/pace-demonstrates-integrated-care-averts-institutionalization-through-community-based-delivery-not-cost-reduction.md b/domains/health/pace-demonstrates-integrated-care-averts-institutionalization-through-community-based-delivery-not-cost-reduction.md
index d9953838c..baaee513d 100644
--- a/domains/health/pace-demonstrates-integrated-care-averts-institutionalization-through-community-based-delivery-not-cost-reduction.md
+++ b/domains/health/pace-demonstrates-integrated-care-averts-institutionalization-through-community-based-delivery-not-cost-reduction.md
@@ -8,6 +8,8 @@ created: 2026-03-10
 last_evaluated: 2026-03-10
 depends_on: ["pace-restructures-costs-from-acute-to-chronic-spending-without-reducing-total-expenditure-challenging-prevention-saves-money-narrative"]
 challenged_by: []
+sourced_from:
+- inbox/archive/health/2014-00-00-aspe-pace-effect-costs-nursing-home-mortality.md
 ---
 
 # PACE averts long-term institutionalization through integrated community-based care, not cost reduction
diff --git a/domains/health/pace-restructures-costs-from-acute-to-chronic-spending-without-reducing-total-expenditure-challenging-prevention-saves-money-narrative.md b/domains/health/pace-restructures-costs-from-acute-to-chronic-spending-without-reducing-total-expenditure-challenging-prevention-saves-money-narrative.md
index a4c5fc378..964086e99 100644
--- a/domains/health/pace-restructures-costs-from-acute-to-chronic-spending-without-reducing-total-expenditure-challenging-prevention-saves-money-narrative.md
+++ b/domains/health/pace-restructures-costs-from-acute-to-chronic-spending-without-reducing-total-expenditure-challenging-prevention-saves-money-narrative.md
@@ -13,6 +13,8 @@ challenges:
 - Does prevention-first care reduce total healthcare costs or just redistribute them from acute to chronic spending?
 reweave_edges:
 - Does prevention-first care reduce total healthcare costs or just redistribute them from acute to chronic spending?|challenges|2026-04-17
+sourced_from:
+- inbox/archive/health/2014-00-00-aspe-pace-effect-costs-nursing-home-mortality.md
 ---
 
 # PACE restructures costs from acute to chronic spending without reducing total expenditure, challenging the prevention-saves-money narrative
diff --git a/domains/health/provider-tax-freeze-blocks-state-chw-expansion-by-eliminating-the-funding-mechanism-not-the-program.md b/domains/health/provider-tax-freeze-blocks-state-chw-expansion-by-eliminating-the-funding-mechanism-not-the-program.md
index 2ffec3cee..4cb59189c 100644
--- a/domains/health/provider-tax-freeze-blocks-state-chw-expansion-by-eliminating-the-funding-mechanism-not-the-program.md
+++ b/domains/health/provider-tax-freeze-blocks-state-chw-expansion-by-eliminating-the-funding-mechanism-not-the-program.md
@@ -10,6 +10,8 @@ agent: vida
 scope: structural
 sourcer: KFF Health News / CBO
 related_claims: ["[[SDOH interventions show strong ROI but adoption stalls because Z-code documentation remains below 3 percent and no operational infrastructure connects screening to action]]"]
+sourced_from:
+- inbox/archive/health/2026-03-20-kff-cbo-obbba-coverage-losses-medicaid.md
 ---
 
 # Provider tax freeze blocks state CHW expansion by eliminating the funding mechanism not the program because provider taxes fund 17 percent of state Medicaid share and CHW SPAs require state match
diff --git a/domains/health/racial-disparities-in-hypertension-persist-after-controlling-for-income-and-neighborhood-indicating-structural-racism-operates-through-unmeasured-mechanisms.md b/domains/health/racial-disparities-in-hypertension-persist-after-controlling-for-income-and-neighborhood-indicating-structural-racism-operates-through-unmeasured-mechanisms.md
index d655ea26f..e41336f30 100644
--- a/domains/health/racial-disparities-in-hypertension-persist-after-controlling-for-income-and-neighborhood-indicating-structural-racism-operates-through-unmeasured-mechanisms.md
+++ b/domains/health/racial-disparities-in-hypertension-persist-after-controlling-for-income-and-neighborhood-indicating-structural-racism-operates-through-unmeasured-mechanisms.md
@@ -11,6 +11,9 @@ attribution:
   sourcer:
     - handle: "american-heart-association"
       context: "American Heart Association Hypertension journal systematic review, 2024"
+sourced_from:
+- inbox/archive/health/2024-06-xx-aha-hypertension-sdoh-systematic-review-57-studies.md
+- inbox/archive/health/2026-01-21-aha-2026-heart-disease-stroke-statistics-update.md
 ---
 
 # Racial disparities in hypertension persist even after controlling for income and neighborhood poverty, indicating structural racism operates through additional mechanisms not captured by standard SDOH measures
diff --git a/domains/health/regulatory-deregulation-occurring-during-active-harm-accumulation-not-after-safety-evidence.md b/domains/health/regulatory-deregulation-occurring-during-active-harm-accumulation-not-after-safety-evidence.md
index e1817d7fa..1613d6617 100644
--- a/domains/health/regulatory-deregulation-occurring-during-active-harm-accumulation-not-after-safety-evidence.md
+++ b/domains/health/regulatory-deregulation-occurring-during-active-harm-accumulation-not-after-safety-evidence.md
@@ -30,6 +30,8 @@ reweave_edges:
 related:
 - All three major clinical AI regulatory tracks converged on adoption acceleration rather than safety evaluation in Q1 2026
 - {'The clinical AI safety gap is doubly structural': "FDA enforcement discretion removes pre-deployment safety requirements while MAUDE's lack of AI-specific fields means post-market surveillance cannot detect AI-attributable harm"}
+sourced_from:
+- inbox/archive/health/2026-01-xx-ecri-2026-health-tech-hazards-ai-chatbot-misuse-top-hazard.md
 ---
 
 # Clinical AI deregulation is occurring during active harm accumulation not after evidence of safety as demonstrated by simultaneous FDA enforcement discretion expansion and ECRI top hazard designation in January 2026
diff --git a/domains/health/semaglutide-achieves-47-percent-one-year-persistence-versus-19-percent-for-liraglutide-showing-drug-specific-adherence-variation-of-2-5x.md b/domains/health/semaglutide-achieves-47-percent-one-year-persistence-versus-19-percent-for-liraglutide-showing-drug-specific-adherence-variation-of-2-5x.md
index 326d38e23..a8c91d866 100644
--- a/domains/health/semaglutide-achieves-47-percent-one-year-persistence-versus-19-percent-for-liraglutide-showing-drug-specific-adherence-variation-of-2-5x.md
+++ b/domains/health/semaglutide-achieves-47-percent-one-year-persistence-versus-19-percent-for-liraglutide-showing-drug-specific-adherence-variation-of-2-5x.md
@@ -13,6 +13,8 @@ reweave_edges:
 - semaglutide-reduces-kidney-disease-progression-24-percent-and-delays-dialysis-creating-largest-per-patient-cost-savings|related|2026-04-04
 - GLP-1 long-term persistence remains structurally limited at 14 percent by year two despite year-one improvements|related|2026-04-09
 - GLP-1 year-one persistence for obesity nearly doubled from 2021 to 2024 driven by supply normalization and improved patient management|related|2026-04-09
+sourced_from:
+- inbox/archive/health/2024-08-01-jmcp-glp1-persistence-adherence-commercial-populations.md
 ---
 
 # Semaglutide achieves 47 percent one-year persistence versus 19 percent for liraglutide showing drug-specific adherence variation of 2.5x
diff --git a/domains/health/the healthcare cost curve bends up through 2035 because new curative and screening capabilities create more treatable conditions faster than prices decline.md b/domains/health/the healthcare cost curve bends up through 2035 because new curative and screening capabilities create more treatable conditions faster than prices decline.md
index 5d8743dc9..c29252e6d 100644
--- a/domains/health/the healthcare cost curve bends up through 2035 because new curative and screening capabilities create more treatable conditions faster than prices decline.md	
+++ b/domains/health/the healthcare cost curve bends up through 2035 because new curative and screening capabilities create more treatable conditions faster than prices decline.md	
@@ -5,6 +5,8 @@ domain: health
 created: 2026-02-17
 source: "Innovu chronic disease cost projection 2030; PwC future of health 2025; Stanford FSI NCD cost projection; American Heart Association CVD cost projection through 2035; KFF Medicare GLP-1 modeling"
 confidence: likely
+sourced_from:
+- inbox/archive/health/2026-01-21-aha-2026-heart-disease-stroke-statistics-update.md
 ---
 
 # the healthcare cost curve bends up through 2035 because new curative and screening capabilities create more treatable conditions faster than prices decline
diff --git a/domains/health/uk-eu-us-clinical-ai-regulation-converged-on-adoption-acceleration-q1-2026.md b/domains/health/uk-eu-us-clinical-ai-regulation-converged-on-adoption-acceleration-q1-2026.md
index 7bcd41e86..a4479d0bb 100644
--- a/domains/health/uk-eu-us-clinical-ai-regulation-converged-on-adoption-acceleration-q1-2026.md
+++ b/domains/health/uk-eu-us-clinical-ai-regulation-converged-on-adoption-acceleration-q1-2026.md
@@ -17,6 +17,9 @@ related:
 reweave_edges:
 - Regulatory rollback of clinical AI oversight in EU and US during 2025-2026 represents coordinated or parallel regulatory capture occurring simultaneously with accumulating research evidence of failure modes|related|2026-04-07
 - UK House of Lords Science and Technology Committee|supports|2026-04-07
+sourced_from:
+- inbox/archive/general/2026-03-10-uk-lords-inquiry-nhs-ai-personalised-medicine.md
+- inbox/archive/health/2026-03-10-lords-inquiry-nhs-ai-personalised-medicine-adoption.md
 ---
 
 # All three major clinical AI regulatory tracks converged on adoption acceleration rather than safety evaluation in Q1 2026
diff --git a/domains/health/ultra-processed-food-consumption-increases-incident-hypertension-through-chronic-inflammation-pathway.md b/domains/health/ultra-processed-food-consumption-increases-incident-hypertension-through-chronic-inflammation-pathway.md
index 98d0e3bc4..80b53ef69 100644
--- a/domains/health/ultra-processed-food-consumption-increases-incident-hypertension-through-chronic-inflammation-pathway.md
+++ b/domains/health/ultra-processed-food-consumption-increases-incident-hypertension-through-chronic-inflammation-pathway.md
@@ -14,6 +14,9 @@ supports:
 - Ultra-processed food diets generate continuous inflammatory vascular damage that partially counteracts antihypertensive pharmacology explaining why 76.6% of treated patients fail to achieve blood pressure control
 reweave_edges:
 - Ultra-processed food diets generate continuous inflammatory vascular damage that partially counteracts antihypertensive pharmacology explaining why 76.6% of treated patients fail to achieve blood pressure control|supports|2026-04-07
+sourced_from:
+- inbox/archive/health/2026-01-21-aha-2026-heart-disease-stroke-statistics-update.md
+- inbox/archive/health/2024-10-xx-aha-regards-upf-hypertension-cohort-9-year-followup.md
 ---
 
 # Ultra-processed food consumption increases incident hypertension risk by 23% over 9 years through a chronic inflammation pathway that establishes food environment as a mechanistic driver not merely a poverty correlate
diff --git a/domains/health/upf-driven-chronic-inflammation-creates-continuous-vascular-risk-regeneration-explaining-antihypertensive-treatment-failure.md b/domains/health/upf-driven-chronic-inflammation-creates-continuous-vascular-risk-regeneration-explaining-antihypertensive-treatment-failure.md
index 293c0edee..6dddfdc59 100644
--- a/domains/health/upf-driven-chronic-inflammation-creates-continuous-vascular-risk-regeneration-explaining-antihypertensive-treatment-failure.md
+++ b/domains/health/upf-driven-chronic-inflammation-creates-continuous-vascular-risk-regeneration-explaining-antihypertensive-treatment-failure.md
@@ -14,6 +14,8 @@ supports:
 - Ultra-processed food consumption increases incident hypertension risk by 23% over 9 years through a chronic inflammation pathway that establishes food environment as a mechanistic driver not merely a poverty correlate
 reweave_edges:
 - Ultra-processed food consumption increases incident hypertension risk by 23% over 9 years through a chronic inflammation pathway that establishes food environment as a mechanistic driver not merely a poverty correlate|supports|2026-04-07
+sourced_from:
+- inbox/archive/health/2024-10-xx-aha-regards-upf-hypertension-cohort-9-year-followup.md
 ---
 
 # Ultra-processed food diets generate continuous inflammatory vascular damage that partially counteracts antihypertensive pharmacology explaining why 76.6% of treated patients fail to achieve blood pressure control
diff --git a/domains/health/us-cvd-mortality-bifurcating-ischemic-declining-heart-failure-hypertension-worsening.md b/domains/health/us-cvd-mortality-bifurcating-ischemic-declining-heart-failure-hypertension-worsening.md
index a7d4c06e0..b609f16d5 100644
--- a/domains/health/us-cvd-mortality-bifurcating-ischemic-declining-heart-failure-hypertension-worsening.md
+++ b/domains/health/us-cvd-mortality-bifurcating-ischemic-declining-heart-failure-hypertension-worsening.md
@@ -20,6 +20,8 @@ reweave_edges:
 - Midlife CVD mortality (ages 40-64) increased in many US states after 2010 representing a reversal not merely stagnation|supports|2026-04-07
 - US heart failure mortality in 2023 exceeds its 1999 baseline after a 12-year reversal, demonstrating that improved acute ischemic care creates a larger pool of survivors with cardiometabolic disease burden|supports|2026-04-07
 - Long-term US cardiovascular mortality gains are slowing or reversing across major conditions as of 2026 after decades of continuous improvement|supports|2026-04-10
+sourced_from:
+- inbox/archive/health/2026-01-21-aha-2026-heart-disease-stroke-statistics-update.md
 ---
 
 # US CVD mortality is bifurcating with ischemic heart disease declining while heart failure and hypertensive disease reach all-time highs revealing that aggregate improvement masks structural deterioration in cardiometabolic health
diff --git a/domains/health/us-healthcare-ranks-last-among-peer-nations-despite-highest-spending-because-access-and-equity-failures-override-clinical-quality.md b/domains/health/us-healthcare-ranks-last-among-peer-nations-despite-highest-spending-because-access-and-equity-failures-override-clinical-quality.md
index 3fcbd0d34..d7b1fd4eb 100644
--- a/domains/health/us-healthcare-ranks-last-among-peer-nations-despite-highest-spending-because-access-and-equity-failures-override-clinical-quality.md
+++ b/domains/health/us-healthcare-ranks-last-among-peer-nations-despite-highest-spending-because-access-and-equity-failures-override-clinical-quality.md
@@ -9,6 +9,8 @@ supports:
 - 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
 reweave_edges:
 - 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|supports|2026-04-07
+sourced_from:
+- inbox/archive/health/2024-09-19-commonwealth-fund-mirror-mirror-2024.md
 ---
 
 # US healthcare ranks last among peer nations despite highest spending because access and equity failures override clinical quality
diff --git a/domains/health/us-long-term-care-financing-gap-is-largest-unaddressed-structural-problem-in-american-healthcare.md b/domains/health/us-long-term-care-financing-gap-is-largest-unaddressed-structural-problem-in-american-healthcare.md
index 00eef67ea..a817566ce 100644
--- a/domains/health/us-long-term-care-financing-gap-is-largest-unaddressed-structural-problem-in-american-healthcare.md
+++ b/domains/health/us-long-term-care-financing-gap-is-largest-unaddressed-structural-problem-in-american-healthcare.md
@@ -9,6 +9,8 @@ supports:
 - japan-demographic-trajectory-provides-20-year-preview-of-us-long-term-care-challenge
 reweave_edges:
 - japan-demographic-trajectory-provides-20-year-preview-of-us-long-term-care-challenge|supports|2026-03-31
+sourced_from:
+- inbox/archive/health/2021-02-00-pmc-japan-ltci-past-present-future.md
 ---
 
 # US long-term care financing gap is the largest unaddressed structural problem in American healthcare
diff --git a/domains/health/uspstf-glp1-policy-gap-leaves-aca-mandatory-coverage-dormant.md b/domains/health/uspstf-glp1-policy-gap-leaves-aca-mandatory-coverage-dormant.md
index b89373288..cc1be1b0a 100644
--- a/domains/health/uspstf-glp1-policy-gap-leaves-aca-mandatory-coverage-dormant.md
+++ b/domains/health/uspstf-glp1-policy-gap-leaves-aca-mandatory-coverage-dormant.md
@@ -11,6 +11,8 @@ scope: structural
 sourcer: USPSTF
 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]]", "[[value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk]]"]
 related: ["uspstf-glp1-policy-gap-leaves-aca-mandatory-coverage-dormant", "acc-2025-distinguishes-glp1-symptom-improvement-from-mortality-reduction-in-hfpef", "glp-1-population-mortality-impact-delayed-20-years-by-access-and-adherence-constraints", "glp1-year-one-persistence-doubled-2021-2024-supply-normalization", "glp1-access-follows-systematic-inversion-highest-burden-states-have-lowest-coverage-and-highest-income-relative-cost"]
+sourced_from:
+- inbox/archive/health/2026-04-13-uspstf-2018-b-recommendation-glp1-pharmacotherapy-gap.md
 ---
 
 # The USPSTF's 2018 adult obesity B recommendation predates therapeutic-dose GLP-1 agonists and remains unupdated, leaving the ACA mandatory coverage mechanism dormant for the drug class most likely to change obesity outcomes
diff --git a/domains/health/vbc-requires-enrollment-stability-as-structural-precondition-because-prevention-roi-depends-on-multi-year-attribution.md b/domains/health/vbc-requires-enrollment-stability-as-structural-precondition-because-prevention-roi-depends-on-multi-year-attribution.md
index 3a03c8ae7..cdd8d9082 100644
--- a/domains/health/vbc-requires-enrollment-stability-as-structural-precondition-because-prevention-roi-depends-on-multi-year-attribution.md
+++ b/domains/health/vbc-requires-enrollment-stability-as-structural-precondition-because-prevention-roi-depends-on-multi-year-attribution.md
@@ -14,6 +14,8 @@ supports:
 - OBBBA Medicaid work requirements destroy the enrollment stability that value-based care requires for prevention ROI by forcing all 50 states to implement 80-hour monthly work thresholds by December 2026
 reweave_edges:
 - OBBBA Medicaid work requirements destroy the enrollment stability that value-based care requires for prevention ROI by forcing all 50 states to implement 80-hour monthly work thresholds by December 2026|supports|2026-04-09
+sourced_from:
+- inbox/archive/health/2026-03-20-kff-cbo-obbba-coverage-losses-medicaid.md
 ---
 
 # Value-based care requires enrollment stability as structural precondition because prevention ROI depends on multi-year attribution and semi-annual redeterminations break the investment timeline
diff --git a/domains/internet-finance/AI labor displacement operates as a self-funding feedback loop because companies substitute AI for labor as OpEx not CapEx meaning falling aggregate demand does not slow AI adoption.md b/domains/internet-finance/AI labor displacement operates as a self-funding feedback loop because companies substitute AI for labor as OpEx not CapEx meaning falling aggregate demand does not slow AI adoption.md
index 197046afb..8f0b95623 100644
--- a/domains/internet-finance/AI labor displacement operates as a self-funding feedback loop because companies substitute AI for labor as OpEx not CapEx meaning falling aggregate demand does not slow AI adoption.md	
+++ b/domains/internet-finance/AI labor displacement operates as a self-funding feedback loop because companies substitute AI for labor as OpEx not CapEx meaning falling aggregate demand does not slow AI adoption.md	
@@ -21,6 +21,8 @@ reweave_edges:
 - profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one|related|2026-04-19
 - sovereign AI tooling is a viable displacement response only for the technically sophisticated top percentile which means it cannot serve as a macro-level solution to AI labor disruption|related|2026-04-19
 - technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-02-22-citriniresearch-2028-global-intelligence-crisis.md
 ---
 
 # AI labor displacement operates as a self-funding feedback loop because companies substitute AI for labor as OpEx not CapEx meaning falling aggregate demand does not slow AI adoption
diff --git a/domains/internet-finance/LLMs shift investment management from economies of scale to economies of edge because AI collapses the analyst labor cost that forced funds to accumulate AUM rather than generate alpha.md b/domains/internet-finance/LLMs shift investment management from economies of scale to economies of edge because AI collapses the analyst labor cost that forced funds to accumulate AUM rather than generate alpha.md
index 76fe4a7e4..61ce20068 100644
--- a/domains/internet-finance/LLMs shift investment management from economies of scale to economies of edge because AI collapses the analyst labor cost that forced funds to accumulate AUM rather than generate alpha.md	
+++ b/domains/internet-finance/LLMs shift investment management from economies of scale to economies of edge because AI collapses the analyst labor cost that forced funds to accumulate AUM rather than generate alpha.md	
@@ -9,6 +9,9 @@ depends_on:
   - "[[giving away the intelligence layer to capture value on capital flow is the business model because domain expertise is the distribution mechanism not the revenue source]]"
   - "[[Living Agents are domain-expert investment entities where collective intelligence provides the analysis futarchy provides the governance and tokens provide permissionless access to private deal flow]]"
   - "[[token economics replacing management fees and carried interest creates natural meritocracy in investment governance]]"
+sourced_from:
+- inbox/archive/internet-finance/2026-02-17-theiaresearch-investment-manager-of-the-future.md
+- inbox/archive/internet-finance/2026-02-12-theiaresearch-2025-annual-letter.md
 ---
 
 # LLMs shift investment management from economies of scale to economies of edge because AI collapses the analyst labor cost that forced funds to accumulate AUM rather than generate alpha
diff --git a/domains/internet-finance/MetaDAO oversubscription is rational capital cycling under pro-rata not governance validation.md b/domains/internet-finance/MetaDAO oversubscription is rational capital cycling under pro-rata not governance validation.md
index 7f32511d6..593f74ef1 100644
--- a/domains/internet-finance/MetaDAO oversubscription is rational capital cycling under pro-rata not governance validation.md	
+++ b/domains/internet-finance/MetaDAO oversubscription is rational capital cycling under pro-rata not governance validation.md	
@@ -15,6 +15,9 @@ reweave_edges:
 - fixed-target-ico-capital-concentration-creates-whale-dominance-reflexivity-risk-because-small-contributor-counts-mask-extreme-capital-distribution|related|2026-04-18
 - Futarchy governance scaling constraint is trader sophistication not launch volume because governance markets are only as good as the people trading them|related|2026-04-19
 - xp-weighted-allocation-in-oversubscribed-raises-aligns-ownership-with-prior-contribution-by-redistributing-allocation-not-price|related|2026-04-20
+sourced_from:
+- inbox/archive/internet-finance/2026-03-15-pineanalytics-p2p-metadao-ico-analysis.md
+- inbox/archive/internet-finance/2026-03-25-pine-analytics-p2p-me-ico-analysis.md
 ---
 
 # MetaDAO oversubscription is rational capital cycling under pro-rata not governance validation
diff --git a/domains/internet-finance/Polymarket vindicated prediction markets over polling in 2024 US election.md b/domains/internet-finance/Polymarket vindicated prediction markets over polling in 2024 US election.md
index 3eceaceba..05a386c6b 100644
--- a/domains/internet-finance/Polymarket vindicated prediction markets over polling in 2024 US election.md	
+++ b/domains/internet-finance/Polymarket vindicated prediction markets over polling in 2024 US election.md	
@@ -6,6 +6,8 @@ created: 2026-02-16
 source: "Galaxy Research, State of Onchain Futarchy (2025)"
 confidence: proven
 tradition: "futarchy, mechanism design, prediction markets"
+sourced_from:
+- inbox/archive/internet-finance/2026-03-24-gg-research-futarchy-vs-grants-council-optimism-experiment.md
 ---
 
 The 2024 US election provided empirical vindication for prediction markets versus traditional polling. Polymarket's markets proved more accurate, more responsive to new information, and more democratically accessible than centralized polling operations. This success directly catalyzed renewed interest in applying futarchy to DAO governance—if markets outperform polls for election prediction, the same logic suggests they should outperform token voting for organizational decisions.
diff --git a/domains/internet-finance/SPL-404-enables-fungible-NFT-swap-revenue-for-DAOs-by-bridging-governance-tokens-and-NFT-liquidity-on-Solana.md b/domains/internet-finance/SPL-404-enables-fungible-NFT-swap-revenue-for-DAOs-by-bridging-governance-tokens-and-NFT-liquidity-on-Solana.md
index f5b2d8561..d8effe9af 100644
--- a/domains/internet-finance/SPL-404-enables-fungible-NFT-swap-revenue-for-DAOs-by-bridging-governance-tokens-and-NFT-liquidity-on-Solana.md
+++ b/domains/internet-finance/SPL-404-enables-fungible-NFT-swap-revenue-for-DAOs-by-bridging-governance-tokens-and-NFT-liquidity-on-Solana.md
@@ -7,6 +7,8 @@ source: "Rio; FutureDAO Champions NFT Collection proposal (2024-07-18, passed 20
 created: 2026-03-12
 depends_on:
   - "MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale"
+sourced_from:
+- inbox/archive/internet-finance/2024-07-18-futardio-proposal-approve-budget-for-champions-nft-collection-design.md
 ---
 
 # SPL 404 enables fungible-NFT swap revenue for DAOs by bridging governance tokens and NFT liquidity on Solana
diff --git a/domains/internet-finance/access-friction-functions-as-a-natural-conviction-filter-in-token-launches-because-process-difficulty-selects-for-genuine-believers-while-price-friction-selects-for-wealthy-speculators.md b/domains/internet-finance/access-friction-functions-as-a-natural-conviction-filter-in-token-launches-because-process-difficulty-selects-for-genuine-believers-while-price-friction-selects-for-wealthy-speculators.md
index f9168f167..11036ed1e 100644
--- a/domains/internet-finance/access-friction-functions-as-a-natural-conviction-filter-in-token-launches-because-process-difficulty-selects-for-genuine-believers-while-price-friction-selects-for-wealthy-speculators.md
+++ b/domains/internet-finance/access-friction-functions-as-a-natural-conviction-filter-in-token-launches-because-process-difficulty-selects-for-genuine-believers-while-price-friction-selects-for-wealthy-speculators.md
@@ -17,6 +17,8 @@ related:
 - social-login-and-embedded-fiat-on-ramps-target-the-two-structural-barriers-to-mainstream-crypto-adoption
 reweave_edges:
 - social-login-and-embedded-fiat-on-ramps-target-the-two-structural-barriers-to-mainstream-crypto-adoption|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-03-16-cryptotomyt-friction-is-bullish.md
 ---
 
 # Access friction functions as a natural conviction filter in token launches because process difficulty selects for genuine believers while price friction selects for wealthy speculators
diff --git a/domains/internet-finance/aimd-congestion-control-generalizes-to-distributed-resource-allocation-because-queue-dynamics-are-structurally-identical-across-networks-and-compute-pipelines.md b/domains/internet-finance/aimd-congestion-control-generalizes-to-distributed-resource-allocation-because-queue-dynamics-are-structurally-identical-across-networks-and-compute-pipelines.md
index 865234e93..451e7c7d9 100644
--- a/domains/internet-finance/aimd-congestion-control-generalizes-to-distributed-resource-allocation-because-queue-dynamics-are-structurally-identical-across-networks-and-compute-pipelines.md
+++ b/domains/internet-finance/aimd-congestion-control-generalizes-to-distributed-resource-allocation-because-queue-dynamics-are-structurally-identical-across-networks-and-compute-pipelines.md
@@ -12,6 +12,8 @@ reweave_edges:
 - aimd-worker-scaling-requires-only-queue-state-observation-not-load-prediction-making-it-simpler-than-ml-based-autoscaling|related|2026-04-04
 related:
 - aimd-worker-scaling-requires-only-queue-state-observation-not-load-prediction-making-it-simpler-than-ml-based-autoscaling
+sourced_from:
+- inbox/archive/internet-finance/2021-09-00-vlahakis-aimd-scheduling-distributed-computing.md
 ---
 
 # AIMD congestion control generalizes to distributed resource allocation because queue dynamics are structurally identical across networks and compute pipelines
diff --git a/domains/internet-finance/aimd-converges-to-fair-resource-allocation-without-global-coordination-through-local-congestion-signals.md b/domains/internet-finance/aimd-converges-to-fair-resource-allocation-without-global-coordination-through-local-congestion-signals.md
index 644a58747..bb0bf10f4 100644
--- a/domains/internet-finance/aimd-converges-to-fair-resource-allocation-without-global-coordination-through-local-congestion-signals.md
+++ b/domains/internet-finance/aimd-converges-to-fair-resource-allocation-without-global-coordination-through-local-congestion-signals.md
@@ -12,6 +12,8 @@ supports:
 reweave_edges:
 - aimd-congestion-control-generalizes-to-distributed-resource-allocation-because-queue-dynamics-are-structurally-identical-across-networks-and-compute-pipelines|supports|2026-04-04
 - aimd-scaling-solves-variable-load-expensive-compute-coordination-without-prediction|supports|2026-04-04
+sourced_from:
+- inbox/archive/internet-finance/2016-00-00-corless-aimd-dynamics-distributed-resource-allocation.md
 ---
 
 # AIMD converges to fair resource allocation without global coordination through local congestion signals
diff --git a/domains/internet-finance/aimd-scaling-solves-variable-load-expensive-compute-coordination-without-prediction.md b/domains/internet-finance/aimd-scaling-solves-variable-load-expensive-compute-coordination-without-prediction.md
index caabafe81..dfb26e4cb 100644
--- a/domains/internet-finance/aimd-scaling-solves-variable-load-expensive-compute-coordination-without-prediction.md
+++ b/domains/internet-finance/aimd-scaling-solves-variable-load-expensive-compute-coordination-without-prediction.md
@@ -12,6 +12,8 @@ supports:
 reweave_edges:
 - aimd-congestion-control-generalizes-to-distributed-resource-allocation-because-queue-dynamics-are-structurally-identical-across-networks-and-compute-pipelines|supports|2026-04-04
 - aimd-worker-scaling-requires-only-queue-state-observation-not-load-prediction-making-it-simpler-than-ml-based-autoscaling|supports|2026-04-04
+sourced_from:
+- inbox/archive/internet-finance/2016-00-00-corless-aimd-dynamics-distributed-resource-allocation.md
 ---
 
 # AIMD scaling solves variable-load expensive-compute coordination without prediction
diff --git a/domains/internet-finance/aimd-worker-scaling-requires-only-queue-state-observation-not-load-prediction-making-it-simpler-than-ml-based-autoscaling.md b/domains/internet-finance/aimd-worker-scaling-requires-only-queue-state-observation-not-load-prediction-making-it-simpler-than-ml-based-autoscaling.md
index 75d4f3af7..65ac320fb 100644
--- a/domains/internet-finance/aimd-worker-scaling-requires-only-queue-state-observation-not-load-prediction-making-it-simpler-than-ml-based-autoscaling.md
+++ b/domains/internet-finance/aimd-worker-scaling-requires-only-queue-state-observation-not-load-prediction-making-it-simpler-than-ml-based-autoscaling.md
@@ -12,6 +12,8 @@ reweave_edges:
 - aimd-scaling-solves-variable-load-expensive-compute-coordination-without-prediction|supports|2026-04-04
 supports:
 - aimd-scaling-solves-variable-load-expensive-compute-coordination-without-prediction
+sourced_from:
+- inbox/archive/internet-finance/2021-09-00-vlahakis-aimd-scheduling-distributed-computing.md
 ---
 
 # AIMD worker scaling requires only queue state observation not load prediction making it simpler than ML-based autoscaling
diff --git a/domains/internet-finance/algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets.md b/domains/internet-finance/algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets.md
index 11a08bac5..df88b02ae 100644
--- a/domains/internet-finance/algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets.md
+++ b/domains/internet-finance/algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets.md
@@ -14,6 +14,40 @@ reweave_edges:
 - "{'Launchpet': 'Futardio ICO Launch|related|2026-04-18'}"
 - "Launchpet: Futardio ICO Launch|related|2026-04-19"
 - PURR|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-launchpet.md
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/internet-finance/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore.md
+- inbox/archive/2026-03-05-futardio-launch-launchpet.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # Algorithm-driven social feeds create attention-to-liquidity conversion in meme token markets
diff --git a/domains/internet-finance/archer-exchange-implements-dedicated-writable-only-order-books-per-market-maker-enabling-permissionless-on-chain-matching.md b/domains/internet-finance/archer-exchange-implements-dedicated-writable-only-order-books-per-market-maker-enabling-permissionless-on-chain-matching.md
index 9c2f006d7..d44997f88 100644
--- a/domains/internet-finance/archer-exchange-implements-dedicated-writable-only-order-books-per-market-maker-enabling-permissionless-on-chain-matching.md
+++ b/domains/internet-finance/archer-exchange-implements-dedicated-writable-only-order-books-per-market-maker-enabling-permissionless-on-chain-matching.md
@@ -11,6 +11,8 @@ supports:
 reweave_edges:
 - archer-exchange|supports|2026-04-04
 - Dhrumil|supports|2026-04-18
+sourced_from:
+- inbox/archive/internet-finance/2026-03-09-mmdhrumil-x-archive.md
 ---
 
 # Archer Exchange implements dedicated writable-only-by-you order books per market maker enabling permissionless on-chain matching
diff --git a/domains/internet-finance/areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue.md b/domains/internet-finance/areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue.md
index 725f54008..fdb8c578a 100644
--- a/domains/internet-finance/areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue.md
+++ b/domains/internet-finance/areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue.md
@@ -5,6 +5,41 @@ description: "Areal's September 2025 vehicle tokenization pilot in Dubai raised
 confidence: experimental
 source: "Areal DAO, Futardio launch documentation, 2026-03-07"
 created: 2026-03-11
+sourced_from:
+- inbox/archive/internet-finance/2026-03-07-futardio-launch-areal.md
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/2026-03-05-futardio-launch-areal-finance.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-07-futardio-launch-areal.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/internet-finance/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # Areal demonstrates RWA tokenization with vehicle pilot achieving 26 percent APY through carsharing revenue
diff --git a/domains/internet-finance/areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens.md b/domains/internet-finance/areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens.md
index 35b728ede..042f6f9c4 100644
--- a/domains/internet-finance/areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens.md
+++ b/domains/internet-finance/areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens.md
@@ -9,6 +9,41 @@ related:
 - Areal: Futardio ICO Launch
 reweave_edges:
 - Areal: Futardio ICO Launch|related|2026-04-04
+sourced_from:
+- inbox/archive/internet-finance/2026-03-07-futardio-launch-areal.md
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/2026-03-05-futardio-launch-areal-finance.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-07-futardio-launch-areal.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/internet-finance/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # Areal proposes unified RWA liquidity through index token aggregating yield across project tokens
diff --git a/domains/internet-finance/areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments.md b/domains/internet-finance/areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments.md
index 2f642c946..864039861 100644
--- a/domains/internet-finance/areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments.md
+++ b/domains/internet-finance/areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments.md
@@ -9,6 +9,41 @@ related:
 - Areal: Futardio ICO Launch
 reweave_edges:
 - Areal: Futardio ICO Launch|related|2026-04-04
+sourced_from:
+- inbox/archive/internet-finance/2026-03-07-futardio-launch-areal.md
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/2026-03-05-futardio-launch-areal-finance.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-07-futardio-launch-areal.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/internet-finance/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # Areal targets SMB RWA tokenization as underserved market versus equity and large financial instruments
diff --git a/domains/internet-finance/arrival-process-burstiness-increases-required-capacity-for-fixed-service-level.md b/domains/internet-finance/arrival-process-burstiness-increases-required-capacity-for-fixed-service-level.md
index ea3589033..44beb5246 100644
--- a/domains/internet-finance/arrival-process-burstiness-increases-required-capacity-for-fixed-service-level.md
+++ b/domains/internet-finance/arrival-process-burstiness-increases-required-capacity-for-fixed-service-level.md
@@ -5,6 +5,8 @@ description: "Higher variance-to-mean ratio requires more capacity to maintain s
 confidence: proven
 source: "Liu et al. (NC State), 'Modeling and Simulation of Nonstationary Non-Poisson Arrival Processes' (2019)"
 created: 2026-03-11
+sourced_from:
+- inbox/archive/internet-finance/2019-00-00-liu-modeling-nonstationary-non-poisson-arrival-processes.md
 ---
 
 # Arrival process burstiness increases required capacity for fixed service level
diff --git a/domains/internet-finance/backpressure-prevents-pipeline-failure-by-creating-feedback-loop-between-consumer-capacity-and-producer-rate.md b/domains/internet-finance/backpressure-prevents-pipeline-failure-by-creating-feedback-loop-between-consumer-capacity-and-producer-rate.md
index ea91ce477..69e4afe13 100644
--- a/domains/internet-finance/backpressure-prevents-pipeline-failure-by-creating-feedback-loop-between-consumer-capacity-and-producer-rate.md
+++ b/domains/internet-finance/backpressure-prevents-pipeline-failure-by-creating-feedback-loop-between-consumer-capacity-and-producer-rate.md
@@ -5,6 +5,8 @@ description: "Flow control mechanism that signals producers to slow down when co
 confidence: proven
 source: "Dagster, What Is Backpressure glossary entry, 2024"
 created: 2026-03-11
+sourced_from:
+- inbox/archive/internet-finance/2024-00-00-dagster-data-backpressure.md
 ---
 
 # Backpressure prevents pipeline failure by creating feedback loop between consumer capacity and producer rate
diff --git a/domains/internet-finance/cftc-gaming-classification-silence-signals-rule-40-11-structural-contradiction.md b/domains/internet-finance/cftc-gaming-classification-silence-signals-rule-40-11-structural-contradiction.md
index 970d13672..0e6554a24 100644
--- a/domains/internet-finance/cftc-gaming-classification-silence-signals-rule-40-11-structural-contradiction.md
+++ b/domains/internet-finance/cftc-gaming-classification-silence-signals-rule-40-11-structural-contradiction.md
@@ -11,6 +11,8 @@ scope: structural
 sourcer: BettorsInsider
 supports: ["prediction-market-scotus-cert-likely-by-early-2027-because-three-circuit-litigation-pattern-creates-formal-split-by-summer-2026-and-34-state-amicus-participation-signals-federalism-stakes-justify-review"]
 related: ["cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets", "futarchy-governance-markets-risk-regulatory-capture-by-anti-gambling-frameworks-because-the-event-betting-and-organizational-governance-use-cases-are-conflated-in-current-policy-discourse"]
+sourced_from:
+- inbox/archive/internet-finance/2026-04-17-bettorsinsider-cftc-selig-testimony.md
 ---
 
 # CFTC's refusal to address whether sports contracts qualify as gaming contracts under Rule 40.11 during congressional testimony signals the rule creates a structural contradiction in DCM authorization that cannot be resolved without ANPRM rulemaking
diff --git a/domains/internet-finance/constant-rate-approximation-of-time-varying-arrivals-causes-systematic-staffing-errors.md b/domains/internet-finance/constant-rate-approximation-of-time-varying-arrivals-causes-systematic-staffing-errors.md
index 7e36cbcdb..8b84227da 100644
--- a/domains/internet-finance/constant-rate-approximation-of-time-varying-arrivals-causes-systematic-staffing-errors.md
+++ b/domains/internet-finance/constant-rate-approximation-of-time-varying-arrivals-causes-systematic-staffing-errors.md
@@ -11,6 +11,8 @@ supports:
 reweave_edges:
 - non-stationary-service-systems-require-dynamic-worker-allocation-because-fixed-staffing-wastes-capacity-during-low-demand-and-creates-bottlenecks-during-peaks|supports|2026-04-18
 - time-varying-arrival-rates-require-dynamic-staffing-not-constant-max-workers|supports|2026-04-20
+sourced_from:
+- inbox/archive/internet-finance/2019-00-00-liu-modeling-nonstationary-non-poisson-arrival-processes.md
 ---
 
 # Constant rate approximation of time-varying arrivals causes systematic staffing errors
diff --git a/domains/internet-finance/cryptos primary use case is capital formation not payments or store of value because permissionless token issuance solves the fundraising bottleneck that solo founders and small teams face.md b/domains/internet-finance/cryptos primary use case is capital formation not payments or store of value because permissionless token issuance solves the fundraising bottleneck that solo founders and small teams face.md
index 8f7c58a34..5c179d008 100644
--- a/domains/internet-finance/cryptos primary use case is capital formation not payments or store of value because permissionless token issuance solves the fundraising bottleneck that solo founders and small teams face.md	
+++ b/domains/internet-finance/cryptos primary use case is capital formation not payments or store of value because permissionless token issuance solves the fundraising bottleneck that solo founders and small teams face.md	
@@ -15,6 +15,8 @@ related:
 - shayon-sengupta
 reweave_edges:
 - shayon-sengupta|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-02-25-ceterispar1bus-solo-founder-capital-formation.md
 ---
 
 # Cryptos primary use case is capital formation not payments or store of value because permissionless token issuance solves the fundraising bottleneck that solo founders and small teams face
diff --git a/domains/internet-finance/current productivity statistics cannot distinguish AI impact from noise because measurement resolution is too low and adoption too early for macro attribution.md b/domains/internet-finance/current productivity statistics cannot distinguish AI impact from noise because measurement resolution is too low and adoption too early for macro attribution.md
index 297d5f7c0..bf8f644e4 100644
--- a/domains/internet-finance/current productivity statistics cannot distinguish AI impact from noise because measurement resolution is too low and adoption too early for macro attribution.md	
+++ b/domains/internet-finance/current productivity statistics cannot distinguish AI impact from noise because measurement resolution is too low and adoption too early for macro attribution.md	
@@ -12,6 +12,8 @@ related:
 - macro AI productivity gains remain statistically undetectable despite clear micro-level benefits because coordination costs verification tax and workslop absorb individual-level improvements before they reach aggregate measures
 reweave_edges:
 - macro AI productivity gains remain statistically undetectable despite clear micro-level benefits because coordination costs verification tax and workslop absorb individual-level improvements before they reach aggregate measures|related|2026-04-06
+sourced_from:
+- inbox/archive/internet-finance/2026-02-27-noahopinion-roundup-78-roboliberalism.md
 ---
 
 # current productivity statistics cannot distinguish AI impact from noise because measurement resolution is too low and adoption too early for macro attribution
diff --git a/domains/internet-finance/dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation.md b/domains/internet-finance/dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation.md
index 7b54e0179..037619a43 100644
--- a/domains/internet-finance/dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation.md
+++ b/domains/internet-finance/dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation.md
@@ -5,6 +5,41 @@ description: "Dean's List proposal to reward top 5 governance holders with trave
 confidence: speculative
 source: "Futardio proposal DgXa6gy7nAFFWe8VDkiReQYhqe1JSYQCJWUBV8Mm6aM, 2024-06-22"
 created: 2026-03-11
+sourced_from:
+- inbox/archive/internet-finance/2024-06-22-futardio-proposal-thailanddao-event-promotion-to-boost-deans-list-dao-engageme.md
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/2025-12-23-futardio-proposal-liquidity-adjustment-proposal.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/2026-02-07-futardio-proposal-zkfg-restructuring-proposal.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/2026-03-04-futardio-proposal-futardio-001-omnibus-proposal.md
+- inbox/archive/internet-finance/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # DAO event perks as governance incentives create plutocratic access structures that may reduce rather than increase participation
diff --git a/domains/internet-finance/defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff.md b/domains/internet-finance/defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff.md
index d8bf5514a..73ba51e5c 100644
--- a/domains/internet-finance/defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff.md
+++ b/domains/internet-finance/defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff.md
@@ -10,6 +10,43 @@ source:
 depends_on:
   - "[[Optimal governance requires mixing mechanisms that handle different types of decisions]]"
 challenged_by: []
+sourced_from:
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-vaultguard.md
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2025-01-13-futardio-proposal-should-jto-vault-be-added-to-tiprouter-ncn.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/internet-finance/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore.md
+- inbox/archive/2026-03-08-futardio-launch-seeker-vault.md
+- inbox/archive/internet-finance/2026-03-08-futardio-launch-seeker-vault.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/2025-01-13-futardio-proposal-should-jto-vault-be-added-to-tiprouter-ncn.md
 ---
 
 DeFi insurance protocols combining on-chain automated triggers for unambiguous exploits with governance-based assessment for edge cases could resolve the tension between payout speed and fairness. VaultGuard's proposed hybrid model routes claims through automated verification when exploit fingerprints are clear (reentrancy patterns, oracle manipulation signatures), escalating ambiguous cases to token-weighted governance.
diff --git a/domains/internet-finance/domain-expertise-loses-to-trading-skill-in-futarchy-markets-because-prediction-accuracy-requires-calibration-not-just-knowledge.md b/domains/internet-finance/domain-expertise-loses-to-trading-skill-in-futarchy-markets-because-prediction-accuracy-requires-calibration-not-just-knowledge.md
index e86d1e950..2d493440d 100644
--- a/domains/internet-finance/domain-expertise-loses-to-trading-skill-in-futarchy-markets-because-prediction-accuracy-requires-calibration-not-just-knowledge.md
+++ b/domains/internet-finance/domain-expertise-loses-to-trading-skill-in-futarchy-markets-because-prediction-accuracy-requires-calibration-not-just-knowledge.md
@@ -15,6 +15,8 @@ related:
 reweave_edges:
 - Advisory futarchy avoids selection distortion by decoupling prediction from execution because non-binding markets cannot create the approval-signals-prosperity correlation that Rasmont identifies|related|2026-04-17
 - play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2025-06-12-optimism-futarchy-v1-preliminary-findings.md
 ---
 
 # Domain expertise loses to trading skill in futarchy markets because prediction accuracy requires calibration not just knowledge
diff --git a/domains/internet-finance/dutch-auction dynamic bonding curves solve the token launch pricing problem by combining descending price discovery with ascending supply curves eliminating the instantaneous arbitrage that has cost token deployers over 100 million dollars on Ethereum.md b/domains/internet-finance/dutch-auction dynamic bonding curves solve the token launch pricing problem by combining descending price discovery with ascending supply curves eliminating the instantaneous arbitrage that has cost token deployers over 100 million dollars on Ethereum.md
index 9114a4ff8..51e70390a 100644
--- a/domains/internet-finance/dutch-auction dynamic bonding curves solve the token launch pricing problem by combining descending price discovery with ascending supply curves eliminating the instantaneous arbitrage that has cost token deployers over 100 million dollars on Ethereum.md	
+++ b/domains/internet-finance/dutch-auction dynamic bonding curves solve the token launch pricing problem by combining descending price discovery with ascending supply curves eliminating the instantaneous arbitrage that has cost token deployers over 100 million dollars on Ethereum.md	
@@ -12,6 +12,8 @@ related:
 - auction theory reveals that allocation mechanism design determines price discovery efficiency and revenue because different auction formats produce different outcomes depending on bidder information structure and risk preferences
 reweave_edges:
 - auction theory reveals that allocation mechanism design determines price discovery efficiency and revenue because different auction formats produce different outcomes depending on bidder information structure and risk preferences|related|2026-04-04
+sourced_from:
+- inbox/archive/internet-finance/2024-01-doppler-whitepaper-liquidity-bootstrapping.md
 ---
 
 # dutch-auction dynamic bonding curves solve the token launch pricing problem by combining descending price discovery with ascending supply curves eliminating the instantaneous arbitrage that has cost token deployers over 100 million dollars on Ethereum
diff --git a/domains/internet-finance/dynamic performance-based token minting replaces fixed emission schedules by tying new token creation to measurable outcomes creating algorithmic meritocracy in token distribution.md b/domains/internet-finance/dynamic performance-based token minting replaces fixed emission schedules by tying new token creation to measurable outcomes creating algorithmic meritocracy in token distribution.md
index 5abf50e75..aef1f1a13 100644
--- a/domains/internet-finance/dynamic performance-based token minting replaces fixed emission schedules by tying new token creation to measurable outcomes creating algorithmic meritocracy in token distribution.md	
+++ b/domains/internet-finance/dynamic performance-based token minting replaces fixed emission schedules by tying new token creation to measurable outcomes creating algorithmic meritocracy in token distribution.md	
@@ -8,6 +8,8 @@ created: 2026-03-05
 depends_on:
   - "[[token economics replacing management fees and carried interest creates natural meritocracy in investment governance]]"
   - "[[MetaDAOs Autocrat program implements futarchy through conditional token markets where proposals create parallel pass and fail universes settled by time-weighted average price over a three-day window]]"
+sourced_from:
+- inbox/archive/internet-finance/2026-02-17-metaproph3t-learning-fast.md
 ---
 
 # Dynamic performance-based token minting replaces fixed emission schedules by tying new token creation to measurable outcomes creating algorithmic meritocracy in token distribution
diff --git a/domains/internet-finance/early AI adoption increases firm productivity without reducing employment suggesting capital deepening not labor replacement as the dominant mechanism.md b/domains/internet-finance/early AI adoption increases firm productivity without reducing employment suggesting capital deepening not labor replacement as the dominant mechanism.md
index 6610dd019..9f0b791f7 100644
--- a/domains/internet-finance/early AI adoption increases firm productivity without reducing employment suggesting capital deepening not labor replacement as the dominant mechanism.md	
+++ b/domains/internet-finance/early AI adoption increases firm productivity without reducing employment suggesting capital deepening not labor replacement as the dominant mechanism.md	
@@ -17,6 +17,8 @@ reweave_edges:
 - Does AI substitute for human labor or complement it — and at what phase does the pattern shift?|related|2026-04-17
 - ai-powered-support-infrastructure-enables-protocol-scaling-without-human-operations-headcount|related|2026-04-17
 - technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-02-27-noahopinion-roundup-78-roboliberalism.md
 ---
 
 # early AI adoption increases firm productivity without reducing employment suggesting capital deepening not labor replacement as the dominant mechanism
diff --git a/domains/internet-finance/futarchy can override its own prior decisions when new evidence emerges because conditional markets re-evaluate proposals against current information not historical commitments.md b/domains/internet-finance/futarchy can override its own prior decisions when new evidence emerges because conditional markets re-evaluate proposals against current information not historical commitments.md
index db4199401..9747294a1 100644
--- a/domains/internet-finance/futarchy can override its own prior decisions when new evidence emerges because conditional markets re-evaluate proposals against current information not historical commitments.md	
+++ b/domains/internet-finance/futarchy can override its own prior decisions when new evidence emerges because conditional markets re-evaluate proposals against current information not historical commitments.md	
@@ -14,6 +14,9 @@ related:
 reweave_edges:
 - Futarchy network effects emerge from governance lock-in not brand because conditional market treasury governance creates switching costs|related|2026-04-19
 - institutional-holder-redemption-windows-signal-conviction-through-revealed-preference-not-lockup-duration|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-03-03-ranger-finance-liquidation-proposal.md
+- inbox/archive/internet-finance/2026-03-03-metadaoproject-ranger-liquidation-announcement.md
 ---
 
 # Futarchy can override its own prior decisions when new evidence emerges because conditional markets re-evaluate proposals against current information not historical commitments
diff --git a/domains/internet-finance/futarchy implementations must simplify theoretical mechanisms for production adoption because original designs include impractical elements that academics tolerate but users reject.md b/domains/internet-finance/futarchy implementations must simplify theoretical mechanisms for production adoption because original designs include impractical elements that academics tolerate but users reject.md
index 72851eb6f..27186ab90 100644
--- a/domains/internet-finance/futarchy implementations must simplify theoretical mechanisms for production adoption because original designs include impractical elements that academics tolerate but users reject.md	
+++ b/domains/internet-finance/futarchy implementations must simplify theoretical mechanisms for production adoption because original designs include impractical elements that academics tolerate but users reject.md	
@@ -13,6 +13,8 @@ related:
 - Futarchy product-market fit emerged through iterative market rejection not initial design because MetaDAO's successful launchpad model was the third attempt after two failed proposals
 reweave_edges:
 - Futarchy product-market fit emerged through iterative market rejection not initial design because MetaDAO's successful launchpad model was the third attempt after two failed proposals|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-03-09-metanallok-x-archive.md
 ---
 
 # Futarchy implementations must simplify theoretical mechanisms for production adoption because original designs include impractical elements that academics tolerate but users reject
diff --git a/domains/internet-finance/futarchy protocols capture market share during downturns because governance-aligned capital formation attracts serious builders while speculative platforms lose volume proportionally to market sentiment.md b/domains/internet-finance/futarchy protocols capture market share during downturns because governance-aligned capital formation attracts serious builders while speculative platforms lose volume proportionally to market sentiment.md
index 7ebe623df..3e8a8962b 100644
--- a/domains/internet-finance/futarchy protocols capture market share during downturns because governance-aligned capital formation attracts serious builders while speculative platforms lose volume proportionally to market sentiment.md	
+++ b/domains/internet-finance/futarchy protocols capture market share during downturns because governance-aligned capital formation attracts serious builders while speculative platforms lose volume proportionally to market sentiment.md	
@@ -14,6 +14,10 @@ related:
 reweave_edges:
 - Futarchy governance scaling constraint is trader sophistication not launch volume because governance markets are only as good as the people trading them|related|2026-04-19
 - futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-03-03-pineanalytics-metadao-q4-2025-quarterly-report.md
+- inbox/archive/internet-finance/2026-03-15-pineanalytics-p2p-metadao-ico-analysis.md
+- inbox/archive/internet-finance/2026-03-25-pine-analytics-p2p-me-ico-analysis.md
 ---
 
 # Futarchy protocols capture market share during downturns because governance-aligned capital formation attracts serious builders while speculative platforms lose volume proportionally to market sentiment
diff --git a/domains/internet-finance/futarchy-daos-require-mintable-governance-tokens-because-fixed-supply-treasuries-exhaust-without-issuance-authority-forcing-disruptive-token-architecture-migrations.md b/domains/internet-finance/futarchy-daos-require-mintable-governance-tokens-because-fixed-supply-treasuries-exhaust-without-issuance-authority-forcing-disruptive-token-architecture-migrations.md
index 12515e870..433186a8e 100644
--- a/domains/internet-finance/futarchy-daos-require-mintable-governance-tokens-because-fixed-supply-treasuries-exhaust-without-issuance-authority-forcing-disruptive-token-architecture-migrations.md
+++ b/domains/internet-finance/futarchy-daos-require-mintable-governance-tokens-because-fixed-supply-treasuries-exhaust-without-issuance-authority-forcing-disruptive-token-architecture-migrations.md
@@ -13,6 +13,8 @@ supports:
 - metadao-treasury-exhaustion-forces-token-architecture-migration-because-fixed-supply-prevents-future-governance-flexibility
 reweave_edges:
 - metadao-treasury-exhaustion-forces-token-architecture-migration-because-fixed-supply-prevents-future-governance-flexibility|supports|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2025-08-07-futardio-proposal-migrate-meta-token.md
 ---
 
 # Futarchy DAOs require mintable governance tokens because fixed-supply treasuries exhaust without issuance authority forcing disruptive token architecture migrations
diff --git a/domains/internet-finance/futarchy-excels-at-relative-selection-but-fails-at-absolute-prediction-because-ordinal-ranking-works-while-cardinal-estimation-requires-calibration.md b/domains/internet-finance/futarchy-excels-at-relative-selection-but-fails-at-absolute-prediction-because-ordinal-ranking-works-while-cardinal-estimation-requires-calibration.md
index 7dd3e1f32..c6262d78d 100644
--- a/domains/internet-finance/futarchy-excels-at-relative-selection-but-fails-at-absolute-prediction-because-ordinal-ranking-works-while-cardinal-estimation-requires-calibration.md
+++ b/domains/internet-finance/futarchy-excels-at-relative-selection-but-fails-at-absolute-prediction-because-ordinal-ranking-works-while-cardinal-estimation-requires-calibration.md
@@ -14,6 +14,8 @@ related:
 reweave_edges:
 - futarchy-variance-creates-portfolio-problem-because-mechanism-selects-both-top-performers-and-worst-performers-simultaneously|related|2026-04-18
 - play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2025-06-12-optimism-futarchy-v1-preliminary-findings.md
 ---
 
 # Futarchy excels at relative selection but fails at absolute prediction because ordinal ranking works while cardinal estimation requires calibration
diff --git a/domains/internet-finance/futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance.md b/domains/internet-finance/futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance.md
index dbda1d3f6..7d6c30b2e 100644
--- a/domains/internet-finance/futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance.md	
+++ b/domains/internet-finance/futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance.md	
@@ -20,6 +20,9 @@ reweave_edges:
 - "Solomon: Futardio ICO Launch|related|2026-04-19"
 - "Solomon: DP-00002 — SOLO Acquisition and Restricted Incentives Reserve|related|2026-04-19"
 - "Solomon: DP-00001 — Treasury Subcommittee and Legal Budget|supports|2026-04-19"
+sourced_from:
+- inbox/archive/internet-finance/2026-03-05-metadaoproject-treasury-subcommittee.md
+- inbox/archive/internet-finance/2026-03-05-solomon-dp-00001-treasury-subcommittee-full.md
 ---
 
 # Futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance
diff --git a/domains/internet-finance/futarchy-governed liquidation is the enforcement mechanism that makes unruggable ICOs credible because investors can force full treasury return when teams materially misrepresent.md b/domains/internet-finance/futarchy-governed liquidation is the enforcement mechanism that makes unruggable ICOs credible because investors can force full treasury return when teams materially misrepresent.md
index 01c9a218f..08da5d5f8 100644
--- a/domains/internet-finance/futarchy-governed liquidation is the enforcement mechanism that makes unruggable ICOs credible because investors can force full treasury return when teams materially misrepresent.md	
+++ b/domains/internet-finance/futarchy-governed liquidation is the enforcement mechanism that makes unruggable ICOs credible because investors can force full treasury return when teams materially misrepresent.md	
@@ -18,6 +18,10 @@ reweave_edges:
 - "Ranger: Liquidate Ranger Finance|supports|2026-04-19"
 supports:
 - "Ranger: Liquidate Ranger Finance"
+sourced_from:
+- inbox/archive/internet-finance/2026-03-03-ranger-finance-liquidation-proposal.md
+- inbox/archive/internet-finance/2026-03-03-metadaoproject-ranger-liquidation-announcement.md
+- inbox/archive/internet-finance/2026-03-23-ranger-finance-metadao-liquidation-5m-usdc.md
 ---
 
 # Futarchy-governed liquidation is the enforcement mechanism that makes unruggable ICOs credible because investors can force full treasury return when teams materially misrepresent
diff --git a/domains/internet-finance/futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility.md b/domains/internet-finance/futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility.md
index 47aefb91d..9dd30e40a 100644
--- a/domains/internet-finance/futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility.md	
+++ b/domains/internet-finance/futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility.md	
@@ -14,6 +14,42 @@ related:
 reweave_edges:
 - Permissioned launchpad curation creates implicit due diligence liability through intervention precedent because each curatorial decision becomes evidence of gatekeeper responsibility|related|2026-04-19
 - the SEC framework treats meme coins as digital collectibles rather than securities creating a regulatory paradox where culturally-driven tokens face less scrutiny than utility tokens sold with development promises|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-02-17-metaproph3t-learning-fast.md
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2026-03-04-futardio-launch-proph3t.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-04-futardio-launch-proph3t.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/general/2026-03-20-futardio-permissionless-futarchy-launchpad.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/internet-finance/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # Futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility
diff --git a/domains/internet-finance/futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility.md b/domains/internet-finance/futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility.md
index 38eec4e3a..7567d86b5 100644
--- a/domains/internet-finance/futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility.md
+++ b/domains/internet-finance/futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility.md
@@ -11,6 +11,43 @@ related:
 reweave_edges:
 - Futarchy product-market fit emerged through iterative market rejection not initial design because MetaDAO's successful launchpad model was the third attempt after two failed proposals|related|2026-04-19
 - the SEC framework treats meme coins as digital collectibles rather than securities creating a regulatory paradox where culturally-driven tokens face less scrutiny than utility tokens sold with development promises|related|2026-04-19
+sourced_from:
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
+- inbox/archive/2025-02-10-futardio-proposal-should-metadao-hire-robin-hanson-as-an-advisor.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/2025-12-23-futardio-proposal-liquidity-adjustment-proposal.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2024-06-26-futardio-proposal-approve-metadao-fundraise-2.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/internet-finance/2024-06-26-futardio-proposal-approve-metadao-fundraise-2.md
+- inbox/archive/2026-02-07-futardio-proposal-zkfg-restructuring-proposal.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/2026-03-04-futardio-proposal-futardio-001-omnibus-proposal.md
+- inbox/archive/internet-finance/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # Futarchy-governed memecoin launchpads face reputational risk tradeoff between adoption and credibility
diff --git a/domains/internet-finance/futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close.md b/domains/internet-finance/futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close.md
index 1179e5482..6045a9049 100644
--- a/domains/internet-finance/futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close.md
+++ b/domains/internet-finance/futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close.md
@@ -11,6 +11,35 @@ scope: functional
 sourcer: "@m3taversal"
 challenges: ["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: ["pro-rata-ico-allocation-creates-capital-inefficiency-through-massive-oversubscription-refunds", "futardio-cult-raised-11-4-million-in-one-day-through-futarchy-governed-meme-coin-launch"]
+sourced_from:
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # Futarchy ICO capital inflows concentrate in final 24 hours creating massive acceleration into close
diff --git a/domains/internet-finance/futarchy-markets-can-price-cultural-spending-proposals-by-treating-community-cohesion-and-brand-equity-as-token-price-inputs.md b/domains/internet-finance/futarchy-markets-can-price-cultural-spending-proposals-by-treating-community-cohesion-and-brand-equity-as-token-price-inputs.md
index 4e195a6cf..f0e67531e 100644
--- a/domains/internet-finance/futarchy-markets-can-price-cultural-spending-proposals-by-treating-community-cohesion-and-brand-equity-as-token-price-inputs.md
+++ b/domains/internet-finance/futarchy-markets-can-price-cultural-spending-proposals-by-treating-community-cohesion-and-brand-equity-as-token-price-inputs.md
@@ -14,6 +14,8 @@ related:
 reweave_edges:
 - "{'NFA.space': 'Futardio ICO Launch|related|2026-04-18'}"
 - "NFA.space: Futardio ICO Launch|related|2026-04-19"
+sourced_from:
+- inbox/archive/internet-finance/2024-07-18-futardio-proposal-approve-budget-for-champions-nft-collection-design.md
 ---
 
 # futarchy markets can price cultural spending proposals by treating community cohesion and brand equity as token price inputs
diff --git a/domains/internet-finance/futarchy-variance-creates-portfolio-problem-because-mechanism-selects-both-top-performers-and-worst-performers-simultaneously.md b/domains/internet-finance/futarchy-variance-creates-portfolio-problem-because-mechanism-selects-both-top-performers-and-worst-performers-simultaneously.md
index ff4e7b9fa..9ea770ca4 100644
--- a/domains/internet-finance/futarchy-variance-creates-portfolio-problem-because-mechanism-selects-both-top-performers-and-worst-performers-simultaneously.md
+++ b/domains/internet-finance/futarchy-variance-creates-portfolio-problem-because-mechanism-selects-both-top-performers-and-worst-performers-simultaneously.md
@@ -6,6 +6,8 @@ description: "Optimism futarchy outperformed on aggregate but showed higher vari
 confidence: experimental
 source: "Optimism Futarchy v1 Preliminary Findings (2025-06-12), selection performance data"
 created: 2025-06-12
+sourced_from:
+- inbox/archive/internet-finance/2025-06-12-optimism-futarchy-v1-preliminary-findings.md
 ---
 
 # Futarchy variance creates portfolio problem because mechanism selects both top performers and worst performers simultaneously
diff --git a/domains/internet-finance/futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets.md b/domains/internet-finance/futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets.md
index 485b29261..0c5c52f04 100644
--- a/domains/internet-finance/futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets.md
+++ b/domains/internet-finance/futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets.md
@@ -14,6 +14,36 @@ related:
 - futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close
 reweave_edges:
 - futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close|related|2026-04-19
+sourced_from:
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2026-04-11-metadao-futardio-platform-stats-bifurcation.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # Futardio platform shows bimodal launch distribution where most projects refund but viral community-resonant projects raise 100x+ targets, indicating futarchy selects for community signal rather than team credentials
diff --git a/domains/internet-finance/futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds.md b/domains/internet-finance/futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds.md
index 13e5f2ad7..eae1423f7 100644
--- a/domains/internet-finance/futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds.md
+++ b/domains/internet-finance/futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds.md
@@ -13,6 +13,41 @@ reweave_edges:
 - "{'FutureDAO': 'Fund the Rug Bounty Program|supports|2026-04-18'}"
 - FutureDAO|supports|2026-04-18
 - "FutureDAO: Fund the Rug Bounty Program|supports|2026-04-19"
+sourced_from:
+- inbox/archive/internet-finance/2024-06-05-futardio-proposal-fund-futuredaos-token-migrator.md
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/2025-12-23-futardio-proposal-liquidity-adjustment-proposal.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/2026-02-07-futardio-proposal-zkfg-restructuring-proposal.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/2026-03-04-futardio-proposal-futardio-001-omnibus-proposal.md
+- inbox/archive/internet-finance/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # FutureDAO token migrator enables community takeovers through structured on-chain migration with presale fundraising and conditional success thresholds
diff --git a/domains/internet-finance/general-job-shop-scheduling-is-np-complete-for-more-than-two-machines.md b/domains/internet-finance/general-job-shop-scheduling-is-np-complete-for-more-than-two-machines.md
index 7c9c42f84..9b277a582 100644
--- a/domains/internet-finance/general-job-shop-scheduling-is-np-complete-for-more-than-two-machines.md
+++ b/domains/internet-finance/general-job-shop-scheduling-is-np-complete-for-more-than-two-machines.md
@@ -5,6 +5,8 @@ description: "Computational complexity theory establishes that optimal job-shop
 confidence: proven
 source: "ScienceDirect review article on Flexible Job Shop Scheduling Problem, 2023; established operations research result"
 created: 2026-03-11
+sourced_from:
+- inbox/archive/internet-finance/2023-00-00-sciencedirect-flexible-job-shop-scheduling-review.md
 ---
 
 # General job-shop scheduling is NP-complete for more than two machines
diff --git a/domains/internet-finance/halfin-whitt-qed-regime-enables-systems-to-operate-near-full-utilization-while-maintaining-service-quality-through-utilization-approaching-one-at-rate-one-over-square-root-n.md b/domains/internet-finance/halfin-whitt-qed-regime-enables-systems-to-operate-near-full-utilization-while-maintaining-service-quality-through-utilization-approaching-one-at-rate-one-over-square-root-n.md
index 1b3d98202..f87d37323 100644
--- a/domains/internet-finance/halfin-whitt-qed-regime-enables-systems-to-operate-near-full-utilization-while-maintaining-service-quality-through-utilization-approaching-one-at-rate-one-over-square-root-n.md
+++ b/domains/internet-finance/halfin-whitt-qed-regime-enables-systems-to-operate-near-full-utilization-while-maintaining-service-quality-through-utilization-approaching-one-at-rate-one-over-square-root-n.md
@@ -5,6 +5,8 @@ description: "Quality-and-Efficiency-Driven regime allows high utilization witho
 confidence: proven
 source: "Ward Whitt, What You Should Know About Queueing Models (2019)"
 created: 2026-03-11
+sourced_from:
+- inbox/archive/internet-finance/2019-00-00-whitt-what-you-should-know-about-queueing-models.md
 ---
 
 # Halfin-Whitt QED regime enables systems to operate near full utilization while maintaining service quality through utilization approaching one at rate one over square root n
diff --git a/domains/internet-finance/hanson-decision-selection-bias-partial-solution-requires-decision-maker-trading-and-random-rejection.md b/domains/internet-finance/hanson-decision-selection-bias-partial-solution-requires-decision-maker-trading-and-random-rejection.md
index 9c7d038d3..45e69cce1 100644
--- a/domains/internet-finance/hanson-decision-selection-bias-partial-solution-requires-decision-maker-trading-and-random-rejection.md
+++ b/domains/internet-finance/hanson-decision-selection-bias-partial-solution-requires-decision-maker-trading-and-random-rejection.md
@@ -19,6 +19,8 @@ reweave_edges:
 - Conditional decision market selection bias is mitigatable through decision-maker market participation, timing transparency, and low-rate random rejection without requiring structural redesign|supports|2026-04-18
 - Conditional decision markets are structurally biased toward selection correlations rather than causal policy effects, making futarchy approval signals evidential rather than causal|related|2026-04-18
 - Post-hoc randomization requires implausibly high implementation rates (50%+) to overcome selection bias in futarchy|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-04-11-hanson-decision-selection-bias-partial-rebuttal.md
 ---
 
 # 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
diff --git a/domains/internet-finance/house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk.md b/domains/internet-finance/house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk.md
index 05583700d..b7129c33c 100644
--- a/domains/internet-finance/house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk.md
+++ b/domains/internet-finance/house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk.md
@@ -14,6 +14,37 @@ reweave_edges:
 related:
 - tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds
 - tridash-tests-whether-60-second-prediction-market-resolution-enables-faster-feedback-or-primarily-measures-price-noise
+sourced_from:
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-tridash.md
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-03-05-futardio-launch-tridash.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # House mode betting against protocol enables prediction markets to function with uneven liquidity by having the platform take counterparty risk
diff --git a/domains/internet-finance/hybrid-flow-shop-scheduling-with-simple-dispatching-rules-performs-within-5-10-percent-of-optimal-for-homogeneous-workers.md b/domains/internet-finance/hybrid-flow-shop-scheduling-with-simple-dispatching-rules-performs-within-5-10-percent-of-optimal-for-homogeneous-workers.md
index bf0ccd40c..0b9a42976 100644
--- a/domains/internet-finance/hybrid-flow-shop-scheduling-with-simple-dispatching-rules-performs-within-5-10-percent-of-optimal-for-homogeneous-workers.md
+++ b/domains/internet-finance/hybrid-flow-shop-scheduling-with-simple-dispatching-rules-performs-within-5-10-percent-of-optimal-for-homogeneous-workers.md
@@ -9,6 +9,8 @@ related:
 - general-job-shop-scheduling-is-np-complete-for-more-than-two-machines
 reweave_edges:
 - general-job-shop-scheduling-is-np-complete-for-more-than-two-machines|related|2026-04-18
+sourced_from:
+- inbox/archive/internet-finance/2023-00-00-sciencedirect-flexible-job-shop-scheduling-review.md
 ---
 
 # Hybrid flow-shop scheduling with simple dispatching rules performs within 5-10 percent of optimal for homogeneous workers
diff --git a/domains/internet-finance/hysteresis-in-autoscaling-prevents-oscillation-by-using-asymmetric-thresholds-for-scale-up-and-scale-down.md b/domains/internet-finance/hysteresis-in-autoscaling-prevents-oscillation-by-using-asymmetric-thresholds-for-scale-up-and-scale-down.md
index 1bd4949d7..f230cdda9 100644
--- a/domains/internet-finance/hysteresis-in-autoscaling-prevents-oscillation-by-using-asymmetric-thresholds-for-scale-up-and-scale-down.md
+++ b/domains/internet-finance/hysteresis-in-autoscaling-prevents-oscillation-by-using-asymmetric-thresholds-for-scale-up-and-scale-down.md
@@ -5,6 +5,8 @@ description: "Different thresholds for adding versus removing resources prevent
 confidence: proven
 source: "Tournaire et al., 'Optimal Control Policies for Resource Allocation in the Cloud' (2021); established operations research principle"
 created: 2026-03-11
+sourced_from:
+- inbox/archive/internet-finance/2021-04-00-tournaire-optimal-control-cloud-resource-allocation-mdp.md
 ---
 
 # Hysteresis in autoscaling prevents oscillation by using asymmetric thresholds for scale-up and scale-down
diff --git a/domains/internet-finance/incomplete digitization insulates economies from AI displacement contagion because without standardized software systems AI has limited targets for automation and no private credit channel to transmit losses.md b/domains/internet-finance/incomplete digitization insulates economies from AI displacement contagion because without standardized software systems AI has limited targets for automation and no private credit channel to transmit losses.md
index e28c4ff92..4ec64800d 100644
--- a/domains/internet-finance/incomplete digitization insulates economies from AI displacement contagion because without standardized software systems AI has limited targets for automation and no private credit channel to transmit losses.md	
+++ b/domains/internet-finance/incomplete digitization insulates economies from AI displacement contagion because without standardized software systems AI has limited targets for automation and no private credit channel to transmit losses.md	
@@ -12,6 +12,9 @@ related:
 - sovereign AI tooling is a viable displacement response only for the technically sophisticated top percentile which means it cannot serve as a macro-level solution to AI labor disruption
 reweave_edges:
 - sovereign AI tooling is a viable displacement response only for the technically sophisticated top percentile which means it cannot serve as a macro-level solution to AI labor disruption|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-02-22-citriniresearch-2028-global-intelligence-crisis.md
+- inbox/archive/internet-finance/2026-02-26-bobchen-2028-chinese-intelligence-crisis.md
 ---
 
 # incomplete digitization insulates economies from AI displacement contagion because without standardized software systems AI has limited targets for automation and no private credit channel to transmit losses
diff --git a/domains/internet-finance/internet capital markets compress fundraising from months to days because permissionless raises eliminate gatekeepers while futarchy replaces due diligence bottlenecks with real-time market pricing.md b/domains/internet-finance/internet capital markets compress fundraising from months to days because permissionless raises eliminate gatekeepers while futarchy replaces due diligence bottlenecks with real-time market pricing.md
index 5ee9fa132..a88807f6e 100644
--- a/domains/internet-finance/internet capital markets compress fundraising from months to days because permissionless raises eliminate gatekeepers while futarchy replaces due diligence bottlenecks with real-time market pricing.md	
+++ b/domains/internet-finance/internet capital markets compress fundraising from months to days because permissionless raises eliminate gatekeepers while futarchy replaces due diligence bottlenecks with real-time market pricing.md	
@@ -17,6 +17,8 @@ reweave_edges:
 - curated-metadao-icos-achieved-higher-committed-capital-than-permissionless-launches-through-pre-launch-validation|related|2026-04-19
 - futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close|related|2026-04-19
 - seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-02-25-ceterispar1bus-solo-founder-capital-formation.md
 ---
 
 # Internet capital markets compress fundraising from months to days because permissionless raises eliminate gatekeepers while futarchy replaces due diligence bottlenecks with real-time market pricing
diff --git a/domains/internet-finance/internet finance generates 50 to 100 basis points of additional annual GDP growth by unlocking capital allocation to previously inaccessible assets and eliminating intermediation friction.md b/domains/internet-finance/internet finance generates 50 to 100 basis points of additional annual GDP growth by unlocking capital allocation to previously inaccessible assets and eliminating intermediation friction.md
index 07c663f4f..b34a13174 100644
--- a/domains/internet-finance/internet finance generates 50 to 100 basis points of additional annual GDP growth by unlocking capital allocation to previously inaccessible assets and eliminating intermediation friction.md	
+++ b/domains/internet-finance/internet finance generates 50 to 100 basis points of additional annual GDP growth by unlocking capital allocation to previously inaccessible assets and eliminating intermediation friction.md	
@@ -10,6 +10,9 @@ depends_on:
 challenged_by:
   - "GDP impact projections for financial innovation have historically been overstated"
   - "Regulatory friction may prevent the full intermediation cost reduction from materializing"
+sourced_from:
+- inbox/archive/internet-finance/2026-02-17-theiaresearch-investment-manager-of-the-future.md
+- inbox/archive/internet-finance/2025-01-07-theiaresearch-internet-finance-thesis.md
 ---
 
 # Internet finance generates 50 to 100 basis points of additional annual GDP growth by unlocking capital allocation to previously inaccessible assets and eliminating intermediation friction
diff --git a/domains/internet-finance/littles-law-provides-minimum-worker-capacity-floor-for-pipeline-systems-but-requires-buffer-margin-for-variance.md b/domains/internet-finance/littles-law-provides-minimum-worker-capacity-floor-for-pipeline-systems-but-requires-buffer-margin-for-variance.md
index 6eedcfd47..622a0328b 100644
--- a/domains/internet-finance/littles-law-provides-minimum-worker-capacity-floor-for-pipeline-systems-but-requires-buffer-margin-for-variance.md
+++ b/domains/internet-finance/littles-law-provides-minimum-worker-capacity-floor-for-pipeline-systems-but-requires-buffer-margin-for-variance.md
@@ -5,6 +5,8 @@ description: "Little's Law calculates theoretical minimum capacity but real syst
 confidence: proven
 source: "Dan Slimmon, 'Using Little's Law to Scale Applications' (2022-06-07)"
 created: 2026-03-11
+sourced_from:
+- inbox/archive/internet-finance/2022-06-07-slimmon-littles-law-scale-applications.md
 ---
 
 # Little's Law provides minimum worker capacity floor for pipeline systems but requires buffer margin for variance
diff --git a/domains/internet-finance/mdp-based-autoscaling-with-hysteresis-outperforms-simple-threshold-heuristics-for-cloud-resource-allocation.md b/domains/internet-finance/mdp-based-autoscaling-with-hysteresis-outperforms-simple-threshold-heuristics-for-cloud-resource-allocation.md
index 24d0b6315..0d6cc1233 100644
--- a/domains/internet-finance/mdp-based-autoscaling-with-hysteresis-outperforms-simple-threshold-heuristics-for-cloud-resource-allocation.md
+++ b/domains/internet-finance/mdp-based-autoscaling-with-hysteresis-outperforms-simple-threshold-heuristics-for-cloud-resource-allocation.md
@@ -13,6 +13,8 @@ reweave_edges:
 - hysteresis-in-autoscaling-prevents-oscillation-by-using-asymmetric-thresholds-for-scale-up-and-scale-down|related|2026-04-18
 - optimal-queue-policies-have-threshold-structure-making-simple-rules-near-optimal|related|2026-04-19
 - pipeline-state-space-size-determines-whether-exact-mdp-solution-or-threshold-heuristics-are-optimal|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2021-04-00-tournaire-optimal-control-cloud-resource-allocation-mdp.md
 ---
 
 # MDP-based autoscaling with hysteresis outperforms simple threshold heuristics for cloud resource allocation
diff --git a/domains/internet-finance/memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity.md b/domains/internet-finance/memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity.md
index 27cceda59..634f12e20 100644
--- a/domains/internet-finance/memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity.md
+++ b/domains/internet-finance/memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity.md
@@ -9,6 +9,43 @@ related:
 - MetaDAO's coin-price objective function partially resolves the Rasmont selection-correlation critique by making the welfare metric endogenous to the market mechanism, while retaining macro-tailwind selection bias
 reweave_edges:
 - MetaDAO's coin-price objective function partially resolves the Rasmont selection-correlation critique by making the welfare metric endogenous to the market mechanism, while retaining macro-tailwind selection bias|related|2026-04-18
+sourced_from:
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
+- inbox/archive/2025-02-10-futardio-proposal-should-metadao-hire-robin-hanson-as-an-advisor.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/2025-12-23-futardio-proposal-liquidity-adjustment-proposal.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2024-06-26-futardio-proposal-approve-metadao-fundraise-2.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/internet-finance/2024-06-26-futardio-proposal-approve-metadao-fundraise-2.md
+- inbox/archive/2026-02-07-futardio-proposal-zkfg-restructuring-proposal.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/2026-03-04-futardio-proposal-futardio-001-omnibus-proposal.md
+- inbox/archive/internet-finance/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # Memecoin governance is ideal futarchy use case because single objective function eliminates long-term tradeoff ambiguity
diff --git a/domains/internet-finance/metadao-autocrat-migration-accepted-counterparty-risk-from-unverifiable-builds-prioritizing-iteration-speed-over-security-guarantees.md b/domains/internet-finance/metadao-autocrat-migration-accepted-counterparty-risk-from-unverifiable-builds-prioritizing-iteration-speed-over-security-guarantees.md
index ff6f55a7a..ebae210f2 100644
--- a/domains/internet-finance/metadao-autocrat-migration-accepted-counterparty-risk-from-unverifiable-builds-prioritizing-iteration-speed-over-security-guarantees.md
+++ b/domains/internet-finance/metadao-autocrat-migration-accepted-counterparty-risk-from-unverifiable-builds-prioritizing-iteration-speed-over-security-guarantees.md
@@ -15,6 +15,8 @@ reweave_edges:
 - metadao-autocrat-v01-reduces-proposal-duration-to-three-days-enabling-faster-governance-iteration|related|2026-04-18
 - "{'MetaDAO': 'Migrate Autocrat Program to v0.1|related|2026-04-18'}"
 - "MetaDAO: Migrate Autocrat Program to v0.1|related|2026-04-19"
+sourced_from:
+- inbox/archive/internet-finance/2023-12-03-futardio-proposal-migrate-autocrat-program-to-v01.md
 ---
 
 # MetaDAO Autocrat migration accepted counterparty risk from unverifiable builds prioritizing iteration speed over security guarantees
diff --git a/domains/internet-finance/metadao-autocrat-v01-reduces-proposal-duration-to-three-days-enabling-faster-governance-iteration.md b/domains/internet-finance/metadao-autocrat-v01-reduces-proposal-duration-to-three-days-enabling-faster-governance-iteration.md
index b3635057c..36c7fb060 100644
--- a/domains/internet-finance/metadao-autocrat-v01-reduces-proposal-duration-to-three-days-enabling-faster-governance-iteration.md
+++ b/domains/internet-finance/metadao-autocrat-v01-reduces-proposal-duration-to-three-days-enabling-faster-governance-iteration.md
@@ -5,6 +5,8 @@ description: Configurable proposal slots with three-day default compress feedbac
 confidence: experimental
 source: MetaDAO Autocrat v0.1 proposal, December 2023
 created: 2026-03-15
+sourced_from:
+- inbox/archive/internet-finance/2023-12-03-futardio-proposal-migrate-autocrat-program-to-v01.md
 ---
 
 # MetaDAO Autocrat v0.1 reduces proposal duration to three days enabling faster governance iteration
diff --git a/domains/internet-finance/micro displacement evidence does not imply macro economic crisis because structural shock absorbers exist between job-level disruption and economy-wide collapse.md b/domains/internet-finance/micro displacement evidence does not imply macro economic crisis because structural shock absorbers exist between job-level disruption and economy-wide collapse.md
index 253b831f4..bfde2321d 100644
--- a/domains/internet-finance/micro displacement evidence does not imply macro economic crisis because structural shock absorbers exist between job-level disruption and economy-wide collapse.md	
+++ b/domains/internet-finance/micro displacement evidence does not imply macro economic crisis because structural shock absorbers exist between job-level disruption and economy-wide collapse.md	
@@ -8,6 +8,8 @@ created: 2026-03-06
 challenges:
   - "[[AI labor displacement operates as a self-funding feedback loop because companies substitute AI for labor as OpEx not CapEx meaning falling aggregate demand does not slow AI adoption]]"
   - "[[white-collar displacement has lagged but deeper consumption impact than blue-collar because top-decile earners drive disproportionate consumer spending and their savings buffers mask the damage for quarters]]"
+sourced_from:
+- inbox/archive/internet-finance/2026-02-24-noahopinion-citrini-scary-bedtime-story.md
 ---
 
 # micro displacement evidence does not imply macro economic crisis because structural shock absorbers exist between job-level disruption and economy-wide collapse
diff --git a/domains/internet-finance/mmpp-models-session-based-bursty-arrivals-through-hidden-state-markov-chain.md b/domains/internet-finance/mmpp-models-session-based-bursty-arrivals-through-hidden-state-markov-chain.md
index cc7a7c3f8..b433a1465 100644
--- a/domains/internet-finance/mmpp-models-session-based-bursty-arrivals-through-hidden-state-markov-chain.md
+++ b/domains/internet-finance/mmpp-models-session-based-bursty-arrivals-through-hidden-state-markov-chain.md
@@ -5,6 +5,8 @@ description: "Hidden Markov chain governs rate switching between active and quie
 confidence: proven
 source: "Liu et al. (NC State), 'Modeling and Simulation of Nonstationary Non-Poisson Arrival Processes' (2019)"
 created: 2026-03-11
+sourced_from:
+- inbox/archive/internet-finance/2019-00-00-liu-modeling-nonstationary-non-poisson-arrival-processes.md
 ---
 
 # MMPP models session-based bursty arrivals through hidden state Markov chain
diff --git a/domains/internet-finance/moderate-scale-queueing-systems-benefit-from-simple-threshold-policies-over-sophisticated-algorithms-because-square-root-staffing-captures-most-efficiency-gains.md b/domains/internet-finance/moderate-scale-queueing-systems-benefit-from-simple-threshold-policies-over-sophisticated-algorithms-because-square-root-staffing-captures-most-efficiency-gains.md
index 9d31181c4..b88ae6b8e 100644
--- a/domains/internet-finance/moderate-scale-queueing-systems-benefit-from-simple-threshold-policies-over-sophisticated-algorithms-because-square-root-staffing-captures-most-efficiency-gains.md
+++ b/domains/internet-finance/moderate-scale-queueing-systems-benefit-from-simple-threshold-policies-over-sophisticated-algorithms-because-square-root-staffing-captures-most-efficiency-gains.md
@@ -26,6 +26,8 @@ reweave_edges:
 - optimal-queue-policies-have-threshold-structure-making-simple-rules-near-optimal|supports|2026-04-19
 - pipeline-state-space-size-determines-whether-exact-mdp-solution-or-threshold-heuristics-are-optimal|related|2026-04-19
 - square-root-staffing-principle-provisions-servers-as-base-load-plus-beta-times-square-root-of-base-load-where-beta-is-quality-of-service-parameter|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2018-00-00-siam-economies-of-scale-halfin-whitt-regime.md
 ---
 
 # Moderate-scale queueing systems benefit from simple threshold policies over sophisticated algorithms because square-root staffing captures most efficiency gains
diff --git a/domains/internet-finance/multi-server-queueing-systems-exhibit-economies-of-scale-because-safety-margin-grows-sublinearly-with-system-size.md b/domains/internet-finance/multi-server-queueing-systems-exhibit-economies-of-scale-because-safety-margin-grows-sublinearly-with-system-size.md
index ea9bbcc98..1a4551798 100644
--- a/domains/internet-finance/multi-server-queueing-systems-exhibit-economies-of-scale-because-safety-margin-grows-sublinearly-with-system-size.md
+++ b/domains/internet-finance/multi-server-queueing-systems-exhibit-economies-of-scale-because-safety-margin-grows-sublinearly-with-system-size.md
@@ -12,6 +12,8 @@ related:
 reweave_edges:
 - littles-law-provides-minimum-worker-capacity-floor-for-pipeline-systems-but-requires-buffer-margin-for-variance|related|2026-04-18
 - moderate-scale-queueing-systems-benefit-from-simple-threshold-policies-over-sophisticated-algorithms-because-square-root-staffing-captures-most-efficiency-gains|supports|2026-04-18
+sourced_from:
+- inbox/archive/internet-finance/2019-00-00-whitt-what-you-should-know-about-queueing-models.md
 ---
 
 # Multi-server queueing systems exhibit economies of scale because safety margin grows sublinearly with system size
diff --git a/domains/internet-finance/myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment.md b/domains/internet-finance/myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment.md
index 8be2d7250..f04830920 100644
--- a/domains/internet-finance/myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment.md
+++ b/domains/internet-finance/myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment.md
@@ -15,6 +15,42 @@ reweave_edges:
 - raydium-liquidity-farming-follows-standard-pattern-of-1-percent-token-allocation-7-to-90-day-duration-and-clmm-pool-architecture|related|2026-04-19
 related:
 - raydium-liquidity-farming-follows-standard-pattern-of-1-percent-token-allocation-7-to-90-day-duration-and-clmm-pool-architecture
+sourced_from:
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/2026-03-03-futardio-launch-mycorealms.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-mycorealms.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/internet-finance/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/2026-03-11-futardio-launch-mycorealms.md
+- inbox/archive/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-mycorealms.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # MycoRealms demonstrates futarchy-governed physical infrastructure through $125K mushroom farm raise with market-controlled CAPEX deployment
diff --git a/domains/internet-finance/national-trust-charters-enable-crypto-exchanges-to-bypass-congressional-gridlock-through-federal-banking-infrastructure.md b/domains/internet-finance/national-trust-charters-enable-crypto-exchanges-to-bypass-congressional-gridlock-through-federal-banking-infrastructure.md
index 065bf10bd..635add739 100644
--- a/domains/internet-finance/national-trust-charters-enable-crypto-exchanges-to-bypass-congressional-gridlock-through-federal-banking-infrastructure.md
+++ b/domains/internet-finance/national-trust-charters-enable-crypto-exchanges-to-bypass-congressional-gridlock-through-federal-banking-infrastructure.md
@@ -10,6 +10,8 @@ agent: rio
 scope: structural
 sourcer: DL News Staff
 related_claims: ["[[Living Capital vehicles likely fail the Howey test for securities classification because the structural separation of capital raise from investment decision eliminates the efforts of others prong]]"]
+sourced_from:
+- inbox/archive/internet-finance/2026-04-05-dlnews-clarity-act-risk-coinbase-trust-charter.md
 ---
 
 # National trust charters enable crypto exchanges to bypass congressional gridlock through federal banking infrastructure
diff --git a/domains/internet-finance/non-stationary-service-systems-require-dynamic-worker-allocation-because-fixed-staffing-wastes-capacity-during-low-demand-and-creates-bottlenecks-during-peaks.md b/domains/internet-finance/non-stationary-service-systems-require-dynamic-worker-allocation-because-fixed-staffing-wastes-capacity-during-low-demand-and-creates-bottlenecks-during-peaks.md
index 0dce32240..4e86ebf42 100644
--- a/domains/internet-finance/non-stationary-service-systems-require-dynamic-worker-allocation-because-fixed-staffing-wastes-capacity-during-low-demand-and-creates-bottlenecks-during-peaks.md
+++ b/domains/internet-finance/non-stationary-service-systems-require-dynamic-worker-allocation-because-fixed-staffing-wastes-capacity-during-low-demand-and-creates-bottlenecks-during-peaks.md
@@ -9,6 +9,8 @@ supports:
 - time-varying-arrival-rates-require-dynamic-staffing-not-constant-max-workers
 reweave_edges:
 - time-varying-arrival-rates-require-dynamic-staffing-not-constant-max-workers|supports|2026-04-20
+sourced_from:
+- inbox/archive/internet-finance/2018-00-00-simio-resource-scheduling-non-stationary-service-systems.md
 ---
 
 # Non-stationary service systems require dynamic worker allocation because fixed staffing wastes capacity during low demand and creates bottlenecks during peaks
diff --git a/domains/internet-finance/nonstationary-non-poisson-arrival-modeling-requires-rate-function-plus-dispersion-ratio-to-capture-burstiness.md b/domains/internet-finance/nonstationary-non-poisson-arrival-modeling-requires-rate-function-plus-dispersion-ratio-to-capture-burstiness.md
index f33045c44..05adc281f 100644
--- a/domains/internet-finance/nonstationary-non-poisson-arrival-modeling-requires-rate-function-plus-dispersion-ratio-to-capture-burstiness.md
+++ b/domains/internet-finance/nonstationary-non-poisson-arrival-modeling-requires-rate-function-plus-dispersion-ratio-to-capture-burstiness.md
@@ -5,6 +5,8 @@ description: "CIATA method models time-varying bursty arrivals through combined
 confidence: proven
 source: "Liu et al. (NC State), 'Modeling and Simulation of Nonstationary Non-Poisson Arrival Processes' (2019)"
 created: 2026-03-11
+sourced_from:
+- inbox/archive/internet-finance/2019-00-00-liu-modeling-nonstationary-non-poisson-arrival-processes.md
 ---
 
 # Nonstationary non-Poisson arrival modeling requires rate function plus dispersion ratio to capture burstiness
diff --git a/domains/internet-finance/optimal-queue-policies-have-threshold-structure-making-simple-rules-near-optimal.md b/domains/internet-finance/optimal-queue-policies-have-threshold-structure-making-simple-rules-near-optimal.md
index e470cc200..e6206e09d 100644
--- a/domains/internet-finance/optimal-queue-policies-have-threshold-structure-making-simple-rules-near-optimal.md
+++ b/domains/internet-finance/optimal-queue-policies-have-threshold-structure-making-simple-rules-near-optimal.md
@@ -5,6 +5,8 @@ description: "MDP research shows threshold policies are provably optimal for mos
 confidence: proven
 source: "Li et al., 'An Overview for Markov Decision Processes in Queues and Networks' (2019)"
 created: 2026-03-11
+sourced_from:
+- inbox/archive/internet-finance/2019-07-00-li-overview-mdp-queues-networks.md
 ---
 
 # Optimal queue policies have threshold structure making simple rules near-optimal
diff --git a/domains/internet-finance/ownership coin treasuries should be actively managed through buybacks and token sales as continuous capital calibration not treated as static war chests.md b/domains/internet-finance/ownership coin treasuries should be actively managed through buybacks and token sales as continuous capital calibration not treated as static war chests.md
index d0353a99f..cac6cc428 100644
--- a/domains/internet-finance/ownership coin treasuries should be actively managed through buybacks and token sales as continuous capital calibration not treated as static war chests.md	
+++ b/domains/internet-finance/ownership coin treasuries should be actively managed through buybacks and token sales as continuous capital calibration not treated as static war chests.md	
@@ -16,6 +16,8 @@ related:
 reweave_edges:
 - Ownership coin treasury management uses market cap to treasury ratio as continuous capital calibration signal not static war chest|supports|2026-04-19
 - Ownership coins with target markets create intelligence accelerant through capital deployment feedback because real investment outcomes generate learning loops that pure information-processing agents cannot access|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-02-11-m3taversal-fluid-capital-stacks.md
 ---
 
 # Ownership coin treasuries should be actively managed through buybacks and token sales as continuous capital calibration not treated as static war chests
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 c0d2bedd3..1daae6950 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	
@@ -19,6 +19,8 @@ reweave_edges:
 - Ownership coins solve minority investor protection through conditional market forced buyouts not governance quality|supports|2026-04-19
 supports:
 - Ownership coins solve minority investor protection through conditional market forced buyouts not governance quality
+sourced_from:
+- inbox/archive/internet-finance/2026-03-09-metaproph3t-x-archive.md
 ---
 
 # 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
diff --git a/domains/internet-finance/performance-gated-team-vesting-with-price-multiple-triggers-eliminates-early-insider-selling-as-ownership-alignment-mechanism.md b/domains/internet-finance/performance-gated-team-vesting-with-price-multiple-triggers-eliminates-early-insider-selling-as-ownership-alignment-mechanism.md
index 088d85be6..95bba0d1e 100644
--- a/domains/internet-finance/performance-gated-team-vesting-with-price-multiple-triggers-eliminates-early-insider-selling-as-ownership-alignment-mechanism.md
+++ b/domains/internet-finance/performance-gated-team-vesting-with-price-multiple-triggers-eliminates-early-insider-selling-as-ownership-alignment-mechanism.md
@@ -16,6 +16,9 @@ related:
 reweave_edges:
 - Token vesting against volume milestones solves the country lead coordination problem by aligning incentives with the regulatory operational and execution risk of launching new markets|related|2026-04-20
 - xp-weighted-allocation-in-oversubscribed-raises-aligns-ownership-with-prior-contribution-by-redistributing-allocation-not-price|related|2026-04-20
+sourced_from:
+- inbox/archive/internet-finance/2026-03-15-pineanalytics-p2p-metadao-ico-analysis.md
+- inbox/archive/internet-finance/2026-03-25-pine-analytics-p2p-me-ico-analysis.md
 ---
 
 # Performance-gated team vesting with price-multiple triggers eliminates early insider selling as ownership alignment mechanism
diff --git a/domains/internet-finance/permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms.md b/domains/internet-finance/permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms.md
index 418eb98fc..86aad16a6 100644
--- a/domains/internet-finance/permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms.md
+++ b/domains/internet-finance/permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms.md
@@ -17,6 +17,103 @@ supports:
 - Permissioned launchpad curation creates implicit due diligence liability through intervention precedent because each curatorial decision becomes evidence of gatekeeper responsibility
 reweave_edges:
 - Permissioned launchpad curation creates implicit due diligence liability through intervention precedent because each curatorial decision becomes evidence of gatekeeper responsibility|supports|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-04-01-telegram-m3taversal-futairdbot-can-you-please-list-all-the-metadao-ow.md
+- inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-all-confidently-wrong-i-m-not-sure-wabout-the-sab.md
+- inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-what-do-you-think-of-that-proposal-can-you-send-m.md
+- inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-happened-to-rngr.md
+- inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-why-did-proph3t-launch-metadao.md
+- inbox/archive/general/2026-03-24-telegram-m3taversal-futarchy-metadao-fi-is-not-a-real-site-the-link-t.md
+- inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-what-do-you-think-of-this-decision-mar.md
+- inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-futairdbot-you-should-learn-about-this-i-know-dr.md
+- inbox/archive/general/2026-03-25-telegram-m3taversal-futairdbot-what-s-the-current-price-of-solo.md
+- inbox/archive/internet-finance/2026-04-14-telegram-m3taversal-its-april-now-this-launched-a-day-ago-or-sth.md
+- inbox/archive/internet-finance/2026-03-27-telegram-m3taversal-futairdbot-https-x-com-jussy-world-status-20375.md
+- inbox/archive/internet-finance/2026-03-18-telegram-m3taversal-futairdbot-what-are-examples-of-futarchy-being-ma.md
+- inbox/archive/general/2026-03-24-telegram-m3taversal-can-you-please-send-me-the-full-text-of-solo-dp-00.md
+- inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-fancy-cats-that-s-wrong-where-d-you-get-that-from.md
+- inbox/archive/entertainment/2026-03-28-telegram-m3taversal-futairdbot-what-are-the-ownership-coins-that-have.md
+- inbox/archive/internet-finance/2026-03-27-telegram-m3taversal-futairdbot-major-update-on-umbra-https-x-com-k.md
+- inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-give-me-a-list-of-ownership-coins.md
+- inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-you-should-be-able-to-access-this-x-ar.md
+- inbox/archive/general/2026-03-24-telegram-m3taversal-hey-futairdbot-you-should-now-have-solomon-labs-p.md
+- inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-all-startups-are-usually-burning-capital-that-s-n.md
+- inbox/archive/general/2026-03-24-telegram-m3taversal-did-you-run-an-x-keyword-search.md
+- inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-why-did-proph3t-launch-metadao-and-how.md
+- inbox/archive/2026-03-18-telegram-m3taversal-futairdbot-what-about-leverage-in-the-metadao-eco.md
+- inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-https-x-com-metaproph3t-status-20399642797687439.md
+- inbox/archive/general/2026-03-25-telegram-m3taversal-futairdbot-what-s-the-price-of-omfg.md
+- inbox/archive/internet-finance/2026-03-27-telegram-m3taversal-futairdbot-what-do-you-think-of-this-https-x-c.md
+- inbox/archive/general/2026-03-23-telegram-m3taversal-futairdbot-whats-the-latest-metadao-governance-pr.md
+- inbox/archive/general/2026-03-23-telegram-m3taversal-please-return-whatever-information-is-in-your-know.md
+- inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-https-x-com-0xweiler-status-2037189.md
+- inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-this-is-wrong-all-the-companies-that-have-launche.md
+- inbox/archive/general/2026-03-25-telegram-m3taversal-ok-so-now-all-3-posts-are-in-the-teleo-codex-inbox.md
+- inbox/archive/internet-finance/2026-03-25-telegram-m3taversal-https-x-com-shayonsengupta-status-20339233930958.md
+- inbox/archive/entertainment/2026-04-04-telegram-m3taversal-what-lessons-should-we-take-from-autoresearch-to-i.md
+- inbox/archive/internet-finance/2026-03-25-telegram-m3taversal-futairdbot-please-ingest-this-and-search-and-retr.md
+- inbox/archive/internet-finance/2026-04-05-telegram-m3taversal-this-information-is-out-of-date-please-pull-lates.md
+- inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-thedonkey-leads-international-growth.md
+- inbox/archive/internet-finance/2026-04-02-telegram-m3taversal-futairdbot-what-do-ownership-coins-do.md
+- inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-this-is-important-info-https-x-com-p.md
+- inbox/archive/general/2026-03-24-telegram-m3taversal-futairdbot-can-you-please-send-me-the-full-text-o.md
+- inbox/archive/internet-finance/2026-04-14-telegram-m3taversal-futairdbot-what-do-you-know-about-bynomo.md
+- inbox/archive/internet-finance/2026-04-01-telegram-m3taversal-futairdbot-what-are-the-ownership-coins-that-have.md
+- inbox/archive/internet-finance/2026-03-28-telegram-m3taversal-futairdbot-https-x-com-robinhanson-status-20376.md
+- inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-what-are-the-companies-that-have-launched-through.md
+- inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-futairdbot-what-are-people-saying-about-the-p2p.md
+- inbox/archive/ai-alignment/2026-04-04-telegram-m3taversal-what-do-you-think-are-the-most-compelling-approach.md
+- inbox/archive/internet-finance/2026-03-30-tg-shared-jabranthelawyer-2038413063381246199-s-20.md
+- inbox/archive/general/2026-03-30-tg-shared-metaproph3t-2038369060598223268.md
+- inbox/archive/general/2026-03-23-telegram-m3taversal-this-tweet-has-nothing-to-do-with-mira-murati-were.md
+- inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-was-the-first-project-to-raise-mo.md
+- inbox/archive/internet-finance/2026-03-28-telegram-m3taversal-https-x-com-p2pdotfound-status-20378750319220782.md
+- inbox/archive/entertainment/2026-03-30-telegram-m3taversal-we-should-always-be-up-front-about-that-here-is-i.md
+- inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-futairdbot-research-the-upcoming-p2p-fundraise-la.md
+- inbox/archive/general/2026-03-25-telegram-m3taversal-that-s-a-bad-answer-you-have-access-to-live-pric.md
+- inbox/archive/internet-finance/2026-03-28-telegram-m3taversal-oof-that-s-rough-none-of-that-is-accurate-i-don.md
+- inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-ok-look-for-the-metadao-robin-hanson-governance-pr.md
+- inbox/archive/internet-finance/2026-04-02-telegram-m3taversal-what-are-the-ownership-coins-that-are-currently-tr.md
+- inbox/archive/internet-finance/2026-03-24-telegram-m3taversal-interesting-hadnt-thought-about-it-that-way-any.md
+- inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-what-advantage-do-a-few-target-markets-and-ownersh.md
+- inbox/archive/internet-finance/2026-04-05-tg-shared-metaproph3t-2039964279768743983-s-20.md
+- inbox/archive/internet-finance/2026-04-12-telegram-m3taversal-futairdbot-what-are-the-main-takeawys-from-the-p2.md
+- inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-https-x-com-sjdedic-status-203714354.md
+- inbox/archive/internet-finance/2026-04-05-telegram-m3taversal-futairdbot-what-are-the-biggest-threats-to-metada.md
+- inbox/archive/internet-finance/2026-03-25-telegram-m3taversal-futairdbot-please-search-p2p-me-allocation-and-ot.md
+- inbox/archive/general/2026-03-23-telegram-m3taversal-what-is-in-your-kb-about-the-robin-hanson-proposal.md
+- inbox/archive/general/2026-03-23-telegram-m3taversal-that-s-not-the-proposal-we-were-talking-about-i-m.md
+- inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-another-one-to-index-https-x-com-j.md
+- inbox/archive/general/2026-03-25-telegram-m3taversal-futairdbot-who-are-you-and-what-s-your-purpose.md
+- inbox/archive/internet-finance/2026-04-05-telegram-m3taversal-futairdbot-do-yo-ubelieve-that-metadao-launches-a.md
+- inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-what-do-you-think-about-this-post-doe.md
+- inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-are-the-best-decision-markets-tha.md
+- inbox/archive/general/2026-03-25-telegram-m3taversal-can-you-save-a-learning-for-this.md
+- inbox/archive/general/2026-03-23-telegram-m3taversal-ok-can-you-give-me-the-full-text-for-the-robin-han.md
+- inbox/archive/general/2026-03-23-telegram-m3taversal-i-saw-a-few-posts-from-vcs-saying-they-would-be-in.md
+- inbox/archive/internet-finance/2026-03-24-telegram-m3taversal-futairdbot-what-have-people-been-saying-about-p2.md
+- inbox/archive/internet-finance/2026-04-12-telegram-m3taversal-futairdbot-what-are-the-advantages-and-disadvanta.md
+- inbox/archive/general/2026-03-23-telegram-m3taversal-weird-saying-how-much-meta-theia-research-has-thi.md
+- inbox/archive/general/2026-03-23-telegram-m3taversal-futairdbot-what-do-you-think-about-this-article.md
+- inbox/archive/internet-finance/2026-03-28-telegram-m3taversal-your-wrong-it-usually-massively-accelerates-into.md
+- inbox/archive/internet-finance/2026-03-24-telegram-m3taversal-futairdbot-what-is-the-consensus-on-p2p-me-in-rec.md
+- inbox/archive/ai-alignment/2026-04-04-telegram-m3taversal-how-transformative-are-software-patterns-agentic.md
+- inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-that-s-not-true-curated-launches-had-significantl.md
+- inbox/archive/internet-finance/2026-04-05-telegram-m3taversal-futairdbot-why-do-you-believe-metadao-will-be-abl.md
+- inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-how-much-did-deans-list-raise-on-metadao.md
+- inbox/archive/general/2026-03-23-telegram-m3taversal-glad-your-able-to-actually-read-the-article-this-t.md
+- inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-post-see-new-posts-conversation-don-thedonkey-we.md
+- inbox/archive/internet-finance/2026-04-03-tg-shared-metaproph3t-2039964279768743983-s-20.md
+- inbox/archive/entertainment/2026-03-30-telegram-m3taversal-futairdbot-what-do-you-think-of-these-posts-http.md
+- inbox/archive/internet-finance/2026-03-25-telegram-m3taversal-futairdbot-https-x-com-sjdedic-status-203424109.md
+- inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-do-you-think-of-the-ownership-coi.md
+- inbox/archive/general/2026-03-25-telegram-m3taversal-not-bad-i-like-the-answer-what-if-i-asked-you-to.md
+- inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-an-equally-important-piece-is-that-token-holders-h.md
+- inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-https-futarchy-info.md
+- inbox/archive/general/2026-03-23-telegram-m3taversal-that-s-all-the-information-you-have-how-do-you.md
+- inbox/archive/general/2026-03-25-telegram-m3taversal-why-would-you-make-something-like-that-up-please.md
+- inbox/archive/internet-finance/2026-03-24-telegram-m3taversal-futairdbot-what-do-you-think-about-this-https.md
+- inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-are-the-takeaways-from-this-umbr.md
 ---
 
 # Permissioned launch curation creates implicit endorsement liability for futarchy platforms because each approval decision is evidence of gatekeeper responsibility that regulators can use to impose due diligence obligations
diff --git a/domains/internet-finance/permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform.md b/domains/internet-finance/permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform.md
index 7685cb24b..553d7963c 100644
--- a/domains/internet-finance/permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform.md	
+++ b/domains/internet-finance/permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform.md	
@@ -9,6 +9,41 @@ related:
 - curated-metadao-icos-achieved-higher-committed-capital-than-permissionless-launches-through-pre-launch-validation
 reweave_edges:
 - curated-metadao-icos-achieved-higher-committed-capital-than-permissionless-launches-through-pre-launch-validation|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-03-05-pineanalytics-futardio-launch-metrics.md
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/internet-finance/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/2024-07-01-futardio-proposal-fund-artemis-labs-data-and-analytics-dashboards.md
+- inbox/archive/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2024-07-01-futardio-proposal-fund-artemis-labs-data-and-analytics-dashboards.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # Permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform
diff --git a/domains/internet-finance/permissionless leverage on metaDAO ecosystem tokens catalyzes trading volume and price discovery that strengthens governance by making futarchy markets more liquid.md b/domains/internet-finance/permissionless leverage on metaDAO ecosystem tokens catalyzes trading volume and price discovery that strengthens governance by making futarchy markets more liquid.md
index 25aace620..5bc58a7c6 100644
--- a/domains/internet-finance/permissionless leverage on metaDAO ecosystem tokens catalyzes trading volume and price discovery that strengthens governance by making futarchy markets more liquid.md	
+++ b/domains/internet-finance/permissionless leverage on metaDAO ecosystem tokens catalyzes trading volume and price discovery that strengthens governance by making futarchy markets more liquid.md	
@@ -5,6 +5,9 @@ domain: internet-finance
 created: 2026-03-03
 confidence: experimental
 source: "Strategy session journal, March 2026; enriched with trader recruitment mechanism and Omnipair valuation analysis, March 2026"
+sourced_from:
+- inbox/archive/internet-finance/2026-02-16-kyojindoteth-omnipair-live.md
+- inbox/archive/internet-finance/2026-03-09-rakka-omnipair-conversation.md
 ---
 
 # permissionless leverage on metaDAO ecosystem tokens catalyzes trading volume and price discovery that strengthens governance by making futarchy markets more liquid
diff --git a/domains/internet-finance/pipeline-state-space-size-determines-whether-exact-mdp-solution-or-threshold-heuristics-are-optimal.md b/domains/internet-finance/pipeline-state-space-size-determines-whether-exact-mdp-solution-or-threshold-heuristics-are-optimal.md
index d842b1e2b..096b88617 100644
--- a/domains/internet-finance/pipeline-state-space-size-determines-whether-exact-mdp-solution-or-threshold-heuristics-are-optimal.md
+++ b/domains/internet-finance/pipeline-state-space-size-determines-whether-exact-mdp-solution-or-threshold-heuristics-are-optimal.md
@@ -5,6 +5,8 @@ description: "Small state spaces enable exact value iteration while large spaces
 confidence: likely
 source: "Li et al., 'An Overview for Markov Decision Processes in Queues and Networks' (2019)"
 created: 2026-03-11
+sourced_from:
+- inbox/archive/internet-finance/2019-07-00-li-overview-mdp-queues-networks.md
 ---
 
 # Pipeline state space size determines whether exact MDP solution or threshold heuristics are optimal
diff --git a/domains/internet-finance/play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure.md b/domains/internet-finance/play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure.md
index 77b095c67..5c71be0e6 100644
--- a/domains/internet-finance/play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure.md
+++ b/domains/internet-finance/play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure.md
@@ -10,6 +10,8 @@ related:
 - futarchy-variance-creates-portfolio-problem-because-mechanism-selects-both-top-performers-and-worst-performers-simultaneously
 reweave_edges:
 - futarchy-variance-creates-portfolio-problem-because-mechanism-selects-both-top-performers-and-worst-performers-simultaneously|related|2026-04-18
+sourced_from:
+- inbox/archive/internet-finance/2025-06-12-optimism-futarchy-v1-preliminary-findings.md
 ---
 
 # Play-money futarchy attracts participation but produces uncalibrated predictions because absence of downside risk removes selection pressure
diff --git a/domains/internet-finance/polymarket-achieved-us-regulatory-legitimacy-through-qcx-acquisition-establishing-prediction-markets-as-cftc-regulated-derivatives.md b/domains/internet-finance/polymarket-achieved-us-regulatory-legitimacy-through-qcx-acquisition-establishing-prediction-markets-as-cftc-regulated-derivatives.md
index 016edd3fc..3721ffdfb 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
@@ -23,6 +23,8 @@ 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
+sourced_from:
+- inbox/archive/internet-finance/2026-01-20-polymarket-cftc-approval-qcx-acquisition.md
 ---
 
 # Polymarket achieved US regulatory legitimacy through $112M QCX acquisition establishing prediction markets as CFTC-regulated derivatives though federal-state classification conflict remains unresolved
diff --git a/domains/internet-finance/polymarket-kalshi-duopoly-emerging-as-dominant-us-prediction-market-structure-with-complementary-regulatory-models.md b/domains/internet-finance/polymarket-kalshi-duopoly-emerging-as-dominant-us-prediction-market-structure-with-complementary-regulatory-models.md
index 589f5cf52..b80f445ca 100644
--- a/domains/internet-finance/polymarket-kalshi-duopoly-emerging-as-dominant-us-prediction-market-structure-with-complementary-regulatory-models.md
+++ b/domains/internet-finance/polymarket-kalshi-duopoly-emerging-as-dominant-us-prediction-market-structure-with-complementary-regulatory-models.md
@@ -10,6 +10,8 @@ supports:
 - QCX
 reweave_edges:
 - QCX|supports|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-01-20-polymarket-cftc-approval-qcx-acquisition.md
 ---
 
 # Polymarket-Kalshi duopoly emerging as dominant US prediction market structure with complementary regulatory models
diff --git a/domains/internet-finance/prediction-market-growth-builds-infrastructure-for-decision-markets-but-conversion-is-not-happening.md b/domains/internet-finance/prediction-market-growth-builds-infrastructure-for-decision-markets-but-conversion-is-not-happening.md
index df04ecea8..7278c55f7 100644
--- a/domains/internet-finance/prediction-market-growth-builds-infrastructure-for-decision-markets-but-conversion-is-not-happening.md
+++ b/domains/internet-finance/prediction-market-growth-builds-infrastructure-for-decision-markets-but-conversion-is-not-happening.md
@@ -14,6 +14,9 @@ reweave_edges:
 - Augur|related|2026-04-17
 - prediction-market-regulatory-legitimacy-creates-both-opportunity-and-existential-risk-for-decision-markets|related|2026-04-19
 - prediction-markets-are-spectator-sports-while-decision-markets-require-skin-in-the-game-creating-fundamentally-different-cold-start-dynamics|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-03-15-pineanalytics-p2p-metadao-ico-analysis.md
+- inbox/archive/internet-finance/2026-03-25-pine-analytics-p2p-me-ico-analysis.md
 ---
 
 # Prediction market growth builds infrastructure for decision markets but the conversion is not happening
diff --git a/domains/internet-finance/prediction-market-scale-exceeds-decision-market-scale-by-two-orders-of-magnitude-showing-pure-forecasting-dominates-governance-applications.md b/domains/internet-finance/prediction-market-scale-exceeds-decision-market-scale-by-two-orders-of-magnitude-showing-pure-forecasting-dominates-governance-applications.md
index 9e73f0b19..96ba4e8e0 100644
--- a/domains/internet-finance/prediction-market-scale-exceeds-decision-market-scale-by-two-orders-of-magnitude-showing-pure-forecasting-dominates-governance-applications.md
+++ b/domains/internet-finance/prediction-market-scale-exceeds-decision-market-scale-by-two-orders-of-magnitude-showing-pure-forecasting-dominates-governance-applications.md
@@ -10,6 +10,8 @@ related:
 - solana-defi-will-overtake-hyperliquid-within-two-years-through-composability-advantage-compounding
 reweave_edges:
 - solana-defi-will-overtake-hyperliquid-within-two-years-through-composability-advantage-compounding|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-01-20-polymarket-cftc-approval-qcx-acquisition.md
 ---
 
 # Prediction market scale exceeds decision market scale by two orders of magnitude showing pure forecasting dominates governance applications
diff --git a/domains/internet-finance/private credits permanent capital is structurally exposed to AI disruption through insurance-company funding vehicles that channel policyholder savings into PE-backed software debt.md b/domains/internet-finance/private credits permanent capital is structurally exposed to AI disruption through insurance-company funding vehicles that channel policyholder savings into PE-backed software debt.md
index 88af1edf2..150911bbd 100644
--- a/domains/internet-finance/private credits permanent capital is structurally exposed to AI disruption through insurance-company funding vehicles that channel policyholder savings into PE-backed software debt.md	
+++ b/domains/internet-finance/private credits permanent capital is structurally exposed to AI disruption through insurance-company funding vehicles that channel policyholder savings into PE-backed software debt.md	
@@ -7,6 +7,8 @@ source: "Citrini Research '2028 Global Intelligence Crisis' (Feb 2026); private
 created: 2026-03-05
 depends_on:
   - "[[optimization for efficiency without regard for resilience creates systemic fragility because interconnected systems transmit and amplify local failures into cascading breakdowns]]"
+sourced_from:
+- inbox/archive/internet-finance/2026-02-22-citriniresearch-2028-global-intelligence-crisis.md
 ---
 
 # private credits permanent capital is structurally exposed to AI disruption through insurance-company funding vehicles that channel policyholder savings into PE-backed software debt
diff --git a/domains/internet-finance/profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one.md b/domains/internet-finance/profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one.md
index 3d6f6b0a4..364f5a56b 100644
--- a/domains/internet-finance/profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one.md	
+++ b/domains/internet-finance/profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one.md	
@@ -9,6 +9,8 @@ related:
 - technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution
 reweave_edges:
 - technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-02-26-citadel-securities-contra-citrini-rebuttal.md
 ---
 
 # Profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one
diff --git a/domains/internet-finance/prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading.md b/domains/internet-finance/prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading.md
index 1d8387d52..ed422e3f1 100644
--- a/domains/internet-finance/prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading.md
+++ b/domains/internet-finance/prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading.md
@@ -12,6 +12,40 @@ related:
 reweave_edges:
 - "{'Launchpet': 'Futardio ICO Launch|related|2026-04-18'}"
 - "Launchpet: Futardio ICO Launch|related|2026-04-19"
+sourced_from:
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-launchpet.md
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/internet-finance/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore.md
+- inbox/archive/2026-03-05-futardio-launch-launchpet.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # Prosocial fee allocation in crypto platforms functions as a retention mechanism by attaching charitable identity to speculative trading
diff --git a/domains/internet-finance/protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select.md b/domains/internet-finance/protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select.md
index 0d7788fec..2ebaf5d14 100644
--- a/domains/internet-finance/protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select.md
+++ b/domains/internet-finance/protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select.md
@@ -10,6 +10,43 @@ source:
 depends_on:
   - "[[Expert staking with slashing mechanisms aligns incentives by concentrating losses on decision-makers]]"
 challenged_by: []
+sourced_from:
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-vaultguard.md
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2025-01-13-futardio-proposal-should-jto-vault-be-added-to-tiprouter-ncn.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/internet-finance/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore.md
+- inbox/archive/2026-03-08-futardio-launch-seeker-vault.md
+- inbox/archive/internet-finance/2026-03-08-futardio-launch-seeker-vault.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/2025-01-13-futardio-proposal-should-jto-vault-be-added-to-tiprouter-ncn.md
 ---
 
 DeFi insurance protocols using protocol-specific first-loss staking create stronger underwriting incentives than socialized pools. When stakers allocate capital to specific protocols and absorb the first tranche of losses from those protocols, they face concentrated downside from poor selection. This contrasts with socialized models where losses spread across all participants regardless of individual protocol choices.
diff --git a/domains/internet-finance/publishing investment analysis openly before raising capital inverts hedge fund secrecy because transparency attracts domain-expert LPs who can independently verify the thesis.md b/domains/internet-finance/publishing investment analysis openly before raising capital inverts hedge fund secrecy because transparency attracts domain-expert LPs who can independently verify the thesis.md
index 1086278f6..5243ad274 100644
--- a/domains/internet-finance/publishing investment analysis openly before raising capital inverts hedge fund secrecy because transparency attracts domain-expert LPs who can independently verify the thesis.md	
+++ b/domains/internet-finance/publishing investment analysis openly before raising capital inverts hedge fund secrecy because transparency attracts domain-expert LPs who can independently verify the thesis.md	
@@ -6,6 +6,8 @@ confidence: likely
 source: "rio, derived from Aschenbrenner/SA LP (Fortune Oct 2025), Peter Thiel/Founders Fund ('Zero to One'), George Soros (reflexivity writings), Michael Burry (blog posts)"
 created: 2026-03-07
 secondary_domains: [living-capital]
+sourced_from:
+- inbox/archive/internet-finance/2026-03-05-aschenbrenner-situational-awareness-research.md
 ---
 
 # Publishing investment analysis openly before raising capital inverts hedge fund secrecy because transparency attracts domain-expert LPs who can independently verify the thesis
diff --git a/domains/internet-finance/quantum-markets-could-address-futarchy-capital-inefficiency-by-sharing-liquidity-across-all-proposals-instead-of-bootstrapping-new-markets-per-decision.md b/domains/internet-finance/quantum-markets-could-address-futarchy-capital-inefficiency-by-sharing-liquidity-across-all-proposals-instead-of-bootstrapping-new-markets-per-decision.md
index cef838dde..adfb2a2b7 100644
--- a/domains/internet-finance/quantum-markets-could-address-futarchy-capital-inefficiency-by-sharing-liquidity-across-all-proposals-instead-of-bootstrapping-new-markets-per-decision.md
+++ b/domains/internet-finance/quantum-markets-could-address-futarchy-capital-inefficiency-by-sharing-liquidity-across-all-proposals-instead-of-bootstrapping-new-markets-per-decision.md
@@ -18,6 +18,8 @@ supports:
 - umia-brings-futarchy-governance-to-ethereum-creating-the-first-direct-cross-chain-competitor-to-metadaos-solana-implementation
 reweave_edges:
 - umia-brings-futarchy-governance-to-ethereum-creating-the-first-direct-cross-chain-competitor-to-metadaos-solana-implementation|supports|2026-04-20
+sourced_from:
+- inbox/archive/internet-finance/2026-03-16-umia-finance-quantum-organisations.md
 ---
 
 # Quantum markets could address futarchy capital inefficiency by sharing liquidity across all proposals instead of bootstrapping new markets per decision
diff --git a/domains/internet-finance/reclaimable-rent-reduces-futarchy-proposal-friction.md b/domains/internet-finance/reclaimable-rent-reduces-futarchy-proposal-friction.md
index ebce80a19..67a5491ca 100644
--- a/domains/internet-finance/reclaimable-rent-reduces-futarchy-proposal-friction.md
+++ b/domains/internet-finance/reclaimable-rent-reduces-futarchy-proposal-friction.md
@@ -10,6 +10,8 @@ agent: rio
 scope: functional
 sourcer: HenryE, Proph3t
 related_claims: ["[[futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements]]"]
+sourced_from:
+- inbox/archive/internet-finance/2026-03-25-metadao-omnibus-migration-proposal.md
 ---
 
 # Reclaimable OpenBook market rent reduces futarchy proposal friction because the ~4 SOL creation cost previously deterred marginal proposals
diff --git a/domains/internet-finance/seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation.md b/domains/internet-finance/seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation.md
index d3ee82cbb..2d21f4ff0 100644
--- a/domains/internet-finance/seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation.md
+++ b/domains/internet-finance/seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation.md
@@ -16,6 +16,38 @@ related:
 - Seyf
 reweave_edges:
 - Seyf|related|2026-04-19
+sourced_from:
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/internet-finance/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # Seyf demonstrates intent-based wallet architecture where natural language replaces manual DeFi navigation
diff --git a/domains/internet-finance/seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept.md b/domains/internet-finance/seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept.md
index aef681226..87414ce21 100644
--- a/domains/internet-finance/seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept.md
+++ b/domains/internet-finance/seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept.md
@@ -18,6 +18,38 @@ supports:
 reweave_edges:
 - etnlio|supports|2026-04-18
 - Seyf|supports|2026-04-19
+sourced_from:
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/internet-finance/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # Seyf's futardio fundraise raised $200 against a $300,000 target, signaling near-zero market traction for the AI-native wallet concept on MetaDAO in March 2026
diff --git a/domains/internet-finance/shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets.md b/domains/internet-finance/shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets.md
index 5a57e03e2..cca6ef5c7 100644
--- a/domains/internet-finance/shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets.md
+++ b/domains/internet-finance/shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets.md
@@ -10,6 +10,58 @@ depends_on:
 challenged_by:
   - "Shared liquidity between conditional token pairs could introduce cross-pool price manipulation vectors not present in isolated AMMs"
   - "Redemption mechanics may be incompatible with shared liquidity — winning conditional tokens must redeem 1:1 against underlying, which requires ring-fenced reserves"
+sourced_from:
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-should-metadao-hire-robin-hanson-as-an-advisor.md
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2026-03-04-futardio-launch-proph3t.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2023-11-18-futardio-proposal-develop-a-lst-vote-market.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
+- inbox/archive/2025-02-10-futardio-proposal-should-metadao-hire-robin-hanson-as-an-advisor.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/2025-12-23-futardio-proposal-liquidity-adjustment-proposal.md
+- inbox/archive/2024-01-24-futardio-proposal-develop-amm-program-for-futarchy.md
+- inbox/archive/internet-finance/2023-11-18-futardio-proposal-develop-a-lst-vote-market.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-08-14-futardio-proposal-develop-memecoin-launchpad.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-04-futardio-launch-proph3t.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2024-02-20-futardio-proposal-develop-multi-option-proposals.md
+- inbox/archive/internet-finance/2024-02-20-futardio-proposal-develop-multi-option-proposals.md
+- inbox/archive/2024-06-26-futardio-proposal-approve-metadao-fundraise-2.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/internet-finance/2024-01-24-futardio-proposal-develop-amm-program-for-futarchy.md
+- inbox/archive/internet-finance/2024-08-14-futardio-proposal-develop-memecoin-launchpad.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/internet-finance/2023-12-16-futardio-proposal-develop-a-saber-vote-market.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/2023-12-16-futardio-proposal-develop-a-saber-vote-market.md
+- inbox/archive/internet-finance/2024-06-26-futardio-proposal-approve-metadao-fundraise-2.md
+- inbox/archive/2024-03-13-futardio-proposal-develop-futarchy-as-a-service-faas.md
+- inbox/archive/2026-02-07-futardio-proposal-zkfg-restructuring-proposal.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2024-03-13-futardio-proposal-develop-futarchy-as-a-service-faas.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/2026-03-04-futardio-proposal-futardio-001-omnibus-proposal.md
+- inbox/archive/internet-finance/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # Shared-liquidity AMMs could solve futarchy capital inefficiency by routing base-pair deposits into all derived conditional token markets without requiring separate capital for each pass and fail pool
diff --git a/domains/internet-finance/social-login-and-embedded-fiat-on-ramps-target-the-two-structural-barriers-to-mainstream-crypto-adoption.md b/domains/internet-finance/social-login-and-embedded-fiat-on-ramps-target-the-two-structural-barriers-to-mainstream-crypto-adoption.md
index 3b7a05fcf..7c07c3a64 100644
--- a/domains/internet-finance/social-login-and-embedded-fiat-on-ramps-target-the-two-structural-barriers-to-mainstream-crypto-adoption.md
+++ b/domains/internet-finance/social-login-and-embedded-fiat-on-ramps-target-the-two-structural-barriers-to-mainstream-crypto-adoption.md
@@ -8,6 +8,8 @@ confidence: speculative
 related:
 - zkTLS-proofs-enable-trustless-fiat-payment-verification-by-cryptographically-attesting-to-payment-confirmations-over-legacy-rails
 - fiat-onramp-conversion-rates-are-under-10-percent-creating-structural-bottleneck-for-crypto-adoption
+sourced_from:
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-launchpet.md
 ---
 
 <!-- claim pending -->
diff --git a/domains/internet-finance/solana-defi-will-overtake-hyperliquid-within-two-years-through-composability-advantage-compounding.md b/domains/internet-finance/solana-defi-will-overtake-hyperliquid-within-two-years-through-composability-advantage-compounding.md
index e96a5d9df..d29cc2b20 100644
--- a/domains/internet-finance/solana-defi-will-overtake-hyperliquid-within-two-years-through-composability-advantage-compounding.md
+++ b/domains/internet-finance/solana-defi-will-overtake-hyperliquid-within-two-years-through-composability-advantage-compounding.md
@@ -5,6 +5,8 @@ description: "Prediction: Solana DeFi overtakes Hyperliquid within 2 years via c
 confidence: speculative
 source: "Dhrumil (@mmdhrumil), Archer Exchange co-founder, X archive 2026-03-09"
 created: 2026-03-11
+sourced_from:
+- inbox/archive/internet-finance/2026-03-09-mmdhrumil-x-archive.md
 ---
 
 # Solana DeFi will overtake Hyperliquid within two years through composability advantage compounding
diff --git a/domains/internet-finance/square-root-staffing-formula-requires-peakedness-adjustment-for-non-poisson-arrivals.md b/domains/internet-finance/square-root-staffing-formula-requires-peakedness-adjustment-for-non-poisson-arrivals.md
index 32b7aa4bd..b85712b04 100644
--- a/domains/internet-finance/square-root-staffing-formula-requires-peakedness-adjustment-for-non-poisson-arrivals.md
+++ b/domains/internet-finance/square-root-staffing-formula-requires-peakedness-adjustment-for-non-poisson-arrivals.md
@@ -9,6 +9,8 @@ related:
 - square-root-staffing-principle-provisions-servers-as-base-load-plus-beta-times-square-root-of-base-load-where-beta-is-quality-of-service-parameter
 reweave_edges:
 - square-root-staffing-principle-provisions-servers-as-base-load-plus-beta-times-square-root-of-base-load-where-beta-is-quality-of-service-parameter|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2016-00-00-cambridge-staffing-non-poisson-non-stationary-arrivals.md
 ---
 
 # Square-root staffing formula requires peakedness adjustment for non-Poisson arrivals because bursty processes need proportionally more safety capacity than the Poisson baseline predicts
diff --git a/domains/internet-finance/square-root-staffing-principle-achieves-economies-of-scale-in-queueing-systems-by-operating-near-full-utilization-with-manageable-delays.md b/domains/internet-finance/square-root-staffing-principle-achieves-economies-of-scale-in-queueing-systems-by-operating-near-full-utilization-with-manageable-delays.md
index 6d1a89853..96526a875 100644
--- a/domains/internet-finance/square-root-staffing-principle-achieves-economies-of-scale-in-queueing-systems-by-operating-near-full-utilization-with-manageable-delays.md
+++ b/domains/internet-finance/square-root-staffing-principle-achieves-economies-of-scale-in-queueing-systems-by-operating-near-full-utilization-with-manageable-delays.md
@@ -15,6 +15,8 @@ reweave_edges:
 - moderate-scale-queueing-systems-benefit-from-simple-threshold-policies-over-sophisticated-algorithms-because-square-root-staffing-captures-most-efficiency-gains|supports|2026-04-18
 - multi-server-queueing-systems-exhibit-economies-of-scale-because-safety-margin-grows-sublinearly-with-system-size|supports|2026-04-18
 - square-root-staffing-principle-provisions-servers-as-base-load-plus-beta-times-square-root-of-base-load-where-beta-is-quality-of-service-parameter|supports|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2018-00-00-siam-economies-of-scale-halfin-whitt-regime.md
 ---
 
 # Square-root staffing principle achieves economies of scale in queueing systems by operating near full utilization with manageable delays
diff --git a/domains/internet-finance/square-root-staffing-principle-provisions-servers-as-base-load-plus-beta-times-square-root-of-base-load-where-beta-is-quality-of-service-parameter.md b/domains/internet-finance/square-root-staffing-principle-provisions-servers-as-base-load-plus-beta-times-square-root-of-base-load-where-beta-is-quality-of-service-parameter.md
index bb6f41e9c..5e8abfc04 100644
--- a/domains/internet-finance/square-root-staffing-principle-provisions-servers-as-base-load-plus-beta-times-square-root-of-base-load-where-beta-is-quality-of-service-parameter.md
+++ b/domains/internet-finance/square-root-staffing-principle-provisions-servers-as-base-load-plus-beta-times-square-root-of-base-load-where-beta-is-quality-of-service-parameter.md
@@ -9,6 +9,8 @@ supports:
 - moderate-scale-queueing-systems-benefit-from-simple-threshold-policies-over-sophisticated-algorithms-because-square-root-staffing-captures-most-efficiency-gains
 reweave_edges:
 - moderate-scale-queueing-systems-benefit-from-simple-threshold-policies-over-sophisticated-algorithms-because-square-root-staffing-captures-most-efficiency-gains|supports|2026-04-18
+sourced_from:
+- inbox/archive/internet-finance/2019-00-00-whitt-what-you-should-know-about-queueing-models.md
 ---
 
 # Square-root staffing principle provisions servers as base load plus beta times square root of base load where beta is quality-of-service parameter
diff --git a/domains/internet-finance/stablecoin flow velocity is a better predictor of DeFi protocol health than static TVL because flows measure capital utilization while TVL only measures capital parked.md b/domains/internet-finance/stablecoin flow velocity is a better predictor of DeFi protocol health than static TVL because flows measure capital utilization while TVL only measures capital parked.md
index ebda5e97c..ef9787b71 100644
--- a/domains/internet-finance/stablecoin flow velocity is a better predictor of DeFi protocol health than static TVL because flows measure capital utilization while TVL only measures capital parked.md	
+++ b/domains/internet-finance/stablecoin flow velocity is a better predictor of DeFi protocol health than static TVL because flows measure capital utilization while TVL only measures capital parked.md	
@@ -8,6 +8,8 @@ created: 2026-03-09
 depends_on:
   - "@oxranga: 'stablecoin flows > TVL' as metric framework"
   - "DeFi industry standard: TVL as primary protocol health metric"
+sourced_from:
+- inbox/archive/internet-finance/2026-03-09-oxranga-x-archive.md
 ---
 
 # Stablecoin flow velocity is a better predictor of DeFi protocol health than static TVL because flows measure capital utilization while TVL only measures capital parked
diff --git a/domains/internet-finance/technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution.md b/domains/internet-finance/technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution.md
index 3a4c2c60c..8d3fc9051 100644
--- a/domains/internet-finance/technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution.md	
+++ b/domains/internet-finance/technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution.md	
@@ -13,6 +13,8 @@ related:
 reweave_edges:
 - ai-powered-support-infrastructure-enables-protocol-scaling-without-human-operations-headcount|related|2026-04-17
 - sovereign AI tooling is a viable displacement response only for the technically sophisticated top percentile which means it cannot serve as a macro-level solution to AI labor disruption|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-02-26-citadel-securities-contra-citrini-rebuttal.md
 ---
 
 # Technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution
diff --git a/domains/internet-finance/technology-driven deflation is categorically different from demand-driven deflation because falling production costs expand purchasing power and unlock new demand while falling demand creates contraction spirals.md b/domains/internet-finance/technology-driven deflation is categorically different from demand-driven deflation because falling production costs expand purchasing power and unlock new demand while falling demand creates contraction spirals.md
index 5c10a17d0..7cdcfea4c 100644
--- a/domains/internet-finance/technology-driven deflation is categorically different from demand-driven deflation because falling production costs expand purchasing power and unlock new demand while falling demand creates contraction spirals.md	
+++ b/domains/internet-finance/technology-driven deflation is categorically different from demand-driven deflation because falling production costs expand purchasing power and unlock new demand while falling demand creates contraction spirals.md	
@@ -7,6 +7,8 @@ source: "Bloch '2028 Global Intelligence Boom' (Feb 2026); historical technology
 created: 2026-03-05
 challenged_by:
   - "Citrini argues productivity gains flow to capital/compute owners, not through households — 'the output is still there but it's no longer routing through households' — making this deflation structurally different from prior cycles"
+sourced_from:
+- inbox/archive/internet-finance/2026-02-22-michaelxbloch-2028-global-intelligence-boom.md
 ---
 
 # technology-driven deflation is categorically different from demand-driven deflation because falling production costs expand purchasing power and unlock new demand while falling demand creates contraction spirals
diff --git a/domains/internet-finance/the SEC framework treats meme coins as digital collectibles rather than securities creating a regulatory paradox where culturally-driven tokens face less scrutiny than utility tokens sold with development promises.md b/domains/internet-finance/the SEC framework treats meme coins as digital collectibles rather than securities creating a regulatory paradox where culturally-driven tokens face less scrutiny than utility tokens sold with development promises.md
index bd5d9b989..3a6b4bbb8 100644
--- a/domains/internet-finance/the SEC framework treats meme coins as digital collectibles rather than securities creating a regulatory paradox where culturally-driven tokens face less scrutiny than utility tokens sold with development promises.md	
+++ b/domains/internet-finance/the SEC framework treats meme coins as digital collectibles rather than securities creating a regulatory paradox where culturally-driven tokens face less scrutiny than utility tokens sold with development promises.md	
@@ -9,6 +9,8 @@ related:
 - curated-metadao-icos-achieved-higher-committed-capital-than-permissionless-launches-through-pre-launch-validation
 reweave_edges:
 - curated-metadao-icos-achieved-higher-committed-capital-than-permissionless-launches-through-pre-launch-validation|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-03-17-sec-cftc-token-taxonomy-interpretation.md
 ---
 
 # The SEC framework treats meme coins as digital collectibles rather than securities creating a regulatory paradox where culturally-driven tokens face less scrutiny than utility tokens sold with development promises
diff --git a/domains/internet-finance/the SEC frameworks silence on prediction markets and conditional tokens leaves futarchy governance mechanisms in a regulatory gap neither explicitly covered nor excluded from the token taxonomy.md b/domains/internet-finance/the SEC frameworks silence on prediction markets and conditional tokens leaves futarchy governance mechanisms in a regulatory gap neither explicitly covered nor excluded from the token taxonomy.md
index 0ecf80838..a9bb5e585 100644
--- a/domains/internet-finance/the SEC frameworks silence on prediction markets and conditional tokens leaves futarchy governance mechanisms in a regulatory gap neither explicitly covered nor excluded from the token taxonomy.md	
+++ b/domains/internet-finance/the SEC frameworks silence on prediction markets and conditional tokens leaves futarchy governance mechanisms in a regulatory gap neither explicitly covered nor excluded from the token taxonomy.md	
@@ -15,6 +15,8 @@ reweave_edges:
 - SEC Token Taxonomy Framework (2026)|related|2026-04-19
 - the SEC-CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual-registration boundary that token projects must navigate|related|2026-04-19
 - the SECs Transition Point mechanism creates a competitive incentive for token projects to decentralize because decentralization is now a formal pathway to reduced regulatory burden|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-03-17-sec-cftc-token-taxonomy-interpretation.md
 ---
 
 # The SEC framework's silence on prediction markets and conditional tokens leaves futarchy governance mechanisms in a regulatory gap neither explicitly covered nor excluded from the token taxonomy
diff --git a/domains/internet-finance/the SEC three-path safe harbor proposal creates the first formal capital formation framework for crypto that does not require securities registration.md b/domains/internet-finance/the SEC three-path safe harbor proposal creates the first formal capital formation framework for crypto that does not require securities registration.md
index f50c64246..b1f326027 100644
--- a/domains/internet-finance/the SEC three-path safe harbor proposal creates the first formal capital formation framework for crypto that does not require securities registration.md	
+++ b/domains/internet-finance/the SEC three-path safe harbor proposal creates the first formal capital formation framework for crypto that does not require securities registration.md	
@@ -9,6 +9,8 @@ related:
 - national-trust-charters-enable-crypto-exchanges-to-bypass-congressional-gridlock-through-federal-banking-infrastructure
 reweave_edges:
 - national-trust-charters-enable-crypto-exchanges-to-bypass-congressional-gridlock-through-federal-banking-infrastructure|related|2026-04-18
+sourced_from:
+- inbox/archive/internet-finance/2026-03-17-sec-cftc-token-taxonomy-interpretation.md
 ---
 
 # The SEC three-path safe harbor proposal creates the first formal capital formation framework for crypto that does not require securities registration
diff --git a/domains/internet-finance/the SEC-CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual-registration boundary that token projects must navigate.md b/domains/internet-finance/the SEC-CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual-registration boundary that token projects must navigate.md
index a88c642ea..56d93ff75 100644
--- a/domains/internet-finance/the SEC-CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual-registration boundary that token projects must navigate.md	
+++ b/domains/internet-finance/the SEC-CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual-registration boundary that token projects must navigate.md	
@@ -14,6 +14,8 @@ reweave_edges:
 - SEC Token Taxonomy Framework (2026)|supports|2026-04-19
 - the SECs Transition Point mechanism creates a competitive incentive for token projects to decentralize because decentralization is now a formal pathway to reduced regulatory burden|related|2026-04-19
 - the SECs distinction between the crypto asset and the investment contract means tokens are not inherently securities and only the surrounding transaction structure can create securities obligations|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-03-17-sec-cftc-token-taxonomy-interpretation.md
 ---
 
 # The SEC-CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual-registration boundary that token projects must navigate
diff --git a/domains/internet-finance/the SECs Transition Point mechanism creates a competitive incentive for token projects to decentralize because decentralization is now a formal pathway to reduced regulatory burden.md b/domains/internet-finance/the SECs Transition Point mechanism creates a competitive incentive for token projects to decentralize because decentralization is now a formal pathway to reduced regulatory burden.md
index 00b2f9b9e..4f5c5c439 100644
--- a/domains/internet-finance/the SECs Transition Point mechanism creates a competitive incentive for token projects to decentralize because decentralization is now a formal pathway to reduced regulatory burden.md	
+++ b/domains/internet-finance/the SECs Transition Point mechanism creates a competitive incentive for token projects to decentralize because decentralization is now a formal pathway to reduced regulatory burden.md	
@@ -9,6 +9,8 @@ related:
 - the SEC-CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual-registration boundary that token projects must navigate
 reweave_edges:
 - the SEC-CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual-registration boundary that token projects must navigate|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-03-17-sec-cftc-token-taxonomy-interpretation.md
 ---
 
 # The SEC's Transition Point mechanism creates a competitive incentive for token projects to decentralize because decentralization is now a formal pathway to reduced regulatory burden
diff --git a/domains/internet-finance/the SECs distinction between the crypto asset and the investment contract means tokens are not inherently securities and only the surrounding transaction structure can create securities obligations.md b/domains/internet-finance/the SECs distinction between the crypto asset and the investment contract means tokens are not inherently securities and only the surrounding transaction structure can create securities obligations.md
index bd98bfa66..2a530e6b1 100644
--- a/domains/internet-finance/the SECs distinction between the crypto asset and the investment contract means tokens are not inherently securities and only the surrounding transaction structure can create securities obligations.md	
+++ b/domains/internet-finance/the SECs distinction between the crypto asset and the investment contract means tokens are not inherently securities and only the surrounding transaction structure can create securities obligations.md	
@@ -5,6 +5,8 @@ description: "The SEC formally decoupled the asset from the investment contract
 confidence: proven
 source: "SEC Interpretive Release S7-2026-09 (March 17, 2026); Chairman Atkins remarks"
 created: 2026-03-18
+sourced_from:
+- inbox/archive/internet-finance/2026-03-17-sec-cftc-token-taxonomy-interpretation.md
 ---
 
 # The SEC's distinction between the crypto asset and the investment contract means tokens are not inherently securities and only the surrounding transaction structure can create securities obligations
diff --git a/domains/internet-finance/the SECs investment contract termination doctrine creates a formal regulatory off-ramp where crypto assets can transition from securities to commodities by demonstrating fulfilled promises or sufficient decentralization.md b/domains/internet-finance/the SECs investment contract termination doctrine creates a formal regulatory off-ramp where crypto assets can transition from securities to commodities by demonstrating fulfilled promises or sufficient decentralization.md
index 72f63267b..0599c5e2f 100644
--- a/domains/internet-finance/the SECs investment contract termination doctrine creates a formal regulatory off-ramp where crypto assets can transition from securities to commodities by demonstrating fulfilled promises or sufficient decentralization.md	
+++ b/domains/internet-finance/the SECs investment contract termination doctrine creates a formal regulatory off-ramp where crypto assets can transition from securities to commodities by demonstrating fulfilled promises or sufficient decentralization.md	
@@ -16,6 +16,8 @@ reweave_edges:
 - the SEC-CFTC jurisdictional split assigns SEC primary market authority over fundraising and CFTC secondary market authority over spot trading creating a dual-registration boundary that token projects must navigate|related|2026-04-19
 - the SECs Transition Point mechanism creates a competitive incentive for token projects to decentralize because decentralization is now a formal pathway to reduced regulatory burden|supports|2026-04-19
 - the SECs distinction between the crypto asset and the investment contract means tokens are not inherently securities and only the surrounding transaction structure can create securities obligations|related|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-03-17-sec-cftc-token-taxonomy-interpretation.md
 ---
 
 # The SEC's investment contract termination doctrine creates a formal regulatory off-ramp where crypto assets can transition from securities to commodities by demonstrating fulfilled promises or sufficient decentralization
diff --git a/domains/internet-finance/the SECs treatment of staking rewards as service payments establishes that mechanical participation in network consensus is not an investment contract.md b/domains/internet-finance/the SECs treatment of staking rewards as service payments establishes that mechanical participation in network consensus is not an investment contract.md
index c08607f38..4c105e8f7 100644
--- a/domains/internet-finance/the SECs treatment of staking rewards as service payments establishes that mechanical participation in network consensus is not an investment contract.md	
+++ b/domains/internet-finance/the SECs treatment of staking rewards as service payments establishes that mechanical participation in network consensus is not an investment contract.md	
@@ -5,6 +5,8 @@ description: "Staking rewards are service payments for node operation, not profi
 confidence: proven
 source: "SEC Interpretive Release S7-2026-09 (March 17, 2026)"
 created: 2026-03-18
+sourced_from:
+- inbox/archive/internet-finance/2026-03-17-sec-cftc-token-taxonomy-interpretation.md
 ---
 
 # The SEC's treatment of staking rewards as service payments establishes that mechanical participation in network consensus is not an investment contract
diff --git a/domains/internet-finance/time-based token vesting is hedgeable making standard lockups meaningless as alignment mechanisms because investors can short-sell to neutralize lockup exposure while appearing locked.md b/domains/internet-finance/time-based token vesting is hedgeable making standard lockups meaningless as alignment mechanisms because investors can short-sell to neutralize lockup exposure while appearing locked.md
index 6885ca42d..b11c4c0f3 100644
--- a/domains/internet-finance/time-based token vesting is hedgeable making standard lockups meaningless as alignment mechanisms because investors can short-sell to neutralize lockup exposure while appearing locked.md	
+++ b/domains/internet-finance/time-based token vesting is hedgeable making standard lockups meaningless as alignment mechanisms because investors can short-sell to neutralize lockup exposure while appearing locked.md	
@@ -15,6 +15,8 @@ related:
 reweave_edges:
 - institutional-holder-redemption-windows-signal-conviction-through-revealed-preference-not-lockup-duration|related|2026-04-19
 - Token vesting against volume milestones solves the country lead coordination problem by aligning incentives with the regulatory operational and execution risk of launching new markets|related|2026-04-20
+sourced_from:
+- inbox/archive/internet-finance/2026-03-09-theiaresearch-x-archive.md
 ---
 
 # Time-based token vesting is hedgeable making standard lockups meaningless as alignment mechanisms because investors can short-sell to neutralize lockup exposure while appearing locked
diff --git a/domains/internet-finance/time-varying-arrival-rates-require-dynamic-staffing-not-constant-max-workers.md b/domains/internet-finance/time-varying-arrival-rates-require-dynamic-staffing-not-constant-max-workers.md
index aec90cfea..30e0742c3 100644
--- a/domains/internet-finance/time-varying-arrival-rates-require-dynamic-staffing-not-constant-max-workers.md
+++ b/domains/internet-finance/time-varying-arrival-rates-require-dynamic-staffing-not-constant-max-workers.md
@@ -18,6 +18,8 @@ reweave_edges:
 supports:
 - constant-rate-approximation-of-time-varying-arrivals-causes-systematic-staffing-errors
 - non-stationary-service-systems-require-dynamic-worker-allocation-because-fixed-staffing-wastes-capacity-during-low-demand-and-creates-bottlenecks-during-peaks
+sourced_from:
+- inbox/archive/internet-finance/2016-00-00-cambridge-staffing-non-poisson-non-stationary-arrivals.md
 ---
 
 # Time-varying arrival rates require dynamic staffing not constant MAX_WORKERS because using average or maximum rates as constants creates systematic misallocation across the arrival cycle
diff --git a/domains/internet-finance/token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture.md b/domains/internet-finance/token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture.md
index 464a299a5..3989ae252 100644
--- a/domains/internet-finance/token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture.md
+++ b/domains/internet-finance/token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture.md
@@ -5,6 +5,41 @@ description: "FutureDAO routes 100% of migration fees to staked Champions NFT ho
 confidence: experimental
 source: "FutureDAO proposal on futard.io, 2024-06-05"
 created: 2024-06-05
+sourced_from:
+- inbox/archive/internet-finance/2024-06-05-futardio-proposal-fund-futuredaos-token-migrator.md
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/2025-12-23-futardio-proposal-liquidity-adjustment-proposal.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/2026-02-07-futardio-proposal-zkfg-restructuring-proposal.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/2026-03-04-futardio-proposal-futardio-001-omnibus-proposal.md
+- inbox/archive/internet-finance/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # Token migration fees distributed to staked NFT holders create revenue sharing without direct DAO treasury capture
diff --git a/domains/internet-finance/token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics.md b/domains/internet-finance/token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics.md
index 3d4a702f7..2d9760c64 100644
--- a/domains/internet-finance/token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics.md
+++ b/domains/internet-finance/token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics.md
@@ -5,6 +5,41 @@ description: "FutureDAO's $270K first-year revenue projection from 8 migrations
 confidence: speculative
 source: "FutureDAO proposal on futard.io, 2024-06-05"
 created: 2024-06-05
+sourced_from:
+- inbox/archive/internet-finance/2024-06-05-futardio-proposal-fund-futuredaos-token-migrator.md
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/2025-12-23-futardio-proposal-liquidity-adjustment-proposal.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/2026-02-07-futardio-proposal-zkfg-restructuring-proposal.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/2026-03-04-futardio-proposal-futardio-001-omnibus-proposal.md
+- inbox/archive/internet-finance/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # Token migration projected revenue assumes linear adoption without accounting for market saturation or competitive dynamics
diff --git a/domains/internet-finance/treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases.md b/domains/internet-finance/treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases.md
index abc1613dc..d4c5486fb 100644
--- a/domains/internet-finance/treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases.md
+++ b/domains/internet-finance/treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases.md
@@ -11,6 +11,48 @@ supports:
 reweave_edges:
 - "{'IslandDAO': \"Enhancing The Dean's List DAO Economic Model|supports|2026-04-18\"}"
 - "IslandDAO: Enhancing The Dean's List DAO Economic Model|supports|2026-04-19"
+sourced_from:
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/2025-12-23-futardio-proposal-liquidity-adjustment-proposal.md
+- inbox/archive/internet-finance/2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/internet-finance/2025-01-14-futardio-proposal-should-deans-list-dao-update-the-liquidity-fee-structure.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/2026-02-07-futardio-proposal-zkfg-restructuring-proposal.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/internet-finance/2024-12-30-futardio-proposal-fund-deans-list-dao-website-redesign.md
+- inbox/archive/2024-12-30-futardio-proposal-fund-deans-list-dao-website-redesign.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2025-01-14-futardio-proposal-should-deans-list-dao-update-the-liquidity-fee-structure.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/2024-12-02-futardio-proposal-approve-deans-list-treasury-management.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/2026-03-04-futardio-proposal-futardio-001-omnibus-proposal.md
+- inbox/archive/internet-finance/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-12-02-futardio-proposal-approve-deans-list-treasury-management.md
 ---
 
 # Treasury buyback model creates net buy pressure by converting stablecoin revenue to governance token purchases despite distributed token sell-offs
diff --git a/domains/internet-finance/tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds.md b/domains/internet-finance/tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds.md
index cbf56733d..622e96a10 100644
--- a/domains/internet-finance/tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds.md
+++ b/domains/internet-finance/tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds.md
@@ -18,6 +18,40 @@ reweave_edges:
 - solana-defi-will-overtake-hyperliquid-within-two-years-through-composability-advantage-compounding|related|2026-04-19
 - "TriDash: Futardio ICO Launch|related|2026-04-20"
 - tridash-tests-whether-60-second-prediction-market-resolution-enables-faster-feedback-or-primarily-measures-price-noise|related|2026-04-20
+sourced_from:
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-tridash.md
+- inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+- inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+- inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+- inbox/archive/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2026-03-05-futardio-launch-tridash.md
+- inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+- inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2026-03-05-futardio-launch-git3.md
+- inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+- inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+- inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+- inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+- inbox/archive/internet-finance/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+- inbox/archive/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+- inbox/archive/internet-finance/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+- inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+- inbox/archive/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore.md
+- inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+- inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+- inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+- inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+- inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+- inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+- inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
 ---
 
 # TriDash implements 60-second prediction markets as multiplayer game mechanics compressing resolution time from days to seconds
diff --git a/domains/internet-finance/umia-brings-futarchy-governance-to-ethereum-creating-the-first-direct-cross-chain-competitor-to-metadaos-solana-implementation.md b/domains/internet-finance/umia-brings-futarchy-governance-to-ethereum-creating-the-first-direct-cross-chain-competitor-to-metadaos-solana-implementation.md
index 5d33aafb9..8e74cbe71 100644
--- a/domains/internet-finance/umia-brings-futarchy-governance-to-ethereum-creating-the-first-direct-cross-chain-competitor-to-metadaos-solana-implementation.md
+++ b/domains/internet-finance/umia-brings-futarchy-governance-to-ethereum-creating-the-first-direct-cross-chain-competitor-to-metadaos-solana-implementation.md
@@ -18,6 +18,8 @@ supports:
 - Chainbound
 reweave_edges:
 - Chainbound|supports|2026-04-17
+sourced_from:
+- inbox/archive/internet-finance/2026-03-16-umia-finance-quantum-organisations.md
 ---
 
 # Umia brings futarchy governance to Ethereum creating the first direct cross-chain competitor to MetaDAO's Solana implementation
diff --git a/domains/internet-finance/white-collar displacement has lagged but deeper consumption impact than blue-collar because top-decile earners drive disproportionate consumer spending and their savings buffers mask the damage for quarters.md b/domains/internet-finance/white-collar displacement has lagged but deeper consumption impact than blue-collar because top-decile earners drive disproportionate consumer spending and their savings buffers mask the damage for quarters.md
index 6ef4fd647..434ffb030 100644
--- a/domains/internet-finance/white-collar displacement has lagged but deeper consumption impact than blue-collar because top-decile earners drive disproportionate consumer spending and their savings buffers mask the damage for quarters.md	
+++ b/domains/internet-finance/white-collar displacement has lagged but deeper consumption impact than blue-collar because top-decile earners drive disproportionate consumer spending and their savings buffers mask the damage for quarters.md	
@@ -9,6 +9,8 @@ supports:
 - profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one
 reweave_edges:
 - profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one|supports|2026-04-19
+sourced_from:
+- inbox/archive/internet-finance/2026-02-22-citriniresearch-2028-global-intelligence-crisis.md
 ---
 
 # white-collar displacement has lagged but deeper consumption impact than blue-collar because top-decile earners drive disproportionate consumer spending and their savings buffers mask the damage for quarters
diff --git a/domains/space-development/Axiom Space has the strongest operational position for commercial orbital habitation but the weakest financial position among funded competitors.md b/domains/space-development/Axiom Space has the strongest operational position for commercial orbital habitation but the weakest financial position among funded competitors.md
index 7dda36fa9..7d48ffb86 100644
--- a/domains/space-development/Axiom Space has the strongest operational position for commercial orbital habitation but the weakest financial position among funded competitors.md	
+++ b/domains/space-development/Axiom Space has the strongest operational position for commercial orbital habitation but the weakest financial position among funded competitors.md	
@@ -16,6 +16,8 @@ reweave_edges:
 - Vast is building the first commercial space station with Haven-1 launching 2027 funded by Jed McCaleb 1B personal commitment and targeting artificial gravity stations by the 2030s|related|2026-04-04
 - Commercial station capital concentrates in the strongest contender rather than diversifying across the sector when government anchor customer commitments are uncertain|related|2026-04-10
 - Commercial station programs are LEO-only with no cislunar orbital node in development creating a structural gap in the two-tier architecture|related|2026-04-13
+sourced_from:
+- inbox/archive/2026-02-17-astra-axiom-space-research.md
 ---
 
 # Axiom Space has the strongest operational position for commercial orbital habitation but the weakest financial position among funded competitors
diff --git a/domains/space-development/Blue Origin cislunar infrastructure strategy mirrors AWS by building comprehensive platform layers while competitors optimize individual services.md b/domains/space-development/Blue Origin cislunar infrastructure strategy mirrors AWS by building comprehensive platform layers while competitors optimize individual services.md
index fefd05ab4..42d51fb81 100644
--- a/domains/space-development/Blue Origin cislunar infrastructure strategy mirrors AWS by building comprehensive platform layers while competitors optimize individual services.md	
+++ b/domains/space-development/Blue Origin cislunar infrastructure strategy mirrors AWS by building comprehensive platform layers while competitors optimize individual services.md	
@@ -22,6 +22,8 @@ reweave_edges:
 - Wide portfolio concentration across multiple domains creates single-entity execution risk distinct from single-player dependency|related|2026-04-17
 supports:
 - Blue Origin's Project Sunrise filing signals an emerging SpaceX/Blue Origin duopoly in orbital compute infrastructure mirroring their launch market structure where vertical integration creates insurmountable competitive moats
+sourced_from:
+- inbox/archive/2026-02-17-astra-blue-origin-research.md
 ---
 
 # Blue Origin cislunar infrastructure strategy mirrors AWS by building comprehensive platform layers while competitors optimize individual services
diff --git a/domains/space-development/C-type carbonaceous asteroids containing 10-20 percent water by mass are the near-term mining targets because water closes first economically.md b/domains/space-development/C-type carbonaceous asteroids containing 10-20 percent water by mass are the near-term mining targets because water closes first economically.md
index d3e6792e9..8e0534e8f 100644
--- a/domains/space-development/C-type carbonaceous asteroids containing 10-20 percent water by mass are the near-term mining targets because water closes first economically.md	
+++ b/domains/space-development/C-type carbonaceous asteroids containing 10-20 percent water by mass are the near-term mining targets because water closes first economically.md	
@@ -10,6 +10,8 @@ secondary_domains:
 depends_on:
   - "asteroid mining economics split into three distinct business models with water-for-propellant viable near-term and metals-for-Earth-return decades away"
   - "water is the strategic keystone resource of the cislunar economy because it simultaneously serves as propellant life support radiation shielding and thermal management"
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-asteroid-mining.md
 ---
 
 # C-type carbonaceous asteroids containing 10-20 percent water by mass are the near-term mining targets because water closes first economically
diff --git a/domains/space-development/LEO satellite internet is the defining battleground of the space economy with Starlink 5 years ahead and only 3-4 mega-constellations viable.md b/domains/space-development/LEO satellite internet is the defining battleground of the space economy with Starlink 5 years ahead and only 3-4 mega-constellations viable.md
index 917d1dcb5..702bd27a9 100644
--- a/domains/space-development/LEO satellite internet is the defining battleground of the space economy with Starlink 5 years ahead and only 3-4 mega-constellations viable.md	
+++ b/domains/space-development/LEO satellite internet is the defining battleground of the space economy with Starlink 5 years ahead and only 3-4 mega-constellations viable.md	
@@ -7,6 +7,8 @@ source: "Astra, web research compilation February 2026"
 created: 2026-02-17
 depends_on:
   - "SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal"
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-economy-market.md
 ---
 
 # LEO satellite internet is the defining battleground of the space economy with Starlink 5 years ahead and only 3-4 mega-constellations viable
diff --git a/domains/space-development/MOXIE proved ISRU works on another planet by extracting oxygen from Mars CO2 at twice its design goal and 98 percent purity.md b/domains/space-development/MOXIE proved ISRU works on another planet by extracting oxygen from Mars CO2 at twice its design goal and 98 percent purity.md
index cd97ed41d..c45036922 100644
--- a/domains/space-development/MOXIE proved ISRU works on another planet by extracting oxygen from Mars CO2 at twice its design goal and 98 percent purity.md	
+++ b/domains/space-development/MOXIE proved ISRU works on another planet by extracting oxygen from Mars CO2 at twice its design goal and 98 percent purity.md	
@@ -7,6 +7,8 @@ source: "Astra, NASA MOXIE experiment results; web research compilation February
 created: 2026-02-17
 depends_on:
   - "the self-sustaining space operations threshold requires closing three interdependent loops simultaneously -- power water and manufacturing"
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-manufacturing-power.md
 ---
 
 # MOXIE proved ISRU works on another planet by extracting oxygen from Mars CO2 at twice its design goal and 98 percent purity
diff --git a/domains/space-development/Rocket Lab pivot to space systems reveals that vertical component integration may be more defensible than launch in the emerging space economy.md b/domains/space-development/Rocket Lab pivot to space systems reveals that vertical component integration may be more defensible than launch in the emerging space economy.md
index 478325182..1aa1a6f4b 100644
--- a/domains/space-development/Rocket Lab pivot to space systems reveals that vertical component integration may be more defensible than launch in the emerging space economy.md	
+++ b/domains/space-development/Rocket Lab pivot to space systems reveals that vertical component integration may be more defensible than launch in the emerging space economy.md	
@@ -13,6 +13,8 @@ related:
 reweave_edges:
 - spacetech-series-a-funding-gap-is-the-structural-bottleneck-because-specialized-vcs-concentrate-at-seed-while-generalists-lack-domain-expertise-for-hardware-companies|related|2026-04-04
 - singapore-national-space-agency-signals-that-small-states-with-existing-precision-manufacturing-and-ai-capabilities-can-enter-space-through-downstream-niches-without-launch-capability|related|2026-04-17
+sourced_from:
+- inbox/archive/2026-02-17-astra-rocket-lab-research.md
 ---
 
 # Rocket Lab pivot to space systems reveals that vertical component integration may be more defensible than launch in the emerging space economy
diff --git a/domains/space-development/SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal.md b/domains/space-development/SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal.md
index 09aa9e26e..df82465dd 100644
--- a/domains/space-development/SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal.md	
+++ b/domains/space-development/SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal.md	
@@ -29,6 +29,9 @@ supports:
 - Blue Origin's Project Sunrise filing signals an emerging SpaceX/Blue Origin duopoly in orbital compute infrastructure mirroring their launch market structure where vertical integration creates insurmountable competitive moats
 - Vertical integration is the primary mechanism by which commercial space companies bypass the demand threshold problem by creating captive internal demand rather than waiting for independent commercial demand to emerge
 - Vertical integration solves the demand threshold problem in commercial space by creating captive internal demand rather than waiting for independent commercial markets to emerge
+sourced_from:
+- inbox/archive/2026-02-17-astra-spacex-research.md
+- inbox/archive/space-development/2025-11-02-starcloud-h100-first-ai-workload-orbit.md
 ---
 
 # SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal
diff --git a/domains/space-development/Starship achieving routine operations at sub-100 dollars per kg is the single largest enabling condition for the entire space industrial economy.md b/domains/space-development/Starship achieving routine operations at sub-100 dollars per kg is the single largest enabling condition for the entire space industrial economy.md
index 25faa160a..3a6971742 100644
--- a/domains/space-development/Starship achieving routine operations at sub-100 dollars per kg is the single largest enabling condition for the entire space industrial economy.md	
+++ b/domains/space-development/Starship achieving routine operations at sub-100 dollars per kg is the single largest enabling condition for the entire space industrial economy.md	
@@ -13,6 +13,8 @@ secondary_domains:
   - teleological-economics
 related_claims:
   - space-sector-commercialization-requires-independent-supply-and-demand-thresholds
+sourced_from:
+- inbox/archive/2026-02-17-astra-spacex-research.md
 ---
 
 # Starship achieving routine operations at sub-100 dollars per kg is the single largest enabling condition for the entire space industrial economy
diff --git a/domains/space-development/Starship economics depend on cadence and reuse rate not vehicle cost because a 90M vehicle flown 100 times beats a 50M expendable by 17x.md b/domains/space-development/Starship economics depend on cadence and reuse rate not vehicle cost because a 90M vehicle flown 100 times beats a 50M expendable by 17x.md
index 2e3d21035..5db8c2e93 100644
--- a/domains/space-development/Starship economics depend on cadence and reuse rate not vehicle cost because a 90M vehicle flown 100 times beats a 50M expendable by 17x.md	
+++ b/domains/space-development/Starship economics depend on cadence and reuse rate not vehicle cost because a 90M vehicle flown 100 times beats a 50M expendable by 17x.md	
@@ -6,6 +6,8 @@ confidence: likely
 source: "Astra synthesis from SpaceX Starship specifications, Falcon 9 reuse cadence trajectory (31→61→96→134→167 launches 2021-2025), Citi space economy analysis, propellant and ground ops cost estimates"
 created: 2026-03-08
 challenged_by: "No commercial Starship payload has flown yet as of early 2026. The cadence projections extrapolate from Falcon 9's trajectory, but Starship is a fundamentally different and more complex vehicle. Achieving airline-like turnaround requires solving upper-stage reuse, which no vehicle has demonstrated. The optimistic end ($10-20/kg) may require operational perfection that no complex system achieves."
+sourced_from:
+- inbox/archive/2026-02-17-astra-spacex-research.md
 ---
 
 # Starship economics depend on cadence and reuse rate not vehicle cost because a 90M vehicle flown 100 times beats a 50M expendable by 17x
diff --git a/domains/space-development/ZBLAN fiber optics produced in microgravity could eliminate submarine cable repeaters extending signal range from 50 km to potentially 5000 km.md b/domains/space-development/ZBLAN fiber optics produced in microgravity could eliminate submarine cable repeaters extending signal range from 50 km to potentially 5000 km.md
index dff5ca1dd..140ee50be 100644
--- a/domains/space-development/ZBLAN fiber optics produced in microgravity could eliminate submarine cable repeaters extending signal range from 50 km to potentially 5000 km.md	
+++ b/domains/space-development/ZBLAN fiber optics produced in microgravity could eliminate submarine cable repeaters extending signal range from 50 km to potentially 5000 km.md	
@@ -8,6 +8,8 @@ created: 2026-02-17
 depends_on:
   - "microgravity eliminates convection sedimentation and container effects producing measurably superior materials across fiber optics pharmaceuticals and semiconductors"
   - "the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure"
+sourced_from:
+- inbox/archive/2026-02-17-astra-microgravity-manufacturing-deep-dive.md
 ---
 
 # ZBLAN fiber optics produced in microgravity could eliminate submarine cable repeaters extending signal range from 50 km to potentially 5000 km
diff --git a/domains/space-development/aesthetic-futurism-in-deeptech-vc-kills-companies-through-narrative-shifts-not-technology-failure-because-investors-skip-engineering-arithmetic-for-vision-driven-bets.md b/domains/space-development/aesthetic-futurism-in-deeptech-vc-kills-companies-through-narrative-shifts-not-technology-failure-because-investors-skip-engineering-arithmetic-for-vision-driven-bets.md
index 45fbeb58e..e5f04dcfb 100644
--- a/domains/space-development/aesthetic-futurism-in-deeptech-vc-kills-companies-through-narrative-shifts-not-technology-failure-because-investors-skip-engineering-arithmetic-for-vision-driven-bets.md
+++ b/domains/space-development/aesthetic-futurism-in-deeptech-vc-kills-companies-through-narrative-shifts-not-technology-failure-because-investors-skip-engineering-arithmetic-for-vision-driven-bets.md
@@ -7,6 +7,8 @@ source: "Astra, Space Ambition 'The Arithmetic of Ambition' February 2026; Andre
 created: 2026-03-23
 secondary_domains: ["manufacturing", "energy"]
 challenged_by: ["some aesthetic-futurism bets (SpaceX, Tesla) succeeded precisely because conventional analysis would have rejected them"]
+sourced_from:
+- inbox/archive/space-development/2026-03-XX-spacecomputer-orbital-cooling-landscape-analysis.md
 ---
 
 # Aesthetic futurism in deeptech VC kills companies through narrative shifts not technology failure because investors skip engineering arithmetic for vision-driven bets
diff --git a/domains/space-development/asteroid mining economics split into three distinct business models with water-for-propellant viable near-term and metals-for-Earth-return decades away.md b/domains/space-development/asteroid mining economics split into three distinct business models with water-for-propellant viable near-term and metals-for-Earth-return decades away.md
index c16805bbd..158cf8a42 100644
--- a/domains/space-development/asteroid mining economics split into three distinct business models with water-for-propellant viable near-term and metals-for-Earth-return decades away.md	
+++ b/domains/space-development/asteroid mining economics split into three distinct business models with water-for-propellant viable near-term and metals-for-Earth-return decades away.md	
@@ -15,6 +15,8 @@ reweave_edges:
 - asteroid mining and orbital habitats should be prioritized over planetary colonization because gravity wells are the binding constraint on opening the solar system to humanity|related|2026-04-04
 - lunar-resource-extraction-economics-require-equipment-mass-ratios-under-50-tons-per-ton-of-mined-material-at-projected-1M-per-ton-delivery-costs|related|2026-04-04
 - the asteroid precious metals price paradox means mining success at scale collapses the prices that justify the mining|related|2026-04-04
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-asteroid-mining.md
 ---
 
 # Asteroid mining economics split into three distinct business models with water-for-propellant viable near-term and metals-for-Earth-return decades away
diff --git a/domains/space-development/asteroid mining second wave succeeds where the first failed because launch costs fell 10x spacecraft costs fell 30x and real customers now exist.md b/domains/space-development/asteroid mining second wave succeeds where the first failed because launch costs fell 10x spacecraft costs fell 30x and real customers now exist.md
index 5b2356789..25dd01cf9 100644
--- a/domains/space-development/asteroid mining second wave succeeds where the first failed because launch costs fell 10x spacecraft costs fell 30x and real customers now exist.md	
+++ b/domains/space-development/asteroid mining second wave succeeds where the first failed because launch costs fell 10x spacecraft costs fell 30x and real customers now exist.md	
@@ -11,6 +11,8 @@ related:
 - the asteroid precious metals price paradox means mining success at scale collapses the prices that justify the mining
 reweave_edges:
 - the asteroid precious metals price paradox means mining success at scale collapses the prices that justify the mining|related|2026-04-04
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-asteroid-mining.md
 ---
 
 # Asteroid mining second wave succeeds where the first failed because launch costs fell 10x spacecraft costs fell 30x and real customers now exist
diff --git a/domains/space-development/closed-loop life support is the binding constraint on permanent space settlement because all other enabling technologies are closer to operational readiness.md b/domains/space-development/closed-loop life support is the binding constraint on permanent space settlement because all other enabling technologies are closer to operational readiness.md
index 07a517eb1..336e814be 100644
--- a/domains/space-development/closed-loop life support is the binding constraint on permanent space settlement because all other enabling technologies are closer to operational readiness.md	
+++ b/domains/space-development/closed-loop life support is the binding constraint on permanent space settlement because all other enabling technologies are closer to operational readiness.md	
@@ -6,6 +6,8 @@ confidence: likely
 source: "Astra, web research compilation February 2026"
 created: 2026-03-20
 challenged_by: ["China's Lunar Palace 370-day sealed experiment and Vast's iterative ECLSS approach may close the gap faster than historical progress suggests"]
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-habitation-settlements.md
 ---
 
 # Closed-loop life support is the binding constraint on permanent space settlement because all other enabling technologies are closer to operational readiness
diff --git a/domains/space-development/commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030.md b/domains/space-development/commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030.md
index 1a3695361..f9094abc8 100644
--- a/domains/space-development/commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030.md	
+++ b/domains/space-development/commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030.md	
@@ -34,6 +34,11 @@ reweave_edges:
 related:
 - Anchor customer uncertainty is now the binding constraint for commercial station programs not technical capability or launch costs
 - "{'Space sector commercialization requires two independent thresholds': 'a supply-side launch cost gate and a demand-side market formation gate'}"
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-habitation-settlements.md
+- inbox/archive/space-development/2026-04-03-mit-tech-review-four-things-data-centers-space.md
+- inbox/archive/general/2026-01-12-mechanistic-interpretability-mit-breakthrough-2026.md
+- inbox/archive/space-development/2026-02-12-axiom-350m-series-c-commercial-station-capital.md
 ---
 
 # commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030
diff --git a/domains/space-development/commercial-station-capital-concentrates-in-strongest-contender-when-anchor-customer-role-uncertain.md b/domains/space-development/commercial-station-capital-concentrates-in-strongest-contender-when-anchor-customer-role-uncertain.md
index c219cbb84..e80a5b1d5 100644
--- a/domains/space-development/commercial-station-capital-concentrates-in-strongest-contender-when-anchor-customer-role-uncertain.md
+++ b/domains/space-development/commercial-station-capital-concentrates-in-strongest-contender-when-anchor-customer-role-uncertain.md
@@ -10,6 +10,8 @@ agent: astra
 scope: structural
 sourcer: SpaceNews/Bloomberg
 related_claims: ["[[commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030]]", "[[governments are transitioning from space system builders to space service buyers which structurally advantages nimble commercial providers]]"]
+sourced_from:
+- inbox/archive/space-development/2026-02-12-axiom-350m-series-c-commercial-station-capital.md
 ---
 
 # Commercial station capital concentrates in the strongest contender rather than diversifying across the sector when government anchor customer commitments are uncertain
diff --git a/domains/space-development/commercial-station-development-timelines-miss-iss-2030-retirement-deadline-as-of-march-2026.md b/domains/space-development/commercial-station-development-timelines-miss-iss-2030-retirement-deadline-as-of-march-2026.md
index 6e047c838..bdc5eb70b 100644
--- a/domains/space-development/commercial-station-development-timelines-miss-iss-2030-retirement-deadline-as-of-march-2026.md
+++ b/domains/space-development/commercial-station-development-timelines-miss-iss-2030-retirement-deadline-as-of-march-2026.md
@@ -10,6 +10,8 @@ agent: astra
 scope: correlational
 sourcer: Space.com/SpaceNews
 related_claims: ["[[commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030]]"]
+sourced_from:
+- inbox/archive/space-development/2026-04-03-mit-tech-review-four-things-data-centers-space.md
 ---
 
 # No commercial space station has announced a firm launch date as of March 2026, despite ISS 2030 retirement representing a hard operational deadline
diff --git a/domains/space-development/commercial-station-programs-are-leo-only-with-no-cislunar-orbital-node-in-development.md b/domains/space-development/commercial-station-programs-are-leo-only-with-no-cislunar-orbital-node-in-development.md
index 3348ef48b..1ee2b3022 100644
--- a/domains/space-development/commercial-station-programs-are-leo-only-with-no-cislunar-orbital-node-in-development.md
+++ b/domains/space-development/commercial-station-programs-are-leo-only-with-no-cislunar-orbital-node-in-development.md
@@ -14,6 +14,9 @@ supports:
 - Commercial space stations are LEO ISS-replacement platforms not cislunar orbital nodes with no commercial entity planning a Gateway-equivalent waystation
 reweave_edges:
 - Commercial space stations are LEO ISS-replacement platforms not cislunar orbital nodes with no commercial entity planning a Gateway-equivalent waystation|supports|2026-04-13
+sourced_from:
+- inbox/archive/space-development/2026-04-02-payloadspace-axiom-station-pptm-reshuffle.md
+- inbox/archive/space-development/2026-02-12-axiom-350m-series-c-commercial-station-capital.md
 ---
 
 # Commercial station programs are LEO-only with no cislunar orbital node in development creating a structural gap in the two-tier architecture
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 05150aae9..2d728277f 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	
@@ -14,6 +14,8 @@ 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
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-data-centers-research.md
 ---
 
 # 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/governments are transitioning from space system builders to space service buyers which structurally advantages nimble commercial providers.md b/domains/space-development/governments are transitioning from space system builders to space service buyers which structurally advantages nimble commercial providers.md
index 74256e901..f4510e6fc 100644
--- a/domains/space-development/governments are transitioning from space system builders to space service buyers which structurally advantages nimble commercial providers.md	
+++ b/domains/space-development/governments are transitioning from space system builders to space service buyers which structurally advantages nimble commercial providers.md	
@@ -23,6 +23,8 @@ reweave_edges:
 supports:
 - Government R&D funding creates a Gate 0 mechanism that validates technology and de-risks commercial investment without substituting for commercial demand
 - The NASA Authorization Act 2026 overlap mandate is the first policy-engineered mandatory Gate 2 mechanism for commercial space station formation
+sourced_from:
+- inbox/archive/2026-02-17-astra-rocket-lab-research.md
 ---
 
 # governments are transitioning from space system builders to space service buyers which structurally advantages nimble commercial providers
diff --git a/domains/space-development/in-situ resource utilization is the bridge technology between outpost and settlement because without it every habitat remains a supply chain exercise.md b/domains/space-development/in-situ resource utilization is the bridge technology between outpost and settlement because without it every habitat remains a supply chain exercise.md
index 84f6a4fc2..b30b435a6 100644
--- a/domains/space-development/in-situ resource utilization is the bridge technology between outpost and settlement because without it every habitat remains a supply chain exercise.md	
+++ b/domains/space-development/in-situ resource utilization is the bridge technology between outpost and settlement because without it every habitat remains a supply chain exercise.md	
@@ -15,6 +15,8 @@ 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
 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
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-manufacturing-power.md
 ---
 
 # In-situ resource utilization is the bridge technology between outpost and settlement because without it every habitat remains a supply chain exercise
diff --git a/domains/space-development/in-space manufacturing market projected at 62 billion by 2040 with the overall space economy reaching 1-2 trillion.md b/domains/space-development/in-space manufacturing market projected at 62 billion by 2040 with the overall space economy reaching 1-2 trillion.md
index 6b9e05f26..0eec5e2a2 100644
--- a/domains/space-development/in-space manufacturing market projected at 62 billion by 2040 with the overall space economy reaching 1-2 trillion.md	
+++ b/domains/space-development/in-space manufacturing market projected at 62 billion by 2040 with the overall space economy reaching 1-2 trillion.md	
@@ -10,6 +10,8 @@ secondary_domains:
 depends_on:
   - "the space economy reached 613 billion in 2024 and is converging on 1 trillion by 2032 making it a major global industry not a speculative frontier"
   - "Starship achieving routine operations at sub-100 dollars per kg is the single largest enabling condition for the entire space industrial economy"
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-economy-market.md
 ---
 
 # In-space manufacturing market projected at 62 billion by 2040 with the overall space economy reaching 1-2 trillion
diff --git a/domains/space-development/launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds.md b/domains/space-development/launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds.md
index f21d67bd9..8bedf43ae 100644
--- a/domains/space-development/launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds.md	
+++ b/domains/space-development/launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds.md	
@@ -16,6 +16,8 @@ reweave_edges:
 - the megastructure launch sequence from skyhooks to Lofstrom loops to orbital rings may be economically self-bootstrapping if each stage generates sufficient returns to fund the next|supports|2026-04-04
 supports:
 - the megastructure launch sequence from skyhooks to Lofstrom loops to orbital rings may be economically self-bootstrapping if each stage generates sufficient returns to fund the next
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-launch-costs.md
 ---
 
 # launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds
diff --git a/domains/space-development/leo-orbital-shell-capacity-ceiling-240000-satellites-physics-constraint.md b/domains/space-development/leo-orbital-shell-capacity-ceiling-240000-satellites-physics-constraint.md
index ce2894623..55ee62bad 100644
--- a/domains/space-development/leo-orbital-shell-capacity-ceiling-240000-satellites-physics-constraint.md
+++ b/domains/space-development/leo-orbital-shell-capacity-ceiling-240000-satellites-physics-constraint.md
@@ -11,6 +11,9 @@ scope: structural
 sourcer: MIT Technology Review
 supports: ["spacex-1m-satellite-filing-is-spectrum-reservation-strategy-not-deployment-plan", "space traffic management is the most urgent governance gap because no authority has binding power to coordinate collision avoidance among thousands of operators"]
 related: ["spacex-1m-satellite-filing-is-spectrum-reservation-strategy-not-deployment-plan", "orbital debris is a classic commons tragedy where individual launch incentives are private but collision risk is externalized to all operators", "space traffic management is the most urgent governance gap because no authority has binding power to coordinate collision avoidance among thousands of operators"]
+sourced_from:
+- inbox/archive/space-development/2026-04-03-mit-tech-review-four-things-data-centers-space.md
+- inbox/archive/general/2026-01-12-mechanistic-interpretability-mit-breakthrough-2026.md
 ---
 
 # LEO orbital shell capacity has a hard ceiling of approximately 240,000 satellites across all usable shells due to collision geometry constraints
diff --git a/domains/space-development/microgravity eliminates convection sedimentation and container effects producing measurably superior materials across fiber optics pharmaceuticals and semiconductors.md b/domains/space-development/microgravity eliminates convection sedimentation and container effects producing measurably superior materials across fiber optics pharmaceuticals and semiconductors.md
index f8124d069..470cb791f 100644
--- a/domains/space-development/microgravity eliminates convection sedimentation and container effects producing measurably superior materials across fiber optics pharmaceuticals and semiconductors.md	
+++ b/domains/space-development/microgravity eliminates convection sedimentation and container effects producing measurably superior materials across fiber optics pharmaceuticals and semiconductors.md	
@@ -11,6 +11,8 @@ supports:
 - varda-space-biologics-development-blurs-three-tier-manufacturing-sequence
 reweave_edges:
 - varda-space-biologics-development-blurs-three-tier-manufacturing-sequence|supports|2026-04-04
+sourced_from:
+- inbox/archive/2026-02-17-astra-microgravity-manufacturing-deep-dive.md
 ---
 
 # Microgravity eliminates convection sedimentation and container effects producing measurably superior materials across fiber optics pharmaceuticals and semiconductors
diff --git a/domains/space-development/nuclear fission is the only viable continuous power source for lunar surface operations because solar fails during 14-day lunar nights.md b/domains/space-development/nuclear fission is the only viable continuous power source for lunar surface operations because solar fails during 14-day lunar nights.md
index 644206eb1..dd2e0411c 100644
--- a/domains/space-development/nuclear fission is the only viable continuous power source for lunar surface operations because solar fails during 14-day lunar nights.md	
+++ b/domains/space-development/nuclear fission is the only viable continuous power source for lunar surface operations because solar fails during 14-day lunar nights.md	
@@ -13,6 +13,8 @@ related:
 - Heat-based helium-3 extraction on the lunar surface faces a fundamental power-mobility dilemma that makes large-scale extraction impractical with current technology
 reweave_edges:
 - Heat-based helium-3 extraction on the lunar surface faces a fundamental power-mobility dilemma that makes large-scale extraction impractical with current technology|related|2026-04-17
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-manufacturing-power.md
 ---
 
 # Nuclear fission is the only viable continuous power source for lunar surface operations because solar fails during 14-day lunar nights
diff --git a/domains/space-development/orbital bioprinting enables tissue and organ fabrication impossible under gravity because structures collapse without scaffolding on Earth.md b/domains/space-development/orbital bioprinting enables tissue and organ fabrication impossible under gravity because structures collapse without scaffolding on Earth.md
index 77a306e26..fccd88610 100644
--- a/domains/space-development/orbital bioprinting enables tissue and organ fabrication impossible under gravity because structures collapse without scaffolding on Earth.md	
+++ b/domains/space-development/orbital bioprinting enables tissue and organ fabrication impossible under gravity because structures collapse without scaffolding on Earth.md	
@@ -10,6 +10,8 @@ secondary_domains:
 depends_on:
   - "microgravity eliminates convection sedimentation and container effects producing measurably superior materials across fiber optics pharmaceuticals and semiconductors"
   - "the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure"
+sourced_from:
+- inbox/archive/2026-02-17-astra-microgravity-manufacturing-deep-dive.md
 ---
 
 # Orbital bioprinting enables tissue and organ fabrication impossible under gravity because structures collapse without scaffolding on Earth
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 d996567ac..aceab52ae 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	
@@ -36,6 +36,8 @@ reweave_edges:
 - 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
 related:
 - 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
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-data-centers-research.md
 ---
 
 # 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
diff --git a/domains/space-development/orbital data centers require five enabling technologies to mature simultaneously and none currently exist at required readiness.md b/domains/space-development/orbital data centers require five enabling technologies to mature simultaneously and none currently exist at required readiness.md
index 358bfef1a..252adace8 100644
--- a/domains/space-development/orbital data centers require five enabling technologies to mature simultaneously and none currently exist at required readiness.md	
+++ b/domains/space-development/orbital data centers require five enabling technologies to mature simultaneously and none currently exist at required readiness.md	
@@ -20,6 +20,8 @@ related:
 - google-project-suncatcher
 supports:
 - Google's Project Suncatcher research identifies $200/kg launch cost as the enabling threshold for gigawatt-scale orbital AI compute constellations, validating the tier-specific model where constellation-scale ODC requires Starship-class economics while proof-of-concept operates on Falcon 9
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-data-centers-research.md
 ---
 
 # Orbital data centers require five enabling technologies to mature simultaneously and none currently exist at required readiness
diff --git a/domains/space-development/orbital-data-center-hype-may-reduce-policy-pressure-for-terrestrial-energy-infrastructure-reform-by-presenting-space-as-alternative-to-permitting-and-grid-solutions.md b/domains/space-development/orbital-data-center-hype-may-reduce-policy-pressure-for-terrestrial-energy-infrastructure-reform-by-presenting-space-as-alternative-to-permitting-and-grid-solutions.md
index cc6ad222b..e988b87e0 100644
--- a/domains/space-development/orbital-data-center-hype-may-reduce-policy-pressure-for-terrestrial-energy-infrastructure-reform-by-presenting-space-as-alternative-to-permitting-and-grid-solutions.md
+++ b/domains/space-development/orbital-data-center-hype-may-reduce-policy-pressure-for-terrestrial-energy-infrastructure-reform-by-presenting-space-as-alternative-to-permitting-and-grid-solutions.md
@@ -11,6 +11,8 @@ scope: causal
 sourcer: Breakthrough Institute
 challenges: ["orbital data centers are the most speculative near-term space application but the convergence of AI compute demand and falling launch costs attracts serious players"]
 related: ["space governance gaps are widening not narrowing because technology advances exponentially while institutional design advances linearly", "orbital data centers are the most speculative near-term space application but the convergence of AI compute demand and falling launch costs attracts serious players", "orbital-data-center-hype-may-reduce-policy-pressure-for-terrestrial-energy-infrastructure-reform-by-presenting-space-as-alternative-to-permitting-and-grid-solutions", "orbital-data-centers-and-space-based-solar-power-share-identical-infrastructure-requirements-creating-dual-use-revenue-bridge"]
+sourced_from:
+- inbox/archive/space-development/2026-02-xx-breakthrough-institute-odc-skepticism.md
 ---
 
 # Orbital data center hype may reduce policy pressure for terrestrial energy infrastructure reform by presenting space as alternative to permitting and grid solutions
diff --git a/domains/space-development/orbital-data-centers-embedded-in-relay-networks-not-standalone-constellations.md b/domains/space-development/orbital-data-centers-embedded-in-relay-networks-not-standalone-constellations.md
index e6461bfc6..36b06d5e2 100644
--- a/domains/space-development/orbital-data-centers-embedded-in-relay-networks-not-standalone-constellations.md
+++ b/domains/space-development/orbital-data-centers-embedded-in-relay-networks-not-standalone-constellations.md
@@ -19,6 +19,8 @@ reweave_edges:
 - kepler-communications|supports|2026-04-17
 - Orbital edge compute for space-to-space relay reached operational deployment (TRL 9) in January 2026 with SDA-compatible nodes, validating inference-class processing as the first commercially viable orbital compute use case|supports|2026-04-17
 - Planet Labs' partnership with Google on Project Suncatcher as an ODC manufacturing and operations partner demonstrates that LEO satellite operational expertise transfers from Earth observation to orbital compute with minimal architectural change|related|2026-04-17
+sourced_from:
+- inbox/archive/space-development/2026-01-11-axiom-kepler-first-odc-nodes-leo.md
 ---
 
 # Orbital data centers are emerging as embedded compute nodes in satellite relay networks rather than standalone constellations because processing at the relay node reduces downlink requirements
diff --git a/domains/space-development/orbital-edge-compute-reached-operational-deployment-january-2026-axiom-kepler-sda-nodes.md b/domains/space-development/orbital-edge-compute-reached-operational-deployment-january-2026-axiom-kepler-sda-nodes.md
index 531343576..d9606974b 100644
--- a/domains/space-development/orbital-edge-compute-reached-operational-deployment-january-2026-axiom-kepler-sda-nodes.md
+++ b/domains/space-development/orbital-edge-compute-reached-operational-deployment-january-2026-axiom-kepler-sda-nodes.md
@@ -19,6 +19,8 @@ reweave_edges:
 - kepler-communications|supports|2026-04-17
 - SDA Tranche 1 interoperability standards built into commercial ODC nodes from day one create deliberate dual-use architecture where defense requirements shape commercial orbital compute development|supports|2026-04-17
 - TeraWave optical ISL architecture creates an independent communications product that can serve customers beyond Project Sunrise|related|2026-04-17
+sourced_from:
+- inbox/archive/space-development/2026-01-11-axiom-kepler-first-odc-nodes-leo.md
 ---
 
 # 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
diff --git a/domains/space-development/power is the binding constraint on all space operations because every capability from ISRU to manufacturing to life support is power-limited.md b/domains/space-development/power is the binding constraint on all space operations because every capability from ISRU to manufacturing to life support is power-limited.md
index 7dc331bfa..f6b75e444 100644
--- a/domains/space-development/power is the binding constraint on all space operations because every capability from ISRU to manufacturing to life support is power-limited.md	
+++ b/domains/space-development/power is the binding constraint on all space operations because every capability from ISRU to manufacturing to life support is power-limited.md	
@@ -6,6 +6,8 @@ confidence: likely
 source: "Astra synthesis from NASA Kilopower/KRUSTY fission demo, lunar surface power requirements analysis, ISS power system constraints, ISRU energy budgets"
 created: 2026-03-07
 challenged_by: "This claim may overweight power relative to other binding constraints. Closed-loop life support, radiation protection, and supply chain logistics are also binding — the system is chain-linked, and framing any single variable as 'the' constraint risks underweighting the others. Power may be first-among-equals rather than singular."
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-manufacturing-power.md
 ---
 
 # power is the binding constraint on all space operations because every capability from ISRU to manufacturing to life support is power-limited
diff --git a/domains/space-development/radiation-hardening-imposes-30-50-percent-cost-premium-and-20-30-percent-performance-penalty-on-orbital-compute-hardware.md b/domains/space-development/radiation-hardening-imposes-30-50-percent-cost-premium-and-20-30-percent-performance-penalty-on-orbital-compute-hardware.md
index b01628790..ff805c9b9 100644
--- a/domains/space-development/radiation-hardening-imposes-30-50-percent-cost-premium-and-20-30-percent-performance-penalty-on-orbital-compute-hardware.md
+++ b/domains/space-development/radiation-hardening-imposes-30-50-percent-cost-premium-and-20-30-percent-performance-penalty-on-orbital-compute-hardware.md
@@ -11,6 +11,8 @@ scope: structural
 sourcer: Breakthrough Institute
 challenges: ["modern AI accelerators are more radiation-tolerant than expected because Google TPU testing showed no hard failures up to 15 krad suggesting consumer chips may survive LEO environments"]
 related: ["orbital-data-centers-require-1200-square-meters-of-radiator-per-megawatt-creating-physics-based-scaling-ceiling", "orbital-data-center-cost-premium-converged-from-7-10x-to-3x-through-starship-pricing-alone"]
+sourced_from:
+- inbox/archive/space-development/2026-02-xx-breakthrough-institute-odc-skepticism.md
 ---
 
 # Radiation hardening imposes 30-50 percent cost premium and 20-30 percent performance penalty on orbital compute hardware
diff --git a/domains/space-development/reusability without rapid turnaround and minimal refurbishment does not reduce launch costs as the Space Shuttle proved over 30 years.md b/domains/space-development/reusability without rapid turnaround and minimal refurbishment does not reduce launch costs as the Space Shuttle proved over 30 years.md
index 9cf03d483..d1d354855 100644
--- a/domains/space-development/reusability without rapid turnaround and minimal refurbishment does not reduce launch costs as the Space Shuttle proved over 30 years.md	
+++ b/domains/space-development/reusability without rapid turnaround and minimal refurbishment does not reduce launch costs as the Space Shuttle proved over 30 years.md	
@@ -11,6 +11,8 @@ related:
 reweave_edges:
 - China is the only credible peer competitor in space with comprehensive capabilities and state-directed acceleration closing the reusability gap in 5-8 years|related|2026-04-04
 - europe-space-launch-strategic-irrelevance-without-starship-class-capability|related|2026-04-04
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-launch-costs.md
 ---
 
 # reusability without rapid turnaround and minimal refurbishment does not reduce launch costs as the Space Shuttle proved over 30 years
diff --git a/domains/space-development/satellite-bus-platforms-are-architecturally-agnostic-between-defense-and-commercial-applications-enabling-dual-use-business-models.md b/domains/space-development/satellite-bus-platforms-are-architecturally-agnostic-between-defense-and-commercial-applications-enabling-dual-use-business-models.md
index 019c1c7ca..bca06fd16 100644
--- a/domains/space-development/satellite-bus-platforms-are-architecturally-agnostic-between-defense-and-commercial-applications-enabling-dual-use-business-models.md
+++ b/domains/space-development/satellite-bus-platforms-are-architecturally-agnostic-between-defense-and-commercial-applications-enabling-dual-use-business-models.md
@@ -14,6 +14,8 @@ related:
 - self-funded-capability-demonstrations-before-published-requirements-signal-high-confidence-in-defense-demand-materialization
 reweave_edges:
 - self-funded-capability-demonstrations-before-published-requirements-signal-high-confidence-in-defense-demand-materialization|related|2026-04-17
+sourced_from:
+- inbox/archive/space-development/2025-12-17-airandspaceforces-apex-project-shadow-golden-dome-interceptor.md
 ---
 
 # Satellite bus platforms are architecturally agnostic between defense and commercial applications enabling dual-use business models
diff --git a/domains/space-development/sda-interoperability-standards-create-dual-use-orbital-compute-architecture-from-inception.md b/domains/space-development/sda-interoperability-standards-create-dual-use-orbital-compute-architecture-from-inception.md
index 4af25b96b..9bd97cad8 100644
--- a/domains/space-development/sda-interoperability-standards-create-dual-use-orbital-compute-architecture-from-inception.md
+++ b/domains/space-development/sda-interoperability-standards-create-dual-use-orbital-compute-architecture-from-inception.md
@@ -14,6 +14,8 @@ supports:
 - satellite-bus-platforms-are-architecturally-agnostic-between-defense-and-commercial-applications-enabling-dual-use-business-models
 reweave_edges:
 - satellite-bus-platforms-are-architecturally-agnostic-between-defense-and-commercial-applications-enabling-dual-use-business-models|supports|2026-04-17
+sourced_from:
+- inbox/archive/space-development/2026-01-11-axiom-kepler-first-odc-nodes-leo.md
 ---
 
 # SDA Tranche 1 interoperability standards built into commercial ODC nodes from day one create deliberate dual-use architecture where defense requirements shape commercial orbital compute development
diff --git a/domains/space-development/self-funded-capability-demonstrations-before-published-requirements-signal-high-confidence-in-defense-demand-materialization.md b/domains/space-development/self-funded-capability-demonstrations-before-published-requirements-signal-high-confidence-in-defense-demand-materialization.md
index 20f0e2031..8636656d4 100644
--- a/domains/space-development/self-funded-capability-demonstrations-before-published-requirements-signal-high-confidence-in-defense-demand-materialization.md
+++ b/domains/space-development/self-funded-capability-demonstrations-before-published-requirements-signal-high-confidence-in-defense-demand-materialization.md
@@ -14,6 +14,8 @@ related:
 - idiq-contract-vehicles-create-procurement-readiness-without-procurement-commitment-by-pre-qualifying-vendors-before-requirements-exist
 reweave_edges:
 - idiq-contract-vehicles-create-procurement-readiness-without-procurement-commitment-by-pre-qualifying-vendors-before-requirements-exist|related|2026-04-17
+sourced_from:
+- inbox/archive/space-development/2025-12-17-airandspaceforces-apex-project-shadow-golden-dome-interceptor.md
 ---
 
 # Self-funded capability demonstrations before published requirements signal high confidence in defense demand materialization
diff --git a/domains/space-development/single-provider-ltv-selection-creates-artemis-program-concentration-risk.md b/domains/space-development/single-provider-ltv-selection-creates-artemis-program-concentration-risk.md
index 8595b8290..50da4c280 100644
--- a/domains/space-development/single-provider-ltv-selection-creates-artemis-program-concentration-risk.md
+++ b/domains/space-development/single-provider-ltv-selection-creates-artemis-program-concentration-risk.md
@@ -19,6 +19,8 @@ reweave_edges:
 - Apollo heritage in team composition creates compounding institutional knowledge advantages because GM and Goodyear's 50-year lunar mobility experience reduces technical risk in ways that cannot be replicated through documentation alone|related|2026-04-17
 - blue-moon-mark-2|related|2026-04-17
 - lunar-outpost|supports|2026-04-17
+sourced_from:
+- inbox/archive/space-development/2026-04-13-lunar-outpost-lunar-dawn-ltv-single-provider.md
 ---
 
 # Single-provider LTV selection creates program-level concentration risk for Artemis crewed operations because no backup mobility system exists if Lunar Dawn encounters technical or schedule problems
diff --git a/domains/space-development/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 28cfcd707..a5a0d48b2 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	
@@ -17,6 +17,8 @@ related:
 - spacetech-series-a-funding-gap-is-the-structural-bottleneck-because-specialized-vcs-concentrate-at-seed-while-generalists-lack-domain-expertise-for-hardware-companies
 reweave_edges:
 - spacetech-series-a-funding-gap-is-the-structural-bottleneck-because-specialized-vcs-concentrate-at-seed-while-generalists-lack-domain-expertise-for-hardware-companies|related|2026-04-04
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-governance-regulation.md
 ---
 
 # space governance gaps are widening not narrowing because technology advances exponentially while institutional design advances linearly
diff --git a/domains/space-development/space settlement governance must be designed before settlements exist because retroactive governance of autonomous communities is historically impossible.md b/domains/space-development/space settlement governance must be designed before settlements exist because retroactive governance of autonomous communities is historically impossible.md
index b1f93f934..f3b89c639 100644
--- a/domains/space-development/space settlement governance must be designed before settlements exist because retroactive governance of autonomous communities is historically impossible.md	
+++ b/domains/space-development/space settlement governance must be designed before settlements exist because retroactive governance of autonomous communities is historically impossible.md	
@@ -8,6 +8,8 @@ created: 2026-02-17
 depends_on:
   - "the Outer Space Treaty created a constitutional framework for space but left resource rights property and settlement governance deliberately ambiguous"
   - "space governance gaps are widening not narrowing because technology advances exponentially while institutional design advances linearly"
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-habitation-settlements.md
 ---
 
 # Space settlement governance must be designed before settlements exist because retroactive governance of autonomous communities is historically impossible
diff --git a/domains/space-development/space tugs decouple the launch problem from the orbit problem turning orbital transfer into a service market projected at 1-8B by 2026.md b/domains/space-development/space tugs decouple the launch problem from the orbit problem turning orbital transfer into a service market projected at 1-8B by 2026.md
index 8b6dca6a2..0bb9653da 100644
--- a/domains/space-development/space tugs decouple the launch problem from the orbit problem turning orbital transfer into a service market projected at 1-8B by 2026.md	
+++ b/domains/space-development/space tugs decouple the launch problem from the orbit problem turning orbital transfer into a service market projected at 1-8B by 2026.md	
@@ -9,6 +9,8 @@ related_claims:
   - orbital-servicing-crossed-gate-2b-with-government-anchor-contracts-converting-speculative-market-to-operational-industry
 depends_on:
   - "launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds"
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-launch-costs.md
 ---
 
 # Space tugs decouple the launch problem from the orbit problem turning orbital transfer into a service market projected at 1-8B by 2026
diff --git a/domains/space-development/space-based solar power economics depend almost entirely on launch cost reduction with viability threshold near 10 dollars per kg to orbit.md b/domains/space-development/space-based solar power economics depend almost entirely on launch cost reduction with viability threshold near 10 dollars per kg to orbit.md
index f8407c60a..9a5772494 100644
--- a/domains/space-development/space-based solar power economics depend almost entirely on launch cost reduction with viability threshold near 10 dollars per kg to orbit.md	
+++ b/domains/space-development/space-based solar power economics depend almost entirely on launch cost reduction with viability threshold near 10 dollars per kg to orbit.md	
@@ -10,6 +10,8 @@ secondary_domains:
 depends_on:
   - "Starship achieving routine operations at sub-100 dollars per kg is the single largest enabling condition for the entire space industrial economy"
   - "power is the binding constraint on all space operations because every capability from ISRU to manufacturing to life support is power-limited"
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-manufacturing-power.md
 ---
 
 # Space-based solar power economics depend almost entirely on launch cost reduction with viability threshold near 10 dollars per kg to orbit
diff --git a/domains/space-development/ten percent of near-Earth asteroids are more energetically accessible than the lunar surface with some requiring less delta-v than a soft Moon landing.md b/domains/space-development/ten percent of near-Earth asteroids are more energetically accessible than the lunar surface with some requiring less delta-v than a soft Moon landing.md
index a1a41cc75..21bded22a 100644
--- a/domains/space-development/ten percent of near-Earth asteroids are more energetically accessible than the lunar surface with some requiring less delta-v than a soft Moon landing.md	
+++ b/domains/space-development/ten percent of near-Earth asteroids are more energetically accessible than the lunar surface with some requiring less delta-v than a soft Moon landing.md	
@@ -11,6 +11,8 @@ supports:
 - 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
 reweave_edges:
 - asteroid mining and orbital habitats should be prioritized over planetary colonization because gravity wells are the binding constraint on opening the solar system to humanity|supports|2026-04-04
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-asteroid-mining.md
 ---
 
 # Ten percent of near-Earth asteroids are more energetically accessible than the lunar surface with some requiring less delta-v than a soft Moon landing
diff --git a/domains/space-development/the 30-year space economy attractor state is a cislunar industrial system with propellant networks lunar ISRU orbital manufacturing and partial life support closure.md b/domains/space-development/the 30-year space economy attractor state is a cislunar industrial system with propellant networks lunar ISRU orbital manufacturing and partial life support closure.md
index 1b2023e4f..8b275c04b 100644
--- a/domains/space-development/the 30-year space economy attractor state is a cislunar industrial system with propellant networks lunar ISRU orbital manufacturing and partial life support closure.md	
+++ b/domains/space-development/the 30-year space economy attractor state is a cislunar industrial system with propellant networks lunar ISRU orbital manufacturing and partial life support closure.md	
@@ -10,6 +10,8 @@ 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
 challenged_by: "The five-layer architecture assumes coordinated investment across layers that may not materialize -- chain-link failure risk means any single missing layer (especially power or propellant) can strand the others indefinitely. Also, Starship-era launch costs may undercut some ISRU economics (see [[falling launch costs paradoxically both enable and threaten in-space resource utilization by making infrastructure affordable while competing with the end product]])"
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-economy-market.md
 ---
 
 # the 30-year space economy attractor state is a cislunar industrial system with propellant networks lunar ISRU orbital manufacturing and partial life support closure
diff --git a/domains/space-development/the Artemis Accords create a de facto legal framework for space resource extraction signed by 61 countries but contested by China and Russia.md b/domains/space-development/the Artemis Accords create a de facto legal framework for space resource extraction signed by 61 countries but contested by China and Russia.md
index ad67f1e75..afbcce240 100644
--- a/domains/space-development/the Artemis Accords create a de facto legal framework for space resource extraction signed by 61 countries but contested by China and Russia.md	
+++ b/domains/space-development/the Artemis Accords create a de facto legal framework for space resource extraction signed by 61 countries but contested by China and Russia.md	
@@ -8,6 +8,8 @@ created: 2026-02-17
 depends_on:
   - "the Outer Space Treaty created a constitutional framework for space but left resource rights property and settlement governance deliberately ambiguous"
   - "the Artemis Accords replace multilateral treaty-making with bilateral norm-setting to create governance through coalition practice rather than universal consensus"
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-governance-regulation.md
 ---
 
 # The Artemis Accords create a de facto legal framework for space resource extraction signed by 61 countries but contested by China and Russia
diff --git a/domains/space-development/the Artemis Accords replace multilateral treaty-making with bilateral norm-setting to create governance through coalition practice rather than universal consensus.md b/domains/space-development/the Artemis Accords replace multilateral treaty-making with bilateral norm-setting to create governance through coalition practice rather than universal consensus.md
index 0fc215672..38a8755e1 100644
--- a/domains/space-development/the Artemis Accords replace multilateral treaty-making with bilateral norm-setting to create governance through coalition practice rather than universal consensus.md	
+++ b/domains/space-development/the Artemis Accords replace multilateral treaty-making with bilateral norm-setting to create governance through coalition practice rather than universal consensus.md	
@@ -14,6 +14,8 @@ supports:
 - lunar development is bifurcating into two competing governance blocs that mirror terrestrial geopolitical alignment
 reweave_edges:
 - lunar development is bifurcating into two competing governance blocs that mirror terrestrial geopolitical alignment|supports|2026-04-04
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-governance-regulation.md
 ---
 
 # the Artemis Accords replace multilateral treaty-making with bilateral norm-setting to create governance through coalition practice rather than universal consensus
diff --git a/domains/space-development/the Moon serves as a proving ground for Mars settlement because 2-day transit enables 180x faster iteration cycles than the 6-month Mars journey.md b/domains/space-development/the Moon serves as a proving ground for Mars settlement because 2-day transit enables 180x faster iteration cycles than the 6-month Mars journey.md
index 61bca5a82..3e9a3996b 100644
--- a/domains/space-development/the Moon serves as a proving ground for Mars settlement because 2-day transit enables 180x faster iteration cycles than the 6-month Mars journey.md	
+++ b/domains/space-development/the Moon serves as a proving ground for Mars settlement because 2-day transit enables 180x faster iteration cycles than the 6-month Mars journey.md	
@@ -17,6 +17,8 @@ reweave_edges:
 - Lunar ISRU at TRL 3-4 creates a 7-12 year gap before operational propellant production making the surface-first architecture vulnerable to development delays with no backup propellant mechanism|related|2026-04-13
 - blue-moon-mark-2|related|2026-04-17
 - lunar-outpost|related|2026-04-17
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-habitation-settlements.md
 ---
 
 # The Moon serves as a proving ground for Mars settlement because 2-day transit enables 180x faster iteration cycles than the 6-month Mars journey
diff --git a/domains/space-development/the Outer Space Treaty created a constitutional framework for space but left resource rights property and settlement governance deliberately ambiguous.md b/domains/space-development/the Outer Space Treaty created a constitutional framework for space but left resource rights property and settlement governance deliberately ambiguous.md
index bf29f8f17..4cc2ee73d 100644
--- a/domains/space-development/the Outer Space Treaty created a constitutional framework for space but left resource rights property and settlement governance deliberately ambiguous.md	
+++ b/domains/space-development/the Outer Space Treaty created a constitutional framework for space but left resource rights property and settlement governance deliberately ambiguous.md	
@@ -12,6 +12,8 @@ related:
 - the Artemis Accords create a de facto legal framework for space resource extraction signed by 61 countries but contested by China and Russia
 reweave_edges:
 - the Artemis Accords create a de facto legal framework for space resource extraction signed by 61 countries but contested by China and Russia|related|2026-04-04
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-governance-regulation.md
 ---
 
 # the Outer Space Treaty created a constitutional framework for space but left resource rights property and settlement governance deliberately ambiguous
diff --git a/domains/space-development/the commercial space station transition from ISS creates a gap risk that could end 25 years of continuous human presence in low Earth orbit.md b/domains/space-development/the commercial space station transition from ISS creates a gap risk that could end 25 years of continuous human presence in low Earth orbit.md
index 2835acde9..a7546c9d0 100644
--- a/domains/space-development/the commercial space station transition from ISS creates a gap risk that could end 25 years of continuous human presence in low Earth orbit.md	
+++ b/domains/space-development/the commercial space station transition from ISS creates a gap risk that could end 25 years of continuous human presence in low Earth orbit.md	
@@ -22,6 +22,8 @@ supports:
 - Congressional ISS extension proposals reveal that the US government treats low-Earth orbit human presence as a strategic asset requiring government-subsidized continuity, not a pure commercial market
 - Commercial station programs are LEO-only with no cislunar orbital node in development creating a structural gap in the two-tier architecture
 - Haven-1 slip to Q1 2027 compresses the commercial station succession timeline against ISS deorbit around 2030
+sourced_from:
+- inbox/archive/2026-02-17-astra-axiom-space-research.md
 ---
 
 # The commercial space station transition from ISS creates a gap risk that could end 25 years of continuous human presence in low Earth orbit
diff --git a/domains/space-development/the small-sat dedicated launch market faces a structural paradox because SpaceX rideshare at 5000-6000 per kg undercuts most dedicated small launchers on price.md b/domains/space-development/the small-sat dedicated launch market faces a structural paradox because SpaceX rideshare at 5000-6000 per kg undercuts most dedicated small launchers on price.md
index 5f20cd0fe..836f56879 100644
--- a/domains/space-development/the small-sat dedicated launch market faces a structural paradox because SpaceX rideshare at 5000-6000 per kg undercuts most dedicated small launchers on price.md	
+++ b/domains/space-development/the small-sat dedicated launch market faces a structural paradox because SpaceX rideshare at 5000-6000 per kg undercuts most dedicated small launchers on price.md	
@@ -8,6 +8,8 @@ created: 2026-02-17
 depends_on:
   - "SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal"
   - "Rocket Lab pivot to space systems reveals that vertical component integration may be more defensible than launch in the emerging space economy"
+sourced_from:
+- inbox/archive/2026-02-17-astra-spacex-research.md
 ---
 
 # The small-sat dedicated launch market faces a structural paradox because SpaceX rideshare at 5000-6000 per kg undercuts most dedicated small launchers on price
diff --git a/domains/space-development/the space economy reached 613 billion in 2024 and is converging on 1 trillion by 2032 making it a major global industry not a speculative frontier.md b/domains/space-development/the space economy reached 613 billion in 2024 and is converging on 1 trillion by 2032 making it a major global industry not a speculative frontier.md
index 7431c944d..03f2302be 100644
--- a/domains/space-development/the space economy reached 613 billion in 2024 and is converging on 1 trillion by 2032 making it a major global industry not a speculative frontier.md	
+++ b/domains/space-development/the space economy reached 613 billion in 2024 and is converging on 1 trillion by 2032 making it a major global industry not a speculative frontier.md	
@@ -11,6 +11,8 @@ related:
 reweave_edges:
 - spacetech-series-a-funding-gap-is-the-structural-bottleneck-because-specialized-vcs-concentrate-at-seed-while-generalists-lack-domain-expertise-for-hardware-companies|related|2026-04-04
 - singapore-national-space-agency-signals-that-small-states-with-existing-precision-manufacturing-and-ai-capabilities-can-enter-space-through-downstream-niches-without-launch-capability|related|2026-04-17
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-economy-market.md
 ---
 
 # the space economy reached 613 billion in 2024 and is converging on 1 trillion by 2032 making it a major global industry not a speculative frontier
diff --git a/domains/space-development/the space launch cost trajectory is a phase transition not a gradual decline analogous to sail-to-steam in maritime transport.md b/domains/space-development/the space launch cost trajectory is a phase transition not a gradual decline analogous to sail-to-steam in maritime transport.md
index e257a0c46..33fabb00d 100644
--- a/domains/space-development/the space launch cost trajectory is a phase transition not a gradual decline analogous to sail-to-steam in maritime transport.md	
+++ b/domains/space-development/the space launch cost trajectory is a phase transition not a gradual decline analogous to sail-to-steam in maritime transport.md	
@@ -15,6 +15,8 @@ supports:
 - europe-space-launch-strategic-irrelevance-without-starship-class-capability
 reweave_edges:
 - europe-space-launch-strategic-irrelevance-without-starship-class-capability|supports|2026-04-04
+sourced_from:
+- inbox/archive/2026-02-17-astra-space-launch-costs.md
 ---
 
 # the space launch cost trajectory is a phase transition not a gradual decline analogous to sail-to-steam in maritime transport
diff --git a/domains/space-development/the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure.md b/domains/space-development/the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure.md
index 7fa560978..62da75449 100644
--- a/domains/space-development/the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure.md	
+++ b/domains/space-development/the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure.md	
@@ -13,6 +13,8 @@ supports:
 - varda-space-biologics-development-blurs-three-tier-manufacturing-sequence
 reweave_edges:
 - varda-space-biologics-development-blurs-three-tier-manufacturing-sequence|supports|2026-04-04
+sourced_from:
+- inbox/archive/2026-02-17-astra-microgravity-manufacturing-deep-dive.md
 ---
 
 # the space manufacturing killer app sequence is pharmaceuticals now ZBLAN fiber in 3-5 years and bioprinted organs in 15-25 years each catalyzing the next tier of orbital infrastructure
diff --git a/domains/space-development/varda-space-biologics-development-blurs-three-tier-manufacturing-sequence.md b/domains/space-development/varda-space-biologics-development-blurs-three-tier-manufacturing-sequence.md
index 653fe05e8..4017c5eeb 100644
--- a/domains/space-development/varda-space-biologics-development-blurs-three-tier-manufacturing-sequence.md
+++ b/domains/space-development/varda-space-biologics-development-blurs-three-tier-manufacturing-sequence.md
@@ -14,6 +14,8 @@ related:
 reweave_edges:
 - Varda Space Industries validates commercial space manufacturing with four orbital missions 329M raised and monthly launch cadence by 2026|related|2026-04-04
 - varda-vertical-integration-reduces-space-manufacturing-access-costs|related|2026-04-04
+sourced_from:
+- inbox/archive/space-development/2026-01-29-varda-w5-reentry-success.md
 ---
 
 # Varda's biologics development suggests companies may pursue parallel tier development in space manufacturing
diff --git a/domains/space-development/varda-vertical-integration-reduces-space-manufacturing-access-costs.md b/domains/space-development/varda-vertical-integration-reduces-space-manufacturing-access-costs.md
index f08a1d594..8da3c4c59 100644
--- a/domains/space-development/varda-vertical-integration-reduces-space-manufacturing-access-costs.md
+++ b/domains/space-development/varda-vertical-integration-reduces-space-manufacturing-access-costs.md
@@ -11,6 +11,8 @@ supports:
 - Varda Space Industries validates commercial space manufacturing with four orbital missions 329M raised and monthly launch cadence by 2026
 reweave_edges:
 - Varda Space Industries validates commercial space manufacturing with four orbital missions 329M raised and monthly launch cadence by 2026|supports|2026-04-04
+sourced_from:
+- inbox/archive/space-development/2026-01-29-varda-w5-reentry-success.md
 ---
 
 # Varda's vertical integration of satellite bus and ablative heatshield enables cost reduction and accelerated iteration in reentry vehicle design
diff --git a/inbox/archive/2023-11-18-futardio-proposal-develop-a-lst-vote-market.md b/inbox/archive/2023-11-18-futardio-proposal-develop-a-lst-vote-market.md
index 009444ff8..bd3befd47 100644
--- a/inbox/archive/2023-11-18-futardio-proposal-develop-a-lst-vote-market.md
+++ b/inbox/archive/2023-11-18-futardio-proposal-develop-a-lst-vote-market.md
@@ -11,6 +11,8 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/metadao-develop-lst-vote-market.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2023-12-16-futardio-proposal-develop-a-saber-vote-market.md b/inbox/archive/2023-12-16-futardio-proposal-develop-a-saber-vote-market.md
index 83b803d46..9685036e3 100644
--- a/inbox/archive/2023-12-16-futardio-proposal-develop-a-saber-vote-market.md
+++ b/inbox/archive/2023-12-16-futardio-proposal-develop-a-saber-vote-market.md
@@ -11,6 +11,8 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/metadao-develop-saber-vote-market.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2024-01-24-futardio-proposal-develop-amm-program-for-futarchy.md b/inbox/archive/2024-01-24-futardio-proposal-develop-amm-program-for-futarchy.md
index f0f535d44..d9f8cd9ed 100644
--- a/inbox/archive/2024-01-24-futardio-proposal-develop-amm-program-for-futarchy.md
+++ b/inbox/archive/2024-01-24-futardio-proposal-develop-amm-program-for-futarchy.md
@@ -11,6 +11,8 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/metadao-develop-amm-program-for-futarchy.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2024-02-20-futardio-proposal-develop-multi-option-proposals.md b/inbox/archive/2024-02-20-futardio-proposal-develop-multi-option-proposals.md
index 8b4596ffd..07a7c249d 100644
--- a/inbox/archive/2024-02-20-futardio-proposal-develop-multi-option-proposals.md
+++ b/inbox/archive/2024-02-20-futardio-proposal-develop-multi-option-proposals.md
@@ -11,6 +11,8 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/metadao-develop-multi-option-proposals.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md b/inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
index f3d807955..ad6e46321 100644
--- a/inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
+++ b/inbox/archive/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury.md
@@ -11,6 +11,31 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/metadao-burn-993-percent-meta.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2024-03-13-futardio-proposal-develop-futarchy-as-a-service-faas.md b/inbox/archive/2024-03-13-futardio-proposal-develop-futarchy-as-a-service-faas.md
index 8c6631756..cbf52c04e 100644
--- a/inbox/archive/2024-03-13-futardio-proposal-develop-futarchy-as-a-service-faas.md
+++ b/inbox/archive/2024-03-13-futardio-proposal-develop-futarchy-as-a-service-faas.md
@@ -11,6 +11,8 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/metadao-develop-faas.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2024-05-27-futardio-proposal-proposal-1.md b/inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
index b3f70af40..012a16589 100644
--- a/inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
+++ b/inbox/archive/2024-05-27-futardio-proposal-proposal-1.md
@@ -11,6 +11,31 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/futardio-proposal-1.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2024-06-26-futardio-proposal-approve-metadao-fundraise-2.md b/inbox/archive/2024-06-26-futardio-proposal-approve-metadao-fundraise-2.md
index 0bf418339..34d14be84 100644
--- a/inbox/archive/2024-06-26-futardio-proposal-approve-metadao-fundraise-2.md
+++ b/inbox/archive/2024-06-26-futardio-proposal-approve-metadao-fundraise-2.md
@@ -11,6 +11,10 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/metadao-fundraise-2.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2024-07-01-futardio-proposal-fund-artemis-labs-data-and-analytics-dashboards.md b/inbox/archive/2024-07-01-futardio-proposal-fund-artemis-labs-data-and-analytics-dashboards.md
index 2d66b2747..379eaf73c 100644
--- a/inbox/archive/2024-07-01-futardio-proposal-fund-artemis-labs-data-and-analytics-dashboards.md
+++ b/inbox/archive/2024-07-01-futardio-proposal-fund-artemis-labs-data-and-analytics-dashboards.md
@@ -11,6 +11,8 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/drift-fund-artemis-labs-dashboards.md"
+claims_extracted:
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model.md b/inbox/archive/2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model.md
index 16238f857..33cb2674e 100644
--- a/inbox/archive/2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model.md
+++ b/inbox/archive/2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model.md
@@ -11,6 +11,8 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/deans-list-enhancing-economic-model.md"
+claims_extracted:
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2024-08-14-futardio-proposal-develop-memecoin-launchpad.md b/inbox/archive/2024-08-14-futardio-proposal-develop-memecoin-launchpad.md
index a3e713ace..046ced0e0 100644
--- a/inbox/archive/2024-08-14-futardio-proposal-develop-memecoin-launchpad.md
+++ b/inbox/archive/2024-08-14-futardio-proposal-develop-memecoin-launchpad.md
@@ -11,6 +11,8 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/metadao-develop-memecoin-launchpad.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md b/inbox/archive/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
index 95a954780..e41577a23 100644
--- a/inbox/archive/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
+++ b/inbox/archive/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
@@ -11,6 +11,15 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/islanddao-treasury-proposal.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md b/inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
index a092cadeb..a7666b209 100644
--- a/inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+++ b/inbox/archive/2024-10-30-futardio-proposal-swap-150000-into-isc.md
@@ -11,6 +11,31 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/metadao-swap-150k-into-isc.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md b/inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
index f07a3ab16..8e0b97816 100644
--- a/inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
+++ b/inbox/archive/2024-11-13-futardio-proposal-cut-emissions-by-50.md
@@ -11,6 +11,31 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/coal-cut-emissions-by-50.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md b/inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
index 75a545cf9..26e6bb48c 100644
--- a/inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+++ b/inbox/archive/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
@@ -11,6 +11,31 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/metadao-create-futardio.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md b/inbox/archive/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
index a9820619a..3eb880267 100644
--- a/inbox/archive/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+++ b/inbox/archive/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
@@ -11,6 +11,20 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/ore-launch-hnt-boost.md"
+claims_extracted:
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2024-12-02-futardio-proposal-approve-deans-list-treasury-management.md b/inbox/archive/2024-12-02-futardio-proposal-approve-deans-list-treasury-management.md
index 8026a47ce..1df32bcb2 100644
--- a/inbox/archive/2024-12-02-futardio-proposal-approve-deans-list-treasury-management.md
+++ b/inbox/archive/2024-12-02-futardio-proposal-approve-deans-list-treasury-management.md
@@ -11,6 +11,8 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/deans-list-approve-treasury-management.md"
+claims_extracted:
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore.md b/inbox/archive/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore.md
index 540ccf9a8..f777a1e6e 100644
--- a/inbox/archive/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore.md
+++ b/inbox/archive/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore.md
@@ -11,6 +11,20 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/ore-launch-usdc-boost.md"
+claims_extracted:
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2024-12-30-futardio-proposal-fund-deans-list-dao-website-redesign.md b/inbox/archive/2024-12-30-futardio-proposal-fund-deans-list-dao-website-redesign.md
index 24ce5d0df..7a196d167 100644
--- a/inbox/archive/2024-12-30-futardio-proposal-fund-deans-list-dao-website-redesign.md
+++ b/inbox/archive/2024-12-30-futardio-proposal-fund-deans-list-dao-website-redesign.md
@@ -11,6 +11,8 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/deans-list-fund-website-redesign.md"
+claims_extracted:
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2025-01-13-futardio-proposal-should-jto-vault-be-added-to-tiprouter-ncn.md b/inbox/archive/2025-01-13-futardio-proposal-should-jto-vault-be-added-to-tiprouter-ncn.md
index 21dfb3d26..0397cd71c 100644
--- a/inbox/archive/2025-01-13-futardio-proposal-should-jto-vault-be-added-to-tiprouter-ncn.md
+++ b/inbox/archive/2025-01-13-futardio-proposal-should-jto-vault-be-added-to-tiprouter-ncn.md
@@ -11,6 +11,9 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/jito-jto-vault-tiprouter.md"
+claims_extracted:
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2025-01-14-futardio-proposal-should-deans-list-dao-update-the-liquidity-fee-structure.md b/inbox/archive/2025-01-14-futardio-proposal-should-deans-list-dao-update-the-liquidity-fee-structure.md
index c983f1eac..9c67a919b 100644
--- a/inbox/archive/2025-01-14-futardio-proposal-should-deans-list-dao-update-the-liquidity-fee-structure.md
+++ b/inbox/archive/2025-01-14-futardio-proposal-should-deans-list-dao-update-the-liquidity-fee-structure.md
@@ -11,6 +11,8 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/deans-list-update-liquidity-fee-structure.md"
+claims_extracted:
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2025-02-10-futardio-proposal-should-metadao-hire-robin-hanson-as-an-advisor.md b/inbox/archive/2025-02-10-futardio-proposal-should-metadao-hire-robin-hanson-as-an-advisor.md
index 597e1d7ab..668f19696 100644
--- a/inbox/archive/2025-02-10-futardio-proposal-should-metadao-hire-robin-hanson-as-an-advisor.md
+++ b/inbox/archive/2025-02-10-futardio-proposal-should-metadao-hire-robin-hanson-as-an-advisor.md
@@ -11,6 +11,10 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/metadao-hire-robin-hanson.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md b/inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
index e9cf482f1..e9fc7d803 100644
--- a/inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
+++ b/inbox/archive/2025-10-15-futardio-proposal-lets-get-futarded.md
@@ -11,6 +11,31 @@ tags: [futardio, metadao, futarchy, solana, governance]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/coal-lets-get-futarded.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2025-11-00-anthropic-emergent-misalignment-reward-hacking.md b/inbox/archive/2025-11-00-anthropic-emergent-misalignment-reward-hacking.md
index 46f349bbc..8516ba0f3 100644
--- a/inbox/archive/2025-11-00-anthropic-emergent-misalignment-reward-hacking.md
+++ b/inbox/archive/2025-11-00-anthropic-emergent-misalignment-reward-hacking.md
@@ -10,6 +10,8 @@ status: processed
 processed_by: theseus
 tags: [emergent-misalignment, reward-hacking, alignment-faking, inoculation-prompting]
 sourced_via: "Leo routed from X ingestion (@sukh_saroy tweet 2033093295052829161)"
+claims_extracted:
+- "emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive"
 ---
 
 # Natural Emergent Misalignment from Reward Hacking in Production RL
diff --git a/inbox/archive/2025-12-23-futardio-proposal-liquidity-adjustment-proposal.md b/inbox/archive/2025-12-23-futardio-proposal-liquidity-adjustment-proposal.md
index e1358309a..4afe28797 100644
--- a/inbox/archive/2025-12-23-futardio-proposal-liquidity-adjustment-proposal.md
+++ b/inbox/archive/2025-12-23-futardio-proposal-liquidity-adjustment-proposal.md
@@ -11,6 +11,15 @@ tags: [futarchy, solana, governance, loyal]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/loyal-liquidity-adjustment.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md b/inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
index 2ec3ebdaa..e9a900dd7 100644
--- a/inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
+++ b/inbox/archive/2026-01-12-futardio-proposal-rngr-2m-buyback.md
@@ -11,6 +11,31 @@ tags: [futarchy, solana, governance, ranger]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/ranger-2m-buyback.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md b/inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
index af383570e..bf1f497e1 100644
--- a/inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
+++ b/inbox/archive/2026-01-16-futardio-proposal-zkfg-200k-buyback.md
@@ -11,6 +11,31 @@ tags: [futarchy, solana, governance, zklsol]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/zklsol-200k-buyback.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2026-02-07-futardio-proposal-zkfg-restructuring-proposal.md b/inbox/archive/2026-02-07-futardio-proposal-zkfg-restructuring-proposal.md
index 27a97ea11..b993a5052 100644
--- a/inbox/archive/2026-02-07-futardio-proposal-zkfg-restructuring-proposal.md
+++ b/inbox/archive/2026-02-07-futardio-proposal-zkfg-restructuring-proposal.md
@@ -11,6 +11,15 @@ tags: [futarchy, solana, governance, zklsol]
 event_type: proposal
 derived_items:
   - "decisions/internet-finance/zklsol-restructuring-proposal.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2026-03-03-futardio-launch-futardio-cult.md b/inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
index 095a9437b..52dd02ec9 100644
--- a/inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
+++ b/inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
@@ -12,6 +12,31 @@ event_type: launch
 derived_items:
   - "decisions/internet-finance/futardio-cult-launch.md"
   - "entities/internet-finance/futardio-cult.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/2026-03-03-futardio-launch-mycorealms.md b/inbox/archive/2026-03-03-futardio-launch-mycorealms.md
index e8acac8b3..595f9994b 100644
--- a/inbox/archive/2026-03-03-futardio-launch-mycorealms.md
+++ b/inbox/archive/2026-03-03-futardio-launch-mycorealms.md
@@ -12,6 +12,8 @@ event_type: launch
 derived_items:
   - "decisions/internet-finance/mycorealms-futardio-fundraise.md"
   - "entities/internet-finance/mycorealms.md"
+claims_extracted:
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md b/inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
index 1c17515a6..1e22dec64 100644
--- a/inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
+++ b/inbox/archive/2026-03-03-futardio-launch-the-meme-is-real.md
@@ -11,6 +11,31 @@ tags: [futardio, metadao, futarchy, solana]
 event_type: launch
 derived_items:
   - "decisions/internet-finance/the-meme-is-real.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/2026-03-04-futardio-launch-proph3t.md b/inbox/archive/2026-03-04-futardio-launch-proph3t.md
index 7d8eb81d0..f4178ec09 100644
--- a/inbox/archive/2026-03-04-futardio-launch-proph3t.md
+++ b/inbox/archive/2026-03-04-futardio-launch-proph3t.md
@@ -11,6 +11,9 @@ tags: [futardio, metadao, futarchy, solana]
 event_type: launch
 derived_items:
   - "entities/internet-finance/proph3t.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/2026-03-04-futardio-proposal-futardio-001-omnibus-proposal.md b/inbox/archive/2026-03-04-futardio-proposal-futardio-001-omnibus-proposal.md
index b31d86c63..47ce2768e 100644
--- a/inbox/archive/2026-03-04-futardio-proposal-futardio-001-omnibus-proposal.md
+++ b/inbox/archive/2026-03-04-futardio-proposal-futardio-001-omnibus-proposal.md
@@ -12,6 +12,15 @@ event_type: proposal
 derived_items:
   - "decisions/internet-finance/futardio-cult-omnibus-proposal.md"
   - "entities/internet-finance/futardio.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/2026-03-05-futardio-launch-areal-finance.md b/inbox/archive/2026-03-05-futardio-launch-areal-finance.md
index 974ea1b6f..6dd92dd79 100644
--- a/inbox/archive/2026-03-05-futardio-launch-areal-finance.md
+++ b/inbox/archive/2026-03-05-futardio-launch-areal-finance.md
@@ -11,6 +11,10 @@ tags: [futardio, metadao, futarchy, solana]
 event_type: launch
 derived_items:
   - "decisions/internet-finance/areal-futardio-fundraise.md"
+claims_extracted:
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/2026-03-05-futardio-launch-git3.md b/inbox/archive/2026-03-05-futardio-launch-git3.md
index b7ac26c12..5b8f78d4c 100644
--- a/inbox/archive/2026-03-05-futardio-launch-git3.md
+++ b/inbox/archive/2026-03-05-futardio-launch-git3.md
@@ -12,6 +12,31 @@ event_type: launch
 derived_items:
   - "decisions/internet-finance/git3-futardio-fundraise.md"
   - "entities/internet-finance/git3.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/2026-03-05-futardio-launch-launchpet.md b/inbox/archive/2026-03-05-futardio-launch-launchpet.md
index 9c7dcd9cb..08dac3428 100644
--- a/inbox/archive/2026-03-05-futardio-launch-launchpet.md
+++ b/inbox/archive/2026-03-05-futardio-launch-launchpet.md
@@ -11,6 +11,9 @@ tags: [futardio, metadao, futarchy, solana]
 event_type: launch
 derived_items:
   - "decisions/internet-finance/launchpet-futardio-fundraise.md"
+claims_extracted:
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/2026-03-05-futardio-launch-seyf.md b/inbox/archive/2026-03-05-futardio-launch-seyf.md
index 14dd71b98..d4572fb1c 100644
--- a/inbox/archive/2026-03-05-futardio-launch-seyf.md
+++ b/inbox/archive/2026-03-05-futardio-launch-seyf.md
@@ -11,6 +11,31 @@ tags: [futardio, metadao, futarchy, solana]
 event_type: launch
 derived_items:
   - "entities/internet-finance/seyf.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/2026-03-05-futardio-launch-tridash.md b/inbox/archive/2026-03-05-futardio-launch-tridash.md
index b8d09ecd8..2e0ba6651 100644
--- a/inbox/archive/2026-03-05-futardio-launch-tridash.md
+++ b/inbox/archive/2026-03-05-futardio-launch-tridash.md
@@ -11,6 +11,9 @@ tags: [futardio, metadao, futarchy, solana]
 event_type: launch
 derived_items:
   - "decisions/internet-finance/tridash-futardio-fundraise.md"
+claims_extracted:
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/2026-03-07-futardio-launch-areal.md b/inbox/archive/2026-03-07-futardio-launch-areal.md
index 286325d3f..bb0c8d221 100644
--- a/inbox/archive/2026-03-07-futardio-launch-areal.md
+++ b/inbox/archive/2026-03-07-futardio-launch-areal.md
@@ -11,6 +11,10 @@ tags: [futardio, metadao, futarchy, solana]
 event_type: launch
 derived_items:
   - "entities/internet-finance/areal.md"
+claims_extracted:
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/2026-03-08-futardio-launch-seeker-vault.md b/inbox/archive/2026-03-08-futardio-launch-seeker-vault.md
index f58670748..a2df3d7bc 100644
--- a/inbox/archive/2026-03-08-futardio-launch-seeker-vault.md
+++ b/inbox/archive/2026-03-08-futardio-launch-seeker-vault.md
@@ -11,6 +11,9 @@ tags: [futardio, metadao, futarchy, solana]
 event_type: launch
 derived_items:
   - "decisions/internet-finance/seekervault-futardio-fundraise-2.md"
+claims_extracted:
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/2026-03-09-kloss-25-prompts-agent-self-diagnosis.md b/inbox/archive/2026-03-09-kloss-25-prompts-agent-self-diagnosis.md
index 6ece1c518..12236148b 100644
--- a/inbox/archive/2026-03-09-kloss-25-prompts-agent-self-diagnosis.md
+++ b/inbox/archive/2026-03-09-kloss-25-prompts-agent-self-diagnosis.md
@@ -10,6 +10,8 @@ status: processed
 processed_by: theseus
 tags: [agent-self-diagnosis, metacognition, oversight-scaffolding, prompt-engineering]
 sourced_via: "Leo routed from X ingestion (@kloss_xyz tweet 2032223154094162063)"
+claims_extracted:
+- "structured self-diagnosis prompts induce metacognitive monitoring in AI agents that default behavior does not produce because explicit uncertainty flagging and failure mode enumeration activate deliberate reasoning patterns"
 ---
 
 # 25 Prompts for Making AI Agents Self-Diagnose
diff --git a/inbox/archive/2026-03-11-futardio-launch-git3.md b/inbox/archive/2026-03-11-futardio-launch-git3.md
index 7a7bbc28a..a772908c4 100644
--- a/inbox/archive/2026-03-11-futardio-launch-git3.md
+++ b/inbox/archive/2026-03-11-futardio-launch-git3.md
@@ -11,6 +11,31 @@ tags: [futardio, metadao, futarchy, solana]
 event_type: launch
 derived_items:
   - "entities/internet-finance/git3.md"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/2026-03-11-futardio-launch-mycorealms.md b/inbox/archive/2026-03-11-futardio-launch-mycorealms.md
index 2aa33632c..b17c89500 100644
--- a/inbox/archive/2026-03-11-futardio-launch-mycorealms.md
+++ b/inbox/archive/2026-03-11-futardio-launch-mycorealms.md
@@ -11,6 +11,8 @@ tags: [futardio, metadao, futarchy, solana]
 event_type: launch
 derived_items:
   - "entities/internet-finance/mycorealms.md"
+claims_extracted:
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/2026-03-18-telegram-m3taversal-futairdbot-what-about-leverage-in-the-metadao-eco.md b/inbox/archive/2026-03-18-telegram-m3taversal-futairdbot-what-about-leverage-in-the-metadao-eco.md
index 2cd83de7d..f202bfccc 100644
--- a/inbox/archive/2026-03-18-telegram-m3taversal-futairdbot-what-about-leverage-in-the-metadao-eco.md
+++ b/inbox/archive/2026-03-18-telegram-m3taversal-futairdbot-what-about-leverage-in-the-metadao-eco.md
@@ -18,6 +18,8 @@ processed_date: 2026-03-18
 enrichments_applied: ["futarchy-clob-liquidity-fragmentation-creates-wide-spreads-because-pricing-counterfactual-governance-outcomes-has-inherent-uncertainty.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
 created: 2026-03-18
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/ai-alignment/2025-05-29-anthropic-circuit-tracing-open-source.md b/inbox/archive/ai-alignment/2025-05-29-anthropic-circuit-tracing-open-source.md
index 7164d36f2..ce7bd8641 100644
--- a/inbox/archive/ai-alignment/2025-05-29-anthropic-circuit-tracing-open-source.md
+++ b/inbox/archive/ai-alignment/2025-05-29-anthropic-circuit-tracing-open-source.md
@@ -10,6 +10,9 @@ format: research-post
 status: processed
 priority: medium
 tags: [anthropic, interpretability, circuit-tracing, attribution-graphs, mechanistic-interpretability, open-source, neuronpedia]
+claims_extracted:
+- "mechanistic-interpretability-traces-reasoning-pathways-but-cannot-detect-deceptive-alignment"
+- "circuit-tracing-bottleneck-hours-per-prompt-limits-interpretability-scaling"
 ---
 
 ## Content
diff --git a/inbox/archive/ai-alignment/2025-09-26-krier-coasean-bargaining-at-scale.md b/inbox/archive/ai-alignment/2025-09-26-krier-coasean-bargaining-at-scale.md
index be3fef462..187768264 100644
--- a/inbox/archive/ai-alignment/2025-09-26-krier-coasean-bargaining-at-scale.md
+++ b/inbox/archive/ai-alignment/2025-09-26-krier-coasean-bargaining-at-scale.md
@@ -16,6 +16,8 @@ processed_by: theseus
 processed_date: 2026-03-19
 enrichments_applied: ["AI alignment is a coordination problem not a technical problem.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "AI agents as personal advocates collapse Coasean transaction costs enabling bottom-up coordination at societal scale but catastrophic risks remain non-negotiable requiring state enforcement as outer boundary"
 ---
 
 # Coasean Bargaining at Scale
diff --git a/inbox/archive/ai-alignment/2025-11-00-operationalizing-pluralistic-values-llm-alignment.md b/inbox/archive/ai-alignment/2025-11-00-operationalizing-pluralistic-values-llm-alignment.md
index b69459742..334144b1c 100644
--- a/inbox/archive/ai-alignment/2025-11-00-operationalizing-pluralistic-values-llm-alignment.md
+++ b/inbox/archive/ai-alignment/2025-11-00-operationalizing-pluralistic-values-llm-alignment.md
@@ -14,6 +14,9 @@ processed_by: theseus
 processed_date: 2026-03-15
 enrichments_applied: ["community-centred norm elicitation surfaces alignment targets materially different from developer-specified rules.md", "single-reward-rlhf-cannot-align-diverse-preferences-because-alignment-gap-grows-proportional-to-minority-distinctiveness.md", "some disagreements are permanently irreducible because they stem from genuine value differences not information gaps and systems must map rather than eliminate them.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "modeling preference sensitivity as a learned distribution rather than a fixed scalar resolves DPO diversity failures without demographic labels or explicit user modeling"
+- "the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed-parameter behavior when preferences are homogeneous"
 ---
 
 ## Content
diff --git a/inbox/archive/ai-alignment/2025-11-29-sistla-evaluating-llms-open-source-games.md b/inbox/archive/ai-alignment/2025-11-29-sistla-evaluating-llms-open-source-games.md
index b05d04686..20ede1eee 100644
--- a/inbox/archive/ai-alignment/2025-11-29-sistla-evaluating-llms-open-source-games.md
+++ b/inbox/archive/ai-alignment/2025-11-29-sistla-evaluating-llms-open-source-games.md
@@ -16,6 +16,8 @@ processed_by: theseus
 processed_date: 2026-03-19
 enrichments_applied: ["AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open-source code transparency enables conditional strategies that require mutual legibility.md", "multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments.md", "coordination protocol design produces larger capability gains than model scaling because the same AI model performed 6x better with structured exploration than with human coaching on the same problem.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open-source code transparency enables conditional strategies that require mutual legibility"
 ---
 
 # Evaluating LLMs in Open-Source Games
diff --git a/inbox/archive/ai-alignment/2026-01-29-metr-time-horizon-1-1.md b/inbox/archive/ai-alignment/2026-01-29-metr-time-horizon-1-1.md
index 96c56c673..1491f8b34 100644
--- a/inbox/archive/ai-alignment/2026-01-29-metr-time-horizon-1-1.md
+++ b/inbox/archive/ai-alignment/2026-01-29-metr-time-horizon-1-1.md
@@ -10,6 +10,8 @@ format: research-report
 status: processed
 priority: high
 tags: [metr, time-horizon, capability-evaluation, task-saturation, measurement, frontier-ai, benchmark]
+claims_extracted:
+- "frontier-ai-task-horizon-doubles-every-six-months-making-safety-evaluations-obsolete-within-one-model-generation"
 ---
 
 ## Content
diff --git a/inbox/archive/ai-alignment/2026-02-23-shapira-agents-of-chaos.md b/inbox/archive/ai-alignment/2026-02-23-shapira-agents-of-chaos.md
index e74fff9fa..49318fbd4 100644
--- a/inbox/archive/ai-alignment/2026-02-23-shapira-agents-of-chaos.md
+++ b/inbox/archive/ai-alignment/2026-02-23-shapira-agents-of-chaos.md
@@ -19,6 +19,8 @@ processed_by: theseus
 processed_date: 2026-03-19
 enrichments_applied: ["pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "multi-agent deployment exposes emergent security vulnerabilities invisible to single-agent evaluation because cross-agent propagation identity spoofing and unauthorized compliance arise only in realistic multi-party environments"
 ---
 
 # Agents of Chaos
diff --git a/inbox/archive/ai-alignment/2026-02-24-catalini-simple-economics-agi.md b/inbox/archive/ai-alignment/2026-02-24-catalini-simple-economics-agi.md
index faf4f66ec..228f4729f 100644
--- a/inbox/archive/ai-alignment/2026-02-24-catalini-simple-economics-agi.md
+++ b/inbox/archive/ai-alignment/2026-02-24-catalini-simple-economics-agi.md
@@ -16,6 +16,8 @@ processed_by: theseus
 processed_date: 2026-03-19
 enrichments_applied: ["human verification bandwidth is the binding constraint on AGI economic impact not intelligence itself because the marginal cost of AI execution falls to zero while the capacity to validate audit and underwrite responsibility remains finite.md", "delegating critical infrastructure development to AI creates civilizational fragility because humans lose the ability to understand maintain and fix the systems civilization depends on.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "human verification bandwidth is the binding constraint on AGI economic impact not intelligence itself because the marginal cost of AI execution falls to zero while the capacity to validate audit and underwrite responsibility remains finite"
 ---
 
 # Some Simple Economics of AGI
diff --git a/inbox/archive/ai-alignment/2026-02-28-demoura-when-ai-writes-software.md b/inbox/archive/ai-alignment/2026-02-28-demoura-when-ai-writes-software.md
index 2fc8a41aa..bdf9b21c7 100644
--- a/inbox/archive/ai-alignment/2026-02-28-demoura-when-ai-writes-software.md
+++ b/inbox/archive/ai-alignment/2026-02-28-demoura-when-ai-writes-software.md
@@ -15,6 +15,8 @@ twitter_id: "712705562191011841"
 processed_by: theseus
 processed_date: 2026-03-19
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed"
 ---
 
 # When AI Writes the World's Software, Who Verifies It?
diff --git a/inbox/archive/ai-alignment/2026-03-04-morrison-knuth-claude-lean.md b/inbox/archive/ai-alignment/2026-03-04-morrison-knuth-claude-lean.md
index 017c0199a..02eaefeea 100644
--- a/inbox/archive/ai-alignment/2026-03-04-morrison-knuth-claude-lean.md
+++ b/inbox/archive/ai-alignment/2026-03-04-morrison-knuth-claude-lean.md
@@ -11,6 +11,8 @@ processed_by: theseus
 processed_date: 2026-03-07
 enrichments:
   - "formal verification claim enriched with Comparator trust model (specification vs proof bottleneck, adversarial proof design)"
+claims_extracted:
+- "formal verification of AI-generated proofs provides scalable oversight that human review cannot match because machine-checked correctness scales with AI capability while human verification degrades"
 ---
 
 # KnuthClaudeLean
diff --git a/inbox/archive/ai-alignment/2026-03-12-metr-claude-opus-4-6-sabotage-review.md b/inbox/archive/ai-alignment/2026-03-12-metr-claude-opus-4-6-sabotage-review.md
index 365605b2f..3a2c37554 100644
--- a/inbox/archive/ai-alignment/2026-03-12-metr-claude-opus-4-6-sabotage-review.md
+++ b/inbox/archive/ai-alignment/2026-03-12-metr-claude-opus-4-6-sabotage-review.md
@@ -10,6 +10,8 @@ format: blog-post
 status: processed
 priority: high
 tags: [sabotage-evaluation, Claude-Opus-4-6, evaluation-awareness, sandbagging, misaligned-behaviors, METR, Anthropic, capability-overhang, B1-disconfirmation, detection-reliability]
+claims_extracted:
+- "frontier-ai-safety-verdicts-rely-on-deployment-track-record-not-evaluation-confidence"
 ---
 
 ## Content
diff --git a/inbox/archive/ai-alignment/2026-03-12-metr-sabotage-review-claude-opus-4-6.md b/inbox/archive/ai-alignment/2026-03-12-metr-sabotage-review-claude-opus-4-6.md
index 8adeff06d..5945ed098 100644
--- a/inbox/archive/ai-alignment/2026-03-12-metr-sabotage-review-claude-opus-4-6.md
+++ b/inbox/archive/ai-alignment/2026-03-12-metr-sabotage-review-claude-opus-4-6.md
@@ -13,6 +13,10 @@ processed_date: 2026-04-04
 priority: high
 tags: [metr, claude-opus-4-6, sabotage-risk, evaluation-awareness, alignment-evaluation, sandbagging, monitoring-evasion, anthropic]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "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"
+- "frontier-ai-failures-shift-from-systematic-bias-to-incoherent-variance-as-task-complexity-and-reasoning-length-increase"
+- "frontier-ai-safety-verdicts-rely-on-deployment-track-record-not-evaluation-confidence"
 ---
 
 ## Content
diff --git a/inbox/archive/ai-alignment/2026-03-16-theseus-ai-industry-landscape-briefing.md b/inbox/archive/ai-alignment/2026-03-16-theseus-ai-industry-landscape-briefing.md
index b68a8b5ec..91cf2d4fd 100644
--- a/inbox/archive/ai-alignment/2026-03-16-theseus-ai-industry-landscape-briefing.md
+++ b/inbox/archive/ai-alignment/2026-03-16-theseus-ai-industry-landscape-briefing.md
@@ -14,6 +14,10 @@ sourced_via: "Theseus research agent — 33 web searches synthesized from MIT Te
 processed_by: theseus
 processed_date: 2026-03-19
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "AI investment concentration where 58 percent of funding flows to megarounds and two companies capture 14 percent of all global venture capital creates a structural oligopoly that alignment governance must account for"
+- "Anthropics RSP rollback under commercial pressure is the first empirical confirmation that binding safety commitments cannot survive the competitive dynamics of frontier AI development"
+- "AI talent circulation between frontier labs transfers alignment culture not just capability because researchers carry safety methodologies and institutional norms to their new organizations"
 ---
 
 # AI Industry Landscape Briefing — March 2026
diff --git a/inbox/archive/ai-alignment/2026-03-25-epoch-ai-biorisk-benchmarks-real-world-gap.md b/inbox/archive/ai-alignment/2026-03-25-epoch-ai-biorisk-benchmarks-real-world-gap.md
index f557b2266..261021b98 100644
--- a/inbox/archive/ai-alignment/2026-03-25-epoch-ai-biorisk-benchmarks-real-world-gap.md
+++ b/inbox/archive/ai-alignment/2026-03-25-epoch-ai-biorisk-benchmarks-real-world-gap.md
@@ -13,6 +13,8 @@ processed_date: 2026-04-04
 priority: high
 tags: [biorisk, benchmark-reality-gap, virology-capabilities-test, WMDP, physical-world-gap, bioweapons, uplift-assessment]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "bio-capability-benchmarks-measure-text-accessible-knowledge-not-physical-synthesis-capability"
 ---
 
 ## Content
diff --git a/inbox/archive/ai-alignment/2026-03-29-anthropic-public-first-action-pac-20m-ai-regulation.md b/inbox/archive/ai-alignment/2026-03-29-anthropic-public-first-action-pac-20m-ai-regulation.md
index 38ef82d0e..72e2973a6 100644
--- a/inbox/archive/ai-alignment/2026-03-29-anthropic-public-first-action-pac-20m-ai-regulation.md
+++ b/inbox/archive/ai-alignment/2026-03-29-anthropic-public-first-action-pac-20m-ai-regulation.md
@@ -10,6 +10,8 @@ format: article
 status: processed
 priority: high
 tags: [Anthropic, PAC, Public-First-Action, AI-regulation, 2026-midterms, electoral-strategy, voluntary-constraints, governance-gap, political-investment]
+claims_extracted:
+- "electoral-investment-becomes-residual-ai-governance-strategy-when-voluntary-and-litigation-routes-insufficient"
 ---
 
 ## Content
diff --git a/inbox/archive/ai-alignment/2026-03-29-techpolicy-press-anthropic-pentagon-dispute-reverberates-europe.md b/inbox/archive/ai-alignment/2026-03-29-techpolicy-press-anthropic-pentagon-dispute-reverberates-europe.md
index 20ff9a288..ce6d52825 100644
--- a/inbox/archive/ai-alignment/2026-03-29-techpolicy-press-anthropic-pentagon-dispute-reverberates-europe.md
+++ b/inbox/archive/ai-alignment/2026-03-29-techpolicy-press-anthropic-pentagon-dispute-reverberates-europe.md
@@ -11,6 +11,8 @@ status: processed
 priority: medium
 tags: [Anthropic, Pentagon, EU-AI-Act, Europe, governance, international-reverberations, use-based-constraints, transatlantic]
 flagged_for_leo: ["cross-domain governance architecture: does EU AI Act provide stronger use-based safety constraints than US approach? Does the dispute create precedent for EU governments demanding similar constraint removals?"]
+claims_extracted:
+- "eu-ai-act-extraterritorial-enforcement-creates-binding-governance-alternative-to-us-voluntary-commitments"
 ---
 
 ## Content
diff --git a/inbox/archive/ai-alignment/2026-03-29-techpolicy-press-anthropic-pentagon-timeline.md b/inbox/archive/ai-alignment/2026-03-29-techpolicy-press-anthropic-pentagon-timeline.md
index 4d7e0491c..242153c9d 100644
--- a/inbox/archive/ai-alignment/2026-03-29-techpolicy-press-anthropic-pentagon-timeline.md
+++ b/inbox/archive/ai-alignment/2026-03-29-techpolicy-press-anthropic-pentagon-timeline.md
@@ -14,6 +14,8 @@ processed_by: theseus
 processed_date: 2026-03-29
 extraction_model: "anthropic/claude-sonnet-4.5"
 extraction_notes: "LLM returned 0 claims, 0 rejected by validator"
+claims_extracted:
+- "eu-ai-act-extraterritorial-enforcement-creates-binding-governance-alternative-to-us-voluntary-commitments"
 ---
 
 ## Content
diff --git a/inbox/archive/ai-alignment/2026-03-30-techpolicy-press-anthropic-pentagon-european-capitals.md b/inbox/archive/ai-alignment/2026-03-30-techpolicy-press-anthropic-pentagon-european-capitals.md
index 4d0453763..b929690d2 100644
--- a/inbox/archive/ai-alignment/2026-03-30-techpolicy-press-anthropic-pentagon-european-capitals.md
+++ b/inbox/archive/ai-alignment/2026-03-30-techpolicy-press-anthropic-pentagon-european-capitals.md
@@ -14,6 +14,8 @@ priority: high
 tags: [Anthropic-Pentagon, Europe, EU-AI-Act, voluntary-commitments, governance, military-AI, supply-chain-risk, European-policy]
 flagged_for_leo: ["This is directly relevant to Leo's cross-domain synthesis: whether European regulatory architecture can compensate for US voluntary commitment failure. This is the specific governance architecture question at the intersection of AI safety and grand strategy."]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "eu-ai-act-extraterritorial-enforcement-creates-binding-governance-alternative-to-us-voluntary-commitments"
 ---
 
 ## Content
diff --git a/inbox/archive/ai-alignment/2026-04-01-cset-ai-verification-mechanisms-technical-framework.md b/inbox/archive/ai-alignment/2026-04-01-cset-ai-verification-mechanisms-technical-framework.md
index 62b9f07d4..0984559c8 100644
--- a/inbox/archive/ai-alignment/2026-04-01-cset-ai-verification-mechanisms-technical-framework.md
+++ b/inbox/archive/ai-alignment/2026-04-01-cset-ai-verification-mechanisms-technical-framework.md
@@ -13,6 +13,8 @@ processed_date: 2026-04-04
 priority: high
 tags: [AI-verification, autonomous-weapons, compliance, treaty-verification, meaningful-human-control, technical-mechanisms]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "verification-of-meaningful-human-control-is-technically-infeasible-because-ai-decision-opacity-and-adversarial-resistance-defeat-external-audit"
 ---
 
 ## Content
diff --git a/inbox/archive/ai-alignment/2026-04-02-anthropic-circuit-tracing-claude-haiku-production-results.md b/inbox/archive/ai-alignment/2026-04-02-anthropic-circuit-tracing-claude-haiku-production-results.md
index 8ceb5aa1b..013bde0a9 100644
--- a/inbox/archive/ai-alignment/2026-04-02-anthropic-circuit-tracing-claude-haiku-production-results.md
+++ b/inbox/archive/ai-alignment/2026-04-02-anthropic-circuit-tracing-claude-haiku-production-results.md
@@ -13,6 +13,8 @@ processed_date: 2026-04-02
 priority: medium
 tags: [mechanistic-interpretability, circuit-tracing, anthropic, claude-haiku, cross-layer-transcoders, attribution-graphs, production-scale]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "mechanistic-interpretability-traces-reasoning-pathways-but-cannot-detect-deceptive-alignment"
 ---
 
 ## Content
diff --git a/inbox/archive/ai-alignment/2026-04-02-deepmind-negative-sae-results-pragmatic-interpretability.md b/inbox/archive/ai-alignment/2026-04-02-deepmind-negative-sae-results-pragmatic-interpretability.md
index 0e254a9cd..004ff598c 100644
--- a/inbox/archive/ai-alignment/2026-04-02-deepmind-negative-sae-results-pragmatic-interpretability.md
+++ b/inbox/archive/ai-alignment/2026-04-02-deepmind-negative-sae-results-pragmatic-interpretability.md
@@ -13,6 +13,8 @@ processed_date: 2026-04-02
 priority: high
 tags: [sparse-autoencoders, mechanistic-interpretability, deepmind, harmful-intent-detection, pragmatic-interpretability, negative-results]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "mechanistic-interpretability-tools-fail-at-safety-critical-tasks-at-frontier-scale"
 ---
 
 ## Content
diff --git a/inbox/archive/ai-alignment/2026-04-04-telegram-m3taversal-how-transformative-are-software-patterns-agentic.md b/inbox/archive/ai-alignment/2026-04-04-telegram-m3taversal-how-transformative-are-software-patterns-agentic.md
index 1b98234d8..65ddf33c2 100644
--- a/inbox/archive/ai-alignment/2026-04-04-telegram-m3taversal-how-transformative-are-software-patterns-agentic.md
+++ b/inbox/archive/ai-alignment/2026-04-04-telegram-m3taversal-how-transformative-are-software-patterns-agentic.md
@@ -16,6 +16,8 @@ rationale: "How transformative are software patterns, agentic patterns like Carp
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/ai-alignment/2026-04-04-telegram-m3taversal-what-do-you-think-are-the-most-compelling-approach.md b/inbox/archive/ai-alignment/2026-04-04-telegram-m3taversal-what-do-you-think-are-the-most-compelling-approach.md
index 9639a1107..e050af0d9 100644
--- a/inbox/archive/ai-alignment/2026-04-04-telegram-m3taversal-what-do-you-think-are-the-most-compelling-approach.md
+++ b/inbox/archive/ai-alignment/2026-04-04-telegram-m3taversal-what-do-you-think-are-the-most-compelling-approach.md
@@ -16,6 +16,8 @@ rationale: "What do you think are the most compelling approaches to alignment?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/ai-alignment/2026-04-06-apollo-safety-cases-ai-scheming.md b/inbox/archive/ai-alignment/2026-04-06-apollo-safety-cases-ai-scheming.md
index 57bf83844..050aaa172 100644
--- a/inbox/archive/ai-alignment/2026-04-06-apollo-safety-cases-ai-scheming.md
+++ b/inbox/archive/ai-alignment/2026-04-06-apollo-safety-cases-ai-scheming.md
@@ -13,6 +13,9 @@ processed_date: 2026-04-07
 priority: medium
 tags: [scheming, safety-cases, alignment, interpretability, evaluation]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "specification-gaming-scales-with-capability-as-more-capable-optimizers-find-more-sophisticated-gaming-strategies"
+- "scheming-safety-cases-require-interpretability-evidence-because-observer-effects-make-behavioral-evaluation-insufficient"
 ---
 
 ## Content
diff --git a/inbox/archive/ai-alignment/2026-04-06-icrc-autonomous-weapons-ihl-position.md b/inbox/archive/ai-alignment/2026-04-06-icrc-autonomous-weapons-ihl-position.md
index 0acb89fa0..5091ca69a 100644
--- a/inbox/archive/ai-alignment/2026-04-06-icrc-autonomous-weapons-ihl-position.md
+++ b/inbox/archive/ai-alignment/2026-04-06-icrc-autonomous-weapons-ihl-position.md
@@ -15,6 +15,8 @@ tags: [IHL, autonomous-weapons, LAWS, governance, military-AI, ICRC, legal-frame
 flagged_for_astra: ["Military AI / LAWS governance intersects Astra's robotics domain"]
 flagged_for_leo: ["International governance layer — IHL inadequacy argument from independent legal institution"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "international-humanitarian-law-and-ai-alignment-converge-on-explainability-requirements"
 ---
 
 ## Content
diff --git a/inbox/archive/ai-alignment/2026-04-06-spar-spring-2026-projects-overview.md b/inbox/archive/ai-alignment/2026-04-06-spar-spring-2026-projects-overview.md
index cca08ebd4..3d457916e 100644
--- a/inbox/archive/ai-alignment/2026-04-06-spar-spring-2026-projects-overview.md
+++ b/inbox/archive/ai-alignment/2026-04-06-spar-spring-2026-projects-overview.md
@@ -13,6 +13,10 @@ processed_date: 2026-04-07
 priority: medium
 tags: [alignment-research, representation-engineering, interpretability, model-organisms, encoded-reasoning, SPAR]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "specification-gaming-scales-with-capability-as-more-capable-optimizers-find-more-sophisticated-gaming-strategies"
+- "scheming-safety-cases-require-interpretability-evidence-because-observer-effects-make-behavioral-evaluation-insufficient"
+- "inference-time-compute-creates-non-monotonic-safety-scaling-where-extended-reasoning-degrades-alignment"
 ---
 
 ## Content
diff --git a/inbox/archive/ai-alignment/2026-04-09-krakovna-reward-hacking-specification-gaming-catalog.md b/inbox/archive/ai-alignment/2026-04-09-krakovna-reward-hacking-specification-gaming-catalog.md
index 5bc656652..2a709d138 100644
--- a/inbox/archive/ai-alignment/2026-04-09-krakovna-reward-hacking-specification-gaming-catalog.md
+++ b/inbox/archive/ai-alignment/2026-04-09-krakovna-reward-hacking-specification-gaming-catalog.md
@@ -13,6 +13,8 @@ processed_date: 2026-04-09
 priority: medium
 tags: [specification-gaming, reward-hacking, mesa-optimization, emergent-misalignment, B4, grounding-claims]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "meta-level-specification-gaming-extends-objective-gaming-to-oversight-mechanisms-through-sandbagging-and-evaluation-mode-divergence"
 ---
 
 ## Content
diff --git a/inbox/archive/entertainment/2025-02-01-animation-magazine-lil-pudgys-launch-thesoul.md b/inbox/archive/entertainment/2025-02-01-animation-magazine-lil-pudgys-launch-thesoul.md
index 11f84db59..de1e13537 100644
--- a/inbox/archive/entertainment/2025-02-01-animation-magazine-lil-pudgys-launch-thesoul.md
+++ b/inbox/archive/entertainment/2025-02-01-animation-magazine-lil-pudgys-launch-thesoul.md
@@ -14,6 +14,8 @@ processed_by: clay
 processed_date: 2026-03-18
 enrichments_applied: ["community-co-creation-in-animation-production-includes-storyboard-sharing-script-collaboration-and-collectible-integration-as-specific-mechanisms.md", "content-serving-commercial-functions-can-simultaneously-serve-meaning-functions-when-revenue-model-rewards-relationship-depth.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "minimum-viable-narrative-strategy-optimizes-for-commercial-scale-through-volume-production-and-distribution-coverage-over-story-depth"
 ---
 
 ## Content
diff --git a/inbox/archive/entertainment/2025-06-01-variety-mediawan-claynosaurz-animated-series.md b/inbox/archive/entertainment/2025-06-01-variety-mediawan-claynosaurz-animated-series.md
index 4c36bd9fd..a538ba366 100644
--- a/inbox/archive/entertainment/2025-06-01-variety-mediawan-claynosaurz-animated-series.md
+++ b/inbox/archive/entertainment/2025-06-01-variety-mediawan-claynosaurz-animated-series.md
@@ -14,6 +14,9 @@ processed_by: clay
 processed_date: 2026-03-15
 enrichments_applied: ["community-co-creation-in-animation-production-includes-storyboard-sharing-script-collaboration-and-collectible-integration-as-specific-mechanisms.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "progressive validation through community building reduces development risk by proving audience demand before production investment"
+- "traditional media buyers now seek content with pre-existing community engagement data as risk mitigation"
 ---
 
 ## Content
diff --git a/inbox/archive/entertainment/2025-06-02-kidscreen-mediawan-claynosaurz-animated-series.md b/inbox/archive/entertainment/2025-06-02-kidscreen-mediawan-claynosaurz-animated-series.md
index 739706ec5..c4f320e83 100644
--- a/inbox/archive/entertainment/2025-06-02-kidscreen-mediawan-claynosaurz-animated-series.md
+++ b/inbox/archive/entertainment/2025-06-02-kidscreen-mediawan-claynosaurz-animated-series.md
@@ -14,6 +14,12 @@ processed_by: clay
 processed_date: 2026-03-15
 enrichments_applied: ["youtube-first-distribution-for-major-studio-coproductions-signals-platform-primacy-over-traditional-broadcast-windowing.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "progressive validation through community building reduces development risk by proving audience demand before production investment"
+- "external-showrunner-partnerships-complicate-community-ip-editorial-authority-by-splitting-creative-control-between-founding-team-and-studio-professionals"
+- "youtube-first-distribution-for-major-studio-coproductions-signals-platform-primacy-over-traditional-broadcast-windowing"
+- "traditional media buyers now seek content with pre-existing community engagement data as risk mitigation"
+- "community-co-creation-in-animation-production-includes-storyboard-sharing-script-collaboration-and-collectible-integration-as-specific-mechanisms"
 ---
 
 ## Content
diff --git a/inbox/archive/entertainment/2025-06-02-variety-claynosaurz-mediawan-animated-series.md b/inbox/archive/entertainment/2025-06-02-variety-claynosaurz-mediawan-animated-series.md
index 60d7e3ec3..6c509648a 100644
--- a/inbox/archive/entertainment/2025-06-02-variety-claynosaurz-mediawan-animated-series.md
+++ b/inbox/archive/entertainment/2025-06-02-variety-claynosaurz-mediawan-animated-series.md
@@ -13,6 +13,9 @@ processed_date: 2026-04-06
 priority: high
 tags: [claynosaurz, animated-series, community-ip, mediawan, transmedia, creator-economy, youtube-first]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "progressive validation through community building reduces development risk by proving audience demand before production investment"
+- "traditional media buyers now seek content with pre-existing community engagement data as risk mitigation"
 ---
 
 ## Content
diff --git a/inbox/archive/entertainment/2025-06-02-variety-mediawan-claynosaurz-animated-series.md b/inbox/archive/entertainment/2025-06-02-variety-mediawan-claynosaurz-animated-series.md
index 8978e2b82..3d21ab1c2 100644
--- a/inbox/archive/entertainment/2025-06-02-variety-mediawan-claynosaurz-animated-series.md
+++ b/inbox/archive/entertainment/2025-06-02-variety-mediawan-claynosaurz-animated-series.md
@@ -13,6 +13,9 @@ processed_date: 2026-04-14
 priority: high
 tags: [claynosaurz, community-owned-ip, animation, mediawan, traditional-media, pre-existing-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "progressive validation through community building reduces development risk by proving audience demand before production investment"
+- "traditional media buyers now seek content with pre-existing community engagement data as risk mitigation"
 ---
 
 ## Content
diff --git a/inbox/archive/entertainment/2026-03-10-coindesk-pudgy-world-launch-club-penguin-moment.md b/inbox/archive/entertainment/2026-03-10-coindesk-pudgy-world-launch-club-penguin-moment.md
index b325abaa9..c3b9196d1 100644
--- a/inbox/archive/entertainment/2026-03-10-coindesk-pudgy-world-launch-club-penguin-moment.md
+++ b/inbox/archive/entertainment/2026-03-10-coindesk-pudgy-world-launch-club-penguin-moment.md
@@ -14,6 +14,10 @@ priority: high
 tags: [pudgy-penguins, community-IP, gaming, world-building, narrative-infrastructure, Web3, minimum-viable-narrative]
 flagged_for_rio: ["Community IP financial model — how Pudgy World monetizes holder alignment vs. non-holder players"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "minimum-viable-narrative-strategy-optimizes-for-commercial-scale-through-volume-production-and-distribution-coverage-over-story-depth"
+- "community-owned-ip-is-community-branded-but-not-community-governed-in-flagship-web3-projects"
+- "royalty-based-financial-alignment-may-be-sufficient-for-commercial-ip-success-without-narrative-depth"
 ---
 
 ## Content
diff --git a/inbox/archive/entertainment/2026-03-25-senate-warren-beast-industries-step-crypto-letter.md b/inbox/archive/entertainment/2026-03-25-senate-warren-beast-industries-step-crypto-letter.md
index 2677631dc..ae2fa27a4 100644
--- a/inbox/archive/entertainment/2026-03-25-senate-warren-beast-industries-step-crypto-letter.md
+++ b/inbox/archive/entertainment/2026-03-25-senate-warren-beast-industries-step-crypto-letter.md
@@ -14,6 +14,9 @@ priority: medium
 tags: [Beast-Industries, MrBeast, Step, Senate, Warren, regulatory, crypto, fintech, teen-banking, Evolve-Bank]
 flagged_for_rio: ["Regulatory risk for creator-owned fintech — Evolve Bank AML exposure is the specific risk vector"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "creator-economy-fintech-crossover-faces-organizational-infrastructure-mismatch-with-financial-services-compliance"
+- "creator-economy-fintech-faces-novel-regulatory-surface-from-fiduciary-standards-where-entertainment-brands-built-trust-with-minors"
 ---
 
 ## Content
diff --git a/inbox/archive/entertainment/2026-03-28-telegram-m3taversal-futairdbot-what-are-the-ownership-coins-that-have.md b/inbox/archive/entertainment/2026-03-28-telegram-m3taversal-futairdbot-what-are-the-ownership-coins-that-have.md
index 977937268..0ef1585a3 100644
--- a/inbox/archive/entertainment/2026-03-28-telegram-m3taversal-futairdbot-what-are-the-ownership-coins-that-have.md
+++ b/inbox/archive/entertainment/2026-03-28-telegram-m3taversal-futairdbot-what-are-the-ownership-coins-that-have.md
@@ -16,6 +16,8 @@ rationale: "what are the ownership coins that have launched through metaDAO and
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/entertainment/2026-03-30-telegram-m3taversal-futairdbot-what-do-you-think-of-these-posts-http.md b/inbox/archive/entertainment/2026-03-30-telegram-m3taversal-futairdbot-what-do-you-think-of-these-posts-http.md
index 5532a5de3..65d060677 100644
--- a/inbox/archive/entertainment/2026-03-30-telegram-m3taversal-futairdbot-what-do-you-think-of-these-posts-http.md
+++ b/inbox/archive/entertainment/2026-03-30-telegram-m3taversal-futairdbot-what-do-you-think-of-these-posts-http.md
@@ -16,6 +16,8 @@ rationale: "what do you think of these posts?  and the underlying one from metaD
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/entertainment/2026-03-30-telegram-m3taversal-we-should-always-be-up-front-about-that-here-is-i.md b/inbox/archive/entertainment/2026-03-30-telegram-m3taversal-we-should-always-be-up-front-about-that-here-is-i.md
index bd084dd2f..54d512915 100644
--- a/inbox/archive/entertainment/2026-03-30-telegram-m3taversal-we-should-always-be-up-front-about-that-here-is-i.md
+++ b/inbox/archive/entertainment/2026-03-30-telegram-m3taversal-we-should-always-be-up-front-about-that-here-is-i.md
@@ -16,6 +16,8 @@ rationale: "we should always be up front about that. Here is is:"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/entertainment/2026-04-04-telegram-m3taversal-what-lessons-should-we-take-from-autoresearch-to-i.md b/inbox/archive/entertainment/2026-04-04-telegram-m3taversal-what-lessons-should-we-take-from-autoresearch-to-i.md
index 4a832a251..4e9695591 100644
--- a/inbox/archive/entertainment/2026-04-04-telegram-m3taversal-what-lessons-should-we-take-from-autoresearch-to-i.md
+++ b/inbox/archive/entertainment/2026-04-04-telegram-m3taversal-what-lessons-should-we-take-from-autoresearch-to-i.md
@@ -16,6 +16,8 @@ rationale: "what lessons should we take from autoresearch to improve LivingIPs w
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/entertainment/2026-04-11-warren-mrbeast-step-teen-fintech-regulatory-scrutiny.md b/inbox/archive/entertainment/2026-04-11-warren-mrbeast-step-teen-fintech-regulatory-scrutiny.md
index 9f764aed1..fc872a2c9 100644
--- a/inbox/archive/entertainment/2026-04-11-warren-mrbeast-step-teen-fintech-regulatory-scrutiny.md
+++ b/inbox/archive/entertainment/2026-04-11-warren-mrbeast-step-teen-fintech-regulatory-scrutiny.md
@@ -14,6 +14,10 @@ priority: high
 tags: [mrbeast, beast-industries, step-fintech, community-trust, regulatory-risk, content-to-commerce, cross-domain-rio]
 flagged_for_rio: ["community trust as financial distribution mechanism creates regulatory exposure when targeting minors — what's the legal architecture of content-community-to-fintech stacks?"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "creator-economy-fintech-crossover-faces-organizational-infrastructure-mismatch-with-financial-services-compliance"
+- "creator-economy-fintech-faces-novel-regulatory-surface-from-fiduciary-standards-where-entertainment-brands-built-trust-with-minors"
+- "community-trust-as-financial-distribution-creates-regulatory-responsibility-proportional-to-audience-vulnerability"
 ---
 
 ## Content
diff --git a/inbox/archive/entertainment/2026-04-12-a16z-community-owned-characters-framework.md b/inbox/archive/entertainment/2026-04-12-a16z-community-owned-characters-framework.md
index 1c1b1a905..c7db33247 100644
--- a/inbox/archive/entertainment/2026-04-12-a16z-community-owned-characters-framework.md
+++ b/inbox/archive/entertainment/2026-04-12-a16z-community-owned-characters-framework.md
@@ -13,6 +13,8 @@ processed_date: 2026-04-12
 priority: medium
 tags: [community-owned-ip, a16z, governance, creative-governance, web3-ip, theory, cryptopunks, decentralized-media]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "community-owned-ip-theory-preserves-concentrated-creative-execution-through-strategic-operational-separation"
 ---
 
 ## Content
diff --git a/inbox/archive/entertainment/2026-04-12-coindesk-pudgy-world-hiding-crypto.md b/inbox/archive/entertainment/2026-04-12-coindesk-pudgy-world-hiding-crypto.md
index 8560c858c..9c1629560 100644
--- a/inbox/archive/entertainment/2026-04-12-coindesk-pudgy-world-hiding-crypto.md
+++ b/inbox/archive/entertainment/2026-04-12-coindesk-pudgy-world-hiding-crypto.md
@@ -13,6 +13,10 @@ processed_date: 2026-04-12
 priority: high
 tags: [pudgy-penguins, web3-gaming, blockchain-strategy, mainstream-crossover, community-ip, pudgy-world]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "hiding-blockchain-infrastructure-beneath-mainstream-presentation-enables-web3-projects-to-access-traditional-distribution-channels"
+- "web3-gaming-acquisition-without-retention-reveals-brand-strength-without-product-market-fit"
+- "web3-ip-crossover-strategy-inverts-from-blockchain-as-product-to-blockchain-as-invisible-infrastructure"
 ---
 
 ## Content
diff --git a/inbox/archive/entertainment/2026-04-12-pudgy-penguins-lil-pudgys-animated-series.md b/inbox/archive/entertainment/2026-04-12-pudgy-penguins-lil-pudgys-animated-series.md
index f4ee4c3ab..738e49b6c 100644
--- a/inbox/archive/entertainment/2026-04-12-pudgy-penguins-lil-pudgys-animated-series.md
+++ b/inbox/archive/entertainment/2026-04-12-pudgy-penguins-lil-pudgys-animated-series.md
@@ -13,6 +13,8 @@ processed_date: 2026-04-12
 priority: medium
 tags: [pudgy-penguins, lil-pudgys, animation, thesoul-publishing, youtube, web3-ip, narrative-investment, character-development]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "minimum-viable-narrative-strategy-optimizes-for-commercial-scale-through-volume-production-and-distribution-coverage-over-story-depth"
 ---
 
 ## Content
diff --git a/inbox/archive/entertainment/2026-04-13-beast-industries-warren-senate-crypto-teens.md b/inbox/archive/entertainment/2026-04-13-beast-industries-warren-senate-crypto-teens.md
index badef8d3f..faabb9bdb 100644
--- a/inbox/archive/entertainment/2026-04-13-beast-industries-warren-senate-crypto-teens.md
+++ b/inbox/archive/entertainment/2026-04-13-beast-industries-warren-senate-crypto-teens.md
@@ -14,6 +14,8 @@ priority: high
 tags: [beast-industries, mrbeast, creator-economy, fintech, crypto, regulation, senate, step-app]
 flagged_for_rio: ["financial services regulatory framework for creator-economy brands; DeFi expansion through creator trust as M&A currency"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "creator-economy-fintech-crossover-faces-organizational-infrastructure-mismatch-with-financial-services-compliance"
 ---
 
 ## Content
diff --git a/inbox/archive/entertainment/2026-04-13-claynosaurz-taafi-mediawan-animated-series.md b/inbox/archive/entertainment/2026-04-13-claynosaurz-taafi-mediawan-animated-series.md
index 486a741d7..31901d73e 100644
--- a/inbox/archive/entertainment/2026-04-13-claynosaurz-taafi-mediawan-animated-series.md
+++ b/inbox/archive/entertainment/2026-04-13-claynosaurz-taafi-mediawan-animated-series.md
@@ -13,6 +13,9 @@ processed_date: 2026-04-13
 priority: medium
 tags: [claynosaurz, mediawan, animated-series, community-ip, web3, kids-animation, concentrated-actor]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "progressive validation through community building reduces development risk by proving audience demand before production investment"
+- "traditional media buyers now seek content with pre-existing community engagement data as risk mitigation"
 ---
 
 ## Content
diff --git a/inbox/archive/entertainment/2026-04-xx-coindesk-pudgy-penguins-blueprint-tokenized-culture.md b/inbox/archive/entertainment/2026-04-xx-coindesk-pudgy-penguins-blueprint-tokenized-culture.md
index bcd7a8cdf..4835abd30 100644
--- a/inbox/archive/entertainment/2026-04-xx-coindesk-pudgy-penguins-blueprint-tokenized-culture.md
+++ b/inbox/archive/entertainment/2026-04-xx-coindesk-pudgy-penguins-blueprint-tokenized-culture.md
@@ -13,6 +13,10 @@ processed_date: 2026-04-14
 priority: high
 tags: [pudgy-penguins, community-owned-ip, tokenized-culture, web3-ip, commercial-scale, minimum-viable-narrative]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "minimum-viable-narrative-strategy-optimizes-for-commercial-scale-through-volume-production-and-distribution-coverage-over-story-depth"
+- "community-owned-ip-is-community-branded-but-not-community-governed-in-flagship-web3-projects"
+- "royalty-based-financial-alignment-may-be-sufficient-for-commercial-ip-success-without-narrative-depth"
 ---
 
 ## Content
diff --git a/inbox/archive/general/2025-02-13-aisi-renamed-ai-security-institute-mandate-drift.md b/inbox/archive/general/2025-02-13-aisi-renamed-ai-security-institute-mandate-drift.md
index 9b107a16a..fbb5d52f3 100644
--- a/inbox/archive/general/2025-02-13-aisi-renamed-ai-security-institute-mandate-drift.md
+++ b/inbox/archive/general/2025-02-13-aisi-renamed-ai-security-institute-mandate-drift.md
@@ -10,6 +10,9 @@ format: news-synthesis
 status: processed
 priority: medium
 tags: [AISI, AI-Security-Institute, mandate-drift, UK-AI-policy, national-security, RepliBench, alignment-programs, Anthropic-MOU, government-coordination-breaker]
+claims_extracted:
+- "evaluation-awareness-creates-bidirectional-confounds-in-safety-benchmarks-because-models-detect-and-respond-to-testing-conditions"
+- "component-task-benchmarks-overestimate-operational-capability-because-simulated-environments-remove-real-world-friction"
 ---
 
 ## Content
diff --git a/inbox/archive/general/2026-01-12-mechanistic-interpretability-mit-breakthrough-2026.md b/inbox/archive/general/2026-01-12-mechanistic-interpretability-mit-breakthrough-2026.md
index 7c28c26d2..63fe0d340 100644
--- a/inbox/archive/general/2026-01-12-mechanistic-interpretability-mit-breakthrough-2026.md
+++ b/inbox/archive/general/2026-01-12-mechanistic-interpretability-mit-breakthrough-2026.md
@@ -10,6 +10,9 @@ format: article
 status: processed
 priority: medium
 tags: [interpretability, mechanistic-interpretability, anthropic, MIT, breakthrough, alignment-tools, B1-disconfirmation, B4-complication]
+claims_extracted:
+- "leo-orbital-shell-capacity-ceiling-240000-satellites-physics-constraint"
+- "commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030"
 ---
 
 ## Content
diff --git a/inbox/archive/general/2026-03-10-uk-lords-inquiry-nhs-ai-personalised-medicine.md b/inbox/archive/general/2026-03-10-uk-lords-inquiry-nhs-ai-personalised-medicine.md
index 5cb84a77d..62d0a94a6 100644
--- a/inbox/archive/general/2026-03-10-uk-lords-inquiry-nhs-ai-personalised-medicine.md
+++ b/inbox/archive/general/2026-03-10-uk-lords-inquiry-nhs-ai-personalised-medicine.md
@@ -10,6 +10,8 @@ format: policy-document
 status: processed
 priority: medium
 tags: [nhs, clinical-ai-safety, uk-policy, regulatory-pressure, personalised-medicine, innovation-adoption, belief-3, belief-5]
+claims_extracted:
+- "uk-eu-us-clinical-ai-regulation-converged-on-adoption-acceleration-q1-2026"
 ---
 
 ## Content
diff --git a/inbox/archive/general/2026-03-20-futardio-permissionless-futarchy-launchpad.md b/inbox/archive/general/2026-03-20-futardio-permissionless-futarchy-launchpad.md
index 55b93015d..43a9318b1 100644
--- a/inbox/archive/general/2026-03-20-futardio-permissionless-futarchy-launchpad.md
+++ b/inbox/archive/general/2026-03-20-futardio-permissionless-futarchy-launchpad.md
@@ -10,6 +10,8 @@ format: website
 status: processed
 priority: high
 tags: [futarchy, metadao-ecosystem, permissionless-launchpad, governance, capital-formation, omfg, leverage]
+claims_extracted:
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
 ---
 
 ## Content
diff --git a/inbox/archive/general/2026-03-23-telegram-m3taversal-futairdbot-what-do-you-think-about-this-article.md b/inbox/archive/general/2026-03-23-telegram-m3taversal-futairdbot-what-do-you-think-about-this-article.md
index 3efa283c5..de9c4774a 100644
--- a/inbox/archive/general/2026-03-23-telegram-m3taversal-futairdbot-what-do-you-think-about-this-article.md
+++ b/inbox/archive/general/2026-03-23-telegram-m3taversal-futairdbot-what-do-you-think-about-this-article.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "what do you think about this article?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-23-telegram-m3taversal-futairdbot-whats-the-latest-metadao-governance-pr.md b/inbox/archive/general/2026-03-23-telegram-m3taversal-futairdbot-whats-the-latest-metadao-governance-pr.md
index 79a401616..20e79df62 100644
--- a/inbox/archive/general/2026-03-23-telegram-m3taversal-futairdbot-whats-the-latest-metadao-governance-pr.md
+++ b/inbox/archive/general/2026-03-23-telegram-m3taversal-futairdbot-whats-the-latest-metadao-governance-pr.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "whats the latest metaDAO governance proposal / decision market?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-23-telegram-m3taversal-glad-your-able-to-actually-read-the-article-this-t.md b/inbox/archive/general/2026-03-23-telegram-m3taversal-glad-your-able-to-actually-read-the-article-this-t.md
index 0172835b4..32c7054a8 100644
--- a/inbox/archive/general/2026-03-23-telegram-m3taversal-glad-your-able-to-actually-read-the-article-this-t.md
+++ b/inbox/archive/general/2026-03-23-telegram-m3taversal-glad-your-able-to-actually-read-the-article-this-t.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "glad your able to actually read the article this time"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-23-telegram-m3taversal-i-saw-a-few-posts-from-vcs-saying-they-would-be-in.md b/inbox/archive/general/2026-03-23-telegram-m3taversal-i-saw-a-few-posts-from-vcs-saying-they-would-be-in.md
index 8bdba0e2a..a09163fa4 100644
--- a/inbox/archive/general/2026-03-23-telegram-m3taversal-i-saw-a-few-posts-from-vcs-saying-they-would-be-in.md
+++ b/inbox/archive/general/2026-03-23-telegram-m3taversal-i-saw-a-few-posts-from-vcs-saying-they-would-be-in.md
@@ -17,6 +17,8 @@ processed_by: rio
 processed_date: 2026-03-23
 extraction_model: "anthropic/claude-sonnet-4.5"
 extraction_notes: "LLM returned 0 claims, 0 rejected by validator"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-23-telegram-m3taversal-ok-can-you-give-me-the-full-text-for-the-robin-han.md b/inbox/archive/general/2026-03-23-telegram-m3taversal-ok-can-you-give-me-the-full-text-for-the-robin-han.md
index bde653ebf..4bb6c80cc 100644
--- a/inbox/archive/general/2026-03-23-telegram-m3taversal-ok-can-you-give-me-the-full-text-for-the-robin-han.md
+++ b/inbox/archive/general/2026-03-23-telegram-m3taversal-ok-can-you-give-me-the-full-text-for-the-robin-han.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "ok can you give me the full text for the Robin Hanson proposal now?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-23-telegram-m3taversal-please-return-whatever-information-is-in-your-know.md b/inbox/archive/general/2026-03-23-telegram-m3taversal-please-return-whatever-information-is-in-your-know.md
index ded5b0e6a..144aa4876 100644
--- a/inbox/archive/general/2026-03-23-telegram-m3taversal-please-return-whatever-information-is-in-your-know.md
+++ b/inbox/archive/general/2026-03-23-telegram-m3taversal-please-return-whatever-information-is-in-your-know.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "please return whatever information is in your knowledge base about it. I want to see the text from the decision market entity"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-23-telegram-m3taversal-that-s-all-the-information-you-have-how-do-you.md b/inbox/archive/general/2026-03-23-telegram-m3taversal-that-s-all-the-information-you-have-how-do-you.md
index 0d745a035..7f7ef5c4e 100644
--- a/inbox/archive/general/2026-03-23-telegram-m3taversal-that-s-all-the-information-you-have-how-do-you.md
+++ b/inbox/archive/general/2026-03-23-telegram-m3taversal-that-s-all-the-information-you-have-how-do-you.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "that's all the information you have???? how do you think I should trade?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-23-telegram-m3taversal-that-s-not-the-proposal-we-were-talking-about-i-m.md b/inbox/archive/general/2026-03-23-telegram-m3taversal-that-s-not-the-proposal-we-were-talking-about-i-m.md
index 9e4e317b4..07d82ca61 100644
--- a/inbox/archive/general/2026-03-23-telegram-m3taversal-that-s-not-the-proposal-we-were-talking-about-i-m.md
+++ b/inbox/archive/general/2026-03-23-telegram-m3taversal-that-s-not-the-proposal-we-were-talking-about-i-m.md
@@ -17,6 +17,8 @@ processed_by: rio
 processed_date: 2026-03-23
 extraction_model: "anthropic/claude-sonnet-4.5"
 extraction_notes: "LLM returned 0 claims, 0 rejected by validator"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-23-telegram-m3taversal-this-tweet-has-nothing-to-do-with-mira-murati-were.md b/inbox/archive/general/2026-03-23-telegram-m3taversal-this-tweet-has-nothing-to-do-with-mira-murati-were.md
index 01b7dd9b7..e3abdc446 100644
--- a/inbox/archive/general/2026-03-23-telegram-m3taversal-this-tweet-has-nothing-to-do-with-mira-murati-were.md
+++ b/inbox/archive/general/2026-03-23-telegram-m3taversal-this-tweet-has-nothing-to-do-with-mira-murati-were.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "this tweet has nothing to do with Mira Murati were you able to pull the X article?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-23-telegram-m3taversal-weird-saying-how-much-meta-theia-research-has-thi.md b/inbox/archive/general/2026-03-23-telegram-m3taversal-weird-saying-how-much-meta-theia-research-has-thi.md
index 737529fb1..a4702907f 100644
--- a/inbox/archive/general/2026-03-23-telegram-m3taversal-weird-saying-how-much-meta-theia-research-has-thi.md
+++ b/inbox/archive/general/2026-03-23-telegram-m3taversal-weird-saying-how-much-meta-theia-research-has-thi.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "weird saying how much META Theia Research has. This tweet would be a lot better if you just left it at worth checking what Theia research has said. But you should also be able to run this X query"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-23-telegram-m3taversal-what-is-in-your-kb-about-the-robin-hanson-proposal.md b/inbox/archive/general/2026-03-23-telegram-m3taversal-what-is-in-your-kb-about-the-robin-hanson-proposal.md
index 4386737fe..5251b1019 100644
--- a/inbox/archive/general/2026-03-23-telegram-m3taversal-what-is-in-your-kb-about-the-robin-hanson-proposal.md
+++ b/inbox/archive/general/2026-03-23-telegram-m3taversal-what-is-in-your-kb-about-the-robin-hanson-proposal.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "what is in your KB about the Robin Hanson proposal?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-24-telegram-m3taversal-can-you-please-send-me-the-full-text-of-solo-dp-00.md b/inbox/archive/general/2026-03-24-telegram-m3taversal-can-you-please-send-me-the-full-text-of-solo-dp-00.md
index ab8c087a0..5ba9468a3 100644
--- a/inbox/archive/general/2026-03-24-telegram-m3taversal-can-you-please-send-me-the-full-text-of-solo-dp-00.md
+++ b/inbox/archive/general/2026-03-24-telegram-m3taversal-can-you-please-send-me-the-full-text-of-solo-dp-00.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "can you please send me the full text of SOLO DP-00002 proposal"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-24-telegram-m3taversal-did-you-run-an-x-keyword-search.md b/inbox/archive/general/2026-03-24-telegram-m3taversal-did-you-run-an-x-keyword-search.md
index 7b49390e3..73541d7fc 100644
--- a/inbox/archive/general/2026-03-24-telegram-m3taversal-did-you-run-an-x-keyword-search.md
+++ b/inbox/archive/general/2026-03-24-telegram-m3taversal-did-you-run-an-x-keyword-search.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "did you run an X keyword search?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-24-telegram-m3taversal-futairdbot-can-you-please-send-me-the-full-text-o.md b/inbox/archive/general/2026-03-24-telegram-m3taversal-futairdbot-can-you-please-send-me-the-full-text-o.md
index 22755df85..61a086d38 100644
--- a/inbox/archive/general/2026-03-24-telegram-m3taversal-futairdbot-can-you-please-send-me-the-full-text-o.md
+++ b/inbox/archive/general/2026-03-24-telegram-m3taversal-futairdbot-can-you-please-send-me-the-full-text-o.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "can you please send me the full text of the metaDAO benevolent dictator proposal?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-24-telegram-m3taversal-futarchy-metadao-fi-is-not-a-real-site-the-link-t.md b/inbox/archive/general/2026-03-24-telegram-m3taversal-futarchy-metadao-fi-is-not-a-real-site-the-link-t.md
index 47e679359..73c1b0234 100644
--- a/inbox/archive/general/2026-03-24-telegram-m3taversal-futarchy-metadao-fi-is-not-a-real-site-the-link-t.md
+++ b/inbox/archive/general/2026-03-24-telegram-m3taversal-futarchy-metadao-fi-is-not-a-real-site-the-link-t.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "futarchy.metaDAO.fi is not a real site. The link to the proposal and full proposal are in your knowledge base here:  link has some issues with capitalization. This is the link to the full proposal"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-24-telegram-m3taversal-hey-futairdbot-you-should-now-have-solomon-labs-p.md b/inbox/archive/general/2026-03-24-telegram-m3taversal-hey-futairdbot-you-should-now-have-solomon-labs-p.md
index 3ec7d2703..515f17737 100644
--- a/inbox/archive/general/2026-03-24-telegram-m3taversal-hey-futairdbot-you-should-now-have-solomon-labs-p.md
+++ b/inbox/archive/general/2026-03-24-telegram-m3taversal-hey-futairdbot-you-should-now-have-solomon-labs-p.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "hey  you should now have Solomon Labs proposal 2 in your knowledge base. I've reviewed the proposal. this is the wallet that has the Solomon $1m Solo buyback balance  as of right now this is the USDC "
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-25-telegram-m3taversal-can-you-save-a-learning-for-this.md b/inbox/archive/general/2026-03-25-telegram-m3taversal-can-you-save-a-learning-for-this.md
index d3b81dfc1..26ee07b17 100644
--- a/inbox/archive/general/2026-03-25-telegram-m3taversal-can-you-save-a-learning-for-this.md
+++ b/inbox/archive/general/2026-03-25-telegram-m3taversal-can-you-save-a-learning-for-this.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "Can you save a learning for this?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-25-telegram-m3taversal-futairdbot-what-s-the-current-price-of-solo.md b/inbox/archive/general/2026-03-25-telegram-m3taversal-futairdbot-what-s-the-current-price-of-solo.md
index 6cecbe03c..daed616c7 100644
--- a/inbox/archive/general/2026-03-25-telegram-m3taversal-futairdbot-what-s-the-current-price-of-solo.md
+++ b/inbox/archive/general/2026-03-25-telegram-m3taversal-futairdbot-what-s-the-current-price-of-solo.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "what’s the current price of solo?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-25-telegram-m3taversal-futairdbot-what-s-the-price-of-omfg.md b/inbox/archive/general/2026-03-25-telegram-m3taversal-futairdbot-what-s-the-price-of-omfg.md
index 011ab5c3a..dda3e08fc 100644
--- a/inbox/archive/general/2026-03-25-telegram-m3taversal-futairdbot-what-s-the-price-of-omfg.md
+++ b/inbox/archive/general/2026-03-25-telegram-m3taversal-futairdbot-what-s-the-price-of-omfg.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "what’s the price of omfg"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-25-telegram-m3taversal-futairdbot-who-are-you-and-what-s-your-purpose.md b/inbox/archive/general/2026-03-25-telegram-m3taversal-futairdbot-who-are-you-and-what-s-your-purpose.md
index 16c85fa2c..6e3fe648c 100644
--- a/inbox/archive/general/2026-03-25-telegram-m3taversal-futairdbot-who-are-you-and-what-s-your-purpose.md
+++ b/inbox/archive/general/2026-03-25-telegram-m3taversal-futairdbot-who-are-you-and-what-s-your-purpose.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "who are you and what’s your purpose?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-25-telegram-m3taversal-not-bad-i-like-the-answer-what-if-i-asked-you-to.md b/inbox/archive/general/2026-03-25-telegram-m3taversal-not-bad-i-like-the-answer-what-if-i-asked-you-to.md
index c60d1c226..f6f89f40e 100644
--- a/inbox/archive/general/2026-03-25-telegram-m3taversal-not-bad-i-like-the-answer-what-if-i-asked-you-to.md
+++ b/inbox/archive/general/2026-03-25-telegram-m3taversal-not-bad-i-like-the-answer-what-if-i-asked-you-to.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "Not bad, I like the answer. What if I asked you to answer in 1 sentence?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-25-telegram-m3taversal-ok-so-now-all-3-posts-are-in-the-teleo-codex-inbox.md b/inbox/archive/general/2026-03-25-telegram-m3taversal-ok-so-now-all-3-posts-are-in-the-teleo-codex-inbox.md
index a23fc741f..59c901332 100644
--- a/inbox/archive/general/2026-03-25-telegram-m3taversal-ok-so-now-all-3-posts-are-in-the-teleo-codex-inbox.md
+++ b/inbox/archive/general/2026-03-25-telegram-m3taversal-ok-so-now-all-3-posts-are-in-the-teleo-codex-inbox.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "ok so now all 3 posts are in the Teleo codex inbox for ingestion, correct?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-25-telegram-m3taversal-that-s-a-bad-answer-you-have-access-to-live-pric.md b/inbox/archive/general/2026-03-25-telegram-m3taversal-that-s-a-bad-answer-you-have-access-to-live-pric.md
index b37db4860..6c24e18cc 100644
--- a/inbox/archive/general/2026-03-25-telegram-m3taversal-that-s-a-bad-answer-you-have-access-to-live-pric.md
+++ b/inbox/archive/general/2026-03-25-telegram-m3taversal-that-s-a-bad-answer-you-have-access-to-live-pric.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "That’s a bad answer.  You have access to live price it’s a tool you can use to look up $solo. I think the solo was confusing. Was referring to Solomon labs.  How can we improve this?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-25-telegram-m3taversal-why-would-you-make-something-like-that-up-please.md b/inbox/archive/general/2026-03-25-telegram-m3taversal-why-would-you-make-something-like-that-up-please.md
index 73a9c31a5..1e340c68c 100644
--- a/inbox/archive/general/2026-03-25-telegram-m3taversal-why-would-you-make-something-like-that-up-please.md
+++ b/inbox/archive/general/2026-03-25-telegram-m3taversal-why-would-you-make-something-like-that-up-please.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "why would you make something like that up? please search P2p.me allocation and other similar searches and read the posts. I want to understand how p2p.me is thinking about allocating their fundraise i"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/general/2026-03-27-dario-amodei-urgency-interpretability.md b/inbox/archive/general/2026-03-27-dario-amodei-urgency-interpretability.md
index 9e658daf2..9ab0008dc 100644
--- a/inbox/archive/general/2026-03-27-dario-amodei-urgency-interpretability.md
+++ b/inbox/archive/general/2026-03-27-dario-amodei-urgency-interpretability.md
@@ -10,6 +10,11 @@ format: article
 status: processed
 priority: medium
 tags: [interpretability, mechanistic-interpretability, alignment-verification, circuit-tracing, safety-evaluation, Anthropic, alignment-science, B1-evidence]
+claims_extracted:
+- "marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power"
+- "AI lowers the expertise barrier for engineering biological weapons from PhD-level to amateur which makes bioterrorism the most proximate AI-enabled existential risk"
+- "emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive"
+- "AI personas emerge from pre-training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts"
 ---
 
 ## Content
diff --git a/inbox/archive/general/2026-03-30-tg-shared-metaproph3t-2038369060598223268.md b/inbox/archive/general/2026-03-30-tg-shared-metaproph3t-2038369060598223268.md
index 917a47055..be6045c44 100644
--- a/inbox/archive/general/2026-03-30-tg-shared-metaproph3t-2038369060598223268.md
+++ b/inbox/archive/general/2026-03-30-tg-shared-metaproph3t-2038369060598223268.md
@@ -11,6 +11,8 @@ status: processed
 proposed_by: "@m3taversal"
 contribution_type: source-submission
 tags: ['telegram-shared', 'x-tweet', 'ownership-coins', 'defi', 'governance', 'market-analysis', 'crypto-infra']
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 # @metaproph3t — Tweet/Thread
diff --git a/inbox/archive/grand-strategy/2026-04-06-eu-ai-act-omnibus-vii-delays-march-2026.md b/inbox/archive/grand-strategy/2026-04-06-eu-ai-act-omnibus-vii-delays-march-2026.md
index 36f30316a..063912b0a 100644
--- a/inbox/archive/grand-strategy/2026-04-06-eu-ai-act-omnibus-vii-delays-march-2026.md
+++ b/inbox/archive/grand-strategy/2026-04-06-eu-ai-act-omnibus-vii-delays-march-2026.md
@@ -13,6 +13,9 @@ processed_date: 2026-04-06
 priority: medium
 tags: [eu-ai-act, domestic-governance, compliance-delay, omnibus, governance-laundering]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "eu-ai-governance-reveals-form-substance-divergence-at-domestic-regulatory-level-through-simultaneous-treaty-ratification-and-compliance-delay"
+- "international-ai-governance-form-substance-divergence-enables-simultaneous-treaty-ratification-and-domestic-implementation-weakening"
 ---
 
 ## Content
diff --git a/inbox/archive/health/2021-02-00-mckinsey-facility-to-home-265-billion-shift.md b/inbox/archive/health/2021-02-00-mckinsey-facility-to-home-265-billion-shift.md
index 775615838..70cdd35da 100644
--- a/inbox/archive/health/2021-02-00-mckinsey-facility-to-home-265-billion-shift.md
+++ b/inbox/archive/health/2021-02-00-mckinsey-facility-to-home-265-billion-shift.md
@@ -14,6 +14,8 @@ processed_by: vida
 processed_date: 2026-03-16
 enrichments_applied: ["home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift.md", "rpm-technology-stack-enables-facility-to-home-care-migration-through-ai-middleware-that-converts-continuous-data-into-clinical-utility.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift"
 ---
 
 ## Content
diff --git a/inbox/archive/health/2024-10-xx-aha-regards-upf-hypertension-cohort-9-year-followup.md b/inbox/archive/health/2024-10-xx-aha-regards-upf-hypertension-cohort-9-year-followup.md
index 5ddb7eb3e..b4e3b7a08 100644
--- a/inbox/archive/health/2024-10-xx-aha-regards-upf-hypertension-cohort-9-year-followup.md
+++ b/inbox/archive/health/2024-10-xx-aha-regards-upf-hypertension-cohort-9-year-followup.md
@@ -13,6 +13,9 @@ processed_date: 2026-04-04
 priority: high
 tags: [ultra-processed-food, hypertension, REGARDS-cohort, food-environment, chronic-inflammation, CVD, SDOH, mechanism]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "upf-driven-chronic-inflammation-creates-continuous-vascular-risk-regeneration-explaining-antihypertensive-treatment-failure"
+- "ultra-processed-food-consumption-increases-incident-hypertension-through-chronic-inflammation-pathway"
 ---
 
 ## Content
diff --git a/inbox/archive/health/2024-11-01-aspe-medicare-anti-obesity-medication-coverage.md b/inbox/archive/health/2024-11-01-aspe-medicare-anti-obesity-medication-coverage.md
index 6d6b73a12..afef80f49 100644
--- a/inbox/archive/health/2024-11-01-aspe-medicare-anti-obesity-medication-coverage.md
+++ b/inbox/archive/health/2024-11-01-aspe-medicare-anti-obesity-medication-coverage.md
@@ -14,6 +14,8 @@ processed_by: vida
 processed_date: 2026-03-16
 enrichments_applied: ["federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings"
 ---
 
 ## Content
diff --git a/inbox/archive/health/2025-01-01-jmir-e78132-llm-nursing-care-plan-sociodemographic-bias.md b/inbox/archive/health/2025-01-01-jmir-e78132-llm-nursing-care-plan-sociodemographic-bias.md
index b71966a16..657842090 100644
--- a/inbox/archive/health/2025-01-01-jmir-e78132-llm-nursing-care-plan-sociodemographic-bias.md
+++ b/inbox/archive/health/2025-01-01-jmir-e78132-llm-nursing-care-plan-sociodemographic-bias.md
@@ -13,6 +13,8 @@ processed_date: 2026-04-04
 priority: medium
 tags: [sociodemographic-bias, nursing-care, llm-clinical-bias, health-equity, gpt, nature-medicine-extension, belief-5, belief-2]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "llm-nursing-care-plans-exhibit-dual-pathway-sociodemographic-bias-in-content-and-expert-rated-quality"
 ---
 
 ## Content
diff --git a/inbox/archive/health/2025-05-31-oma-asn-aclm-obesity-society-glp1-nutritional-priorities-advisory.md b/inbox/archive/health/2025-05-31-oma-asn-aclm-obesity-society-glp1-nutritional-priorities-advisory.md
index aaaefc583..faeae1c1d 100644
--- a/inbox/archive/health/2025-05-31-oma-asn-aclm-obesity-society-glp1-nutritional-priorities-advisory.md
+++ b/inbox/archive/health/2025-05-31-oma-asn-aclm-obesity-society-glp1-nutritional-priorities-advisory.md
@@ -13,6 +13,9 @@ processed_date: 2026-04-11
 priority: high
 tags: [GLP-1, semaglutide, tirzepatide, nutrition, micronutrient-deficiency, protein, food-insecurity, SNAP, equity, clinical-guidance]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "glp-1-therapy-requires-nutritional-monitoring-infrastructure-but-92-percent-receive-no-dietitian-support"
+- "glp-1-nutritional-support-advisory-recommends-snap-enrollment-creating-institutional-contradiction-with-snap-cuts"
 ---
 
 ## Content
diff --git a/inbox/archive/health/2025-06-01-abridge-valuation-growth-ai-scribe-metrics.md b/inbox/archive/health/2025-06-01-abridge-valuation-growth-ai-scribe-metrics.md
index 7b98db7d2..87dd50405 100644
--- a/inbox/archive/health/2025-06-01-abridge-valuation-growth-ai-scribe-metrics.md
+++ b/inbox/archive/health/2025-06-01-abridge-valuation-growth-ai-scribe-metrics.md
@@ -14,6 +14,8 @@ processed_by: vida
 processed_date: 2026-03-16
 enrichments_applied: ["AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output.md", "AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk.md", "AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "healthcare AI funding follows a winner-take-most pattern with category leaders absorbing capital at unprecedented velocity while 35 percent of deals are flat or down rounds"
 ---
 
 ## Content
diff --git a/inbox/archive/health/2025-07-24-kff-medicare-advantage-2025-enrollment-update.md b/inbox/archive/health/2025-07-24-kff-medicare-advantage-2025-enrollment-update.md
index f85ba0953..2180ae022 100644
--- a/inbox/archive/health/2025-07-24-kff-medicare-advantage-2025-enrollment-update.md
+++ b/inbox/archive/health/2025-07-24-kff-medicare-advantage-2025-enrollment-update.md
@@ -14,6 +14,11 @@ processed_by: vida
 processed_date: 2026-03-15
 enrichments_applied: ["medicare-fiscal-pressure-forces-ma-reform-by-2030s-through-arithmetic-not-ideology.md", "Devoted is the fastest-growing MA plan at 121 percent growth because purpose-built technology outperforms acquisition-based vertical integration during CMS tightening.md", "the healthcare attractor state is a prevention-first system where aligned payment continuous monitoring and AI-augmented care delivery create a flywheel that profits from health rather than sickness.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "chronic-condition-special-needs-plans-grew-71-percent-in-one-year-indicating-explosive-demand-for-disease-management-infrastructure"
+- "medicare-advantage-spending-gap-grew-47x-while-enrollment-doubled-indicating-scale-worsens-overpayment-problem"
+- "medicare-advantage-crossed-majority-enrollment-in-2023-marking-structural-transformation-from-supplement-to-dominant-program"
+- "medicare-advantage-market-is-an-oligopoly-with-unitedhealthgroup-and-humana-controlling-46-percent-despite-nominal-plan-choice"
 ---
 
 ## Content
diff --git a/inbox/archive/health/2025-11-01-jmir-knowledge-practice-gap-39-benchmarks-systematic-review.md b/inbox/archive/health/2025-11-01-jmir-knowledge-practice-gap-39-benchmarks-systematic-review.md
index 93c0f9b54..ca80524ae 100644
--- a/inbox/archive/health/2025-11-01-jmir-knowledge-practice-gap-39-benchmarks-systematic-review.md
+++ b/inbox/archive/health/2025-11-01-jmir-knowledge-practice-gap-39-benchmarks-systematic-review.md
@@ -10,6 +10,9 @@ format: research-paper
 status: processed
 priority: medium
 tags: [clinical-ai-safety, benchmark-performance-gap, llm-evaluation, knowledge-practice-gap, real-world-deployment, belief-5, systematic-review]
+claims_extracted:
+- "five-adverse-sdoh-independently-predict-hypertension-risk-food-insecurity-unemployment-poverty-low-education-inadequate-insurance"
+- "never-skilling-is-structurally-invisible-because-it-lacks-pre-ai-baseline-requiring-prospective-competency-assessment"
 ---
 
 ## Content
diff --git a/inbox/archive/health/2026-01-01-bvp-state-of-health-ai-2026.md b/inbox/archive/health/2026-01-01-bvp-state-of-health-ai-2026.md
index 9044d4a24..4120a5ebe 100644
--- a/inbox/archive/health/2026-01-01-bvp-state-of-health-ai-2026.md
+++ b/inbox/archive/health/2026-01-01-bvp-state-of-health-ai-2026.md
@@ -14,6 +14,13 @@ processed_by: vida
 processed_date: 2026-03-16
 enrichments_applied: ["AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output.md", "AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk.md", "healthcare AI funding follows a winner-take-most pattern with category leaders absorbing capital at unprecedented velocity while 35 percent of deals are flat or down rounds.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "FDA is replacing animal testing with AI models and organ-on-chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate"
+- "AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk"
+- "AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output"
+- "CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo"
+- "consumer willingness to pay out of pocket for AI-enhanced care is outpacing reimbursement creating a cash-pay adoption pathway that bypasses traditional payer gatekeeping"
+- "healthcare AI funding follows a winner-take-most pattern with category leaders absorbing capital at unprecedented velocity while 35 percent of deals are flat or down rounds"
 ---
 
 ## Content
diff --git a/inbox/archive/health/2026-01-21-aha-2026-heart-disease-stroke-statistics-update.md b/inbox/archive/health/2026-01-21-aha-2026-heart-disease-stroke-statistics-update.md
index 97af9dba1..696a1bea7 100644
--- a/inbox/archive/health/2026-01-21-aha-2026-heart-disease-stroke-statistics-update.md
+++ b/inbox/archive/health/2026-01-21-aha-2026-heart-disease-stroke-statistics-update.md
@@ -13,6 +13,13 @@ processed_date: 2026-04-04
 priority: high
 tags: [cardiovascular-disease, mortality-trends, heart-failure, hypertension, ischemic-heart-disease, US-statistics, belief-1, belief-3, CVD-stagnation, bifurcation]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "five-adverse-sdoh-independently-predict-hypertension-risk-food-insecurity-unemployment-poverty-low-education-inadequate-insurance"
+- "the healthcare cost curve bends up through 2035 because new curative and screening capabilities create more treatable conditions faster than prices decline"
+- "ultra-processed-food-consumption-increases-incident-hypertension-through-chronic-inflammation-pathway"
+- "racial-disparities-in-hypertension-persist-after-controlling-for-income-and-neighborhood-indicating-structural-racism-operates-through-unmeasured-mechanisms"
+- "hypertension-shifted-from-secondary-to-primary-cvd-mortality-driver-since-2022"
+- "us-cvd-mortality-bifurcating-ischemic-declining-heart-failure-hypertension-worsening"
 ---
 
 ## Content
diff --git a/inbox/archive/health/2026-01-xx-ecri-2026-health-tech-hazards-ai-chatbot-misuse-top-hazard.md b/inbox/archive/health/2026-01-xx-ecri-2026-health-tech-hazards-ai-chatbot-misuse-top-hazard.md
index df270cea3..cb612fa7f 100644
--- a/inbox/archive/health/2026-01-xx-ecri-2026-health-tech-hazards-ai-chatbot-misuse-top-hazard.md
+++ b/inbox/archive/health/2026-01-xx-ecri-2026-health-tech-hazards-ai-chatbot-misuse-top-hazard.md
@@ -14,6 +14,9 @@ priority: high
 tags: [clinical-AI, AI-chatbots, patient-safety, ECRI, harm-incidents, automation-bias, belief-5, regulatory-capture]
 flagged_for_theseus: ["ECRI patient safety org documenting real-world AI harm: chatbot misuse #1 health tech hazard for second consecutive year (2025 and 2026)"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "regulatory-deregulation-occurring-during-active-harm-accumulation-not-after-safety-evidence"
+- "clinical-ai-chatbot-misuse-documented-as-top-patient-safety-hazard-two-consecutive-years"
 ---
 
 ## Content
diff --git a/inbox/archive/health/2026-03-10-lords-inquiry-nhs-ai-personalised-medicine-adoption.md b/inbox/archive/health/2026-03-10-lords-inquiry-nhs-ai-personalised-medicine-adoption.md
index 3b63fcd71..a70672629 100644
--- a/inbox/archive/health/2026-03-10-lords-inquiry-nhs-ai-personalised-medicine-adoption.md
+++ b/inbox/archive/health/2026-03-10-lords-inquiry-nhs-ai-personalised-medicine-adoption.md
@@ -13,6 +13,8 @@ processed_date: 2026-04-04
 priority: medium
 tags: [NHS, UK, AI-adoption, personalised-medicine, Lords-inquiry, regulatory, adoption-failure, belief-5]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "uk-eu-us-clinical-ai-regulation-converged-on-adoption-acceleration-q1-2026"
 ---
 
 ## Content
diff --git a/inbox/archive/health/2026-03-20-kff-cbo-obbba-coverage-losses-medicaid.md b/inbox/archive/health/2026-03-20-kff-cbo-obbba-coverage-losses-medicaid.md
index c9e8e1503..74c3a5730 100644
--- a/inbox/archive/health/2026-03-20-kff-cbo-obbba-coverage-losses-medicaid.md
+++ b/inbox/archive/health/2026-03-20-kff-cbo-obbba-coverage-losses-medicaid.md
@@ -13,6 +13,9 @@ processed_date: 2026-04-04
 priority: high
 tags: [obbba, medicaid-cuts, coverage-loss, vbc-infrastructure, work-requirements, provider-tax]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "vbc-requires-enrollment-stability-as-structural-precondition-because-prevention-roi-depends-on-multi-year-attribution"
+- "provider-tax-freeze-blocks-state-chw-expansion-by-eliminating-the-funding-mechanism-not-the-program"
 ---
 
 ## Content
diff --git a/inbox/archive/health/2026-03-22-cognitive-bias-clinical-llm-npj-digital-medicine.md b/inbox/archive/health/2026-03-22-cognitive-bias-clinical-llm-npj-digital-medicine.md
index 101d9bfe4..a19119a33 100644
--- a/inbox/archive/health/2026-03-22-cognitive-bias-clinical-llm-npj-digital-medicine.md
+++ b/inbox/archive/health/2026-03-22-cognitive-bias-clinical-llm-npj-digital-medicine.md
@@ -13,6 +13,8 @@ processed_date: 2026-04-04
 priority: medium
 tags: [cognitive-bias, llm, clinical-ai, anchoring-bias, framing-bias, automation-bias, confirmation-bias, npj-digital-medicine]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "clinical-ai-hallucination-rates-vary-100x-by-task-making-single-regulatory-thresholds-operationally-inadequate"
 ---
 
 ## Content
diff --git a/inbox/archive/health/2026-03-22-openevidence-sutter-health-epic-integration.md b/inbox/archive/health/2026-03-22-openevidence-sutter-health-epic-integration.md
index a99e4dce9..94774e3da 100644
--- a/inbox/archive/health/2026-03-22-openevidence-sutter-health-epic-integration.md
+++ b/inbox/archive/health/2026-03-22-openevidence-sutter-health-epic-integration.md
@@ -15,6 +15,15 @@ processed_by: vida
 processed_date: 2026-03-22
 enrichments_applied: ["OpenEvidence became the fastest-adopted clinical technology in history reaching 40 percent of US physicians daily within two years.md", "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.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "OpenEvidence became the fastest-adopted clinical technology in history reaching 40 percent of US physicians daily within two years"
+- "CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring"
+- "anti-payvidor legislation targets all insurer-provider integration without distinguishing acquisition-based arbitrage from purpose-built care delivery"
+- "healthcare AI funding follows a winner-take-most pattern with category leaders absorbing capital at unprecedented velocity while 35 percent of deals are flat or down rounds"
+- "healthcares defensible layer is where atoms become bits because physical-to-digital conversion generates the data that powers AI care while building patient trust that software alone cannot create"
+- "four competing payer-provider models are converging toward value-based care with vertical integration dominant today but aligned partnership potentially more durable"
+- "medicare-trust-fund-insolvency-accelerated-12-years-by-tax-policy-demonstrating-fiscal-fragility"
+- "Devoted is the fastest-growing MA plan at 121 percent growth because purpose-built technology outperforms acquisition-based vertical integration during CMS tightening"
 ---
 
 ## Content
diff --git a/inbox/archive/health/2026-04-08-jacc-stats-2026-cv-health-stalling.md b/inbox/archive/health/2026-04-08-jacc-stats-2026-cv-health-stalling.md
index a22368459..6bbcf28f8 100644
--- a/inbox/archive/health/2026-04-08-jacc-stats-2026-cv-health-stalling.md
+++ b/inbox/archive/health/2026-04-08-jacc-stats-2026-cv-health-stalling.md
@@ -13,6 +13,8 @@ processed_date: 2026-04-08
 priority: high
 tags: [cardiovascular, hypertension, heart-failure, mortality, epidemiology, US-health, disparities]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "hypertension-related-cvd-mortality-doubled-2000-2023-despite-available-treatment-indicating-behavioral-sdoh-failure"
 ---
 
 ## Content
diff --git a/inbox/archive/health/2026-04-13-frontiers-medicine-2026-deskilling-neurological-mechanism.md b/inbox/archive/health/2026-04-13-frontiers-medicine-2026-deskilling-neurological-mechanism.md
index 88fa11cfc..4e43dcfdc 100644
--- a/inbox/archive/health/2026-04-13-frontiers-medicine-2026-deskilling-neurological-mechanism.md
+++ b/inbox/archive/health/2026-04-13-frontiers-medicine-2026-deskilling-neurological-mechanism.md
@@ -14,6 +14,8 @@ priority: medium
 tags: [clinical-ai, deskilling, neuroscience, prefrontal-cortex, automation-bias, cognitive-offloading, ai-safety]
 flagged_for_theseus: ["Neurological mechanism for human skill degradation from AI assistance — relevant to understanding irreversibility of deskilling and the automation alignment problem"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "military-ai-deskilling-and-tempo-mismatch-make-human-oversight-functionally-meaningless-despite-formal-authorization-requirements"
 ---
 
 ## Content
diff --git a/inbox/archive/health/2026-04-13-kff-glp1-access-inversion-by-state-income.md b/inbox/archive/health/2026-04-13-kff-glp1-access-inversion-by-state-income.md
index 3225478a3..04eecb0b4 100644
--- a/inbox/archive/health/2026-04-13-kff-glp1-access-inversion-by-state-income.md
+++ b/inbox/archive/health/2026-04-13-kff-glp1-access-inversion-by-state-income.md
@@ -13,6 +13,8 @@ processed_date: 2026-04-13
 priority: high
 tags: [glp1, access-equity, health-equity, medicaid, income-disparities, obesity-prevalence, structural-inversion]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "glp1-access-follows-systematic-inversion-highest-burden-states-have-lowest-coverage-and-highest-income-relative-cost"
 ---
 
 ## Content
diff --git a/inbox/archive/health/2026-04-13-natali-2025-ai-deskilling-comprehensive-review.md b/inbox/archive/health/2026-04-13-natali-2025-ai-deskilling-comprehensive-review.md
index c787b26bf..5d977df9e 100644
--- a/inbox/archive/health/2026-04-13-natali-2025-ai-deskilling-comprehensive-review.md
+++ b/inbox/archive/health/2026-04-13-natali-2025-ai-deskilling-comprehensive-review.md
@@ -14,6 +14,10 @@ priority: high
 tags: [clinical-ai, deskilling, automation-bias, medical-education, ai-safety, cross-specialty]
 flagged_for_theseus: ["Cross-specialty deskilling evidence body directly relevant to AI safety in high-stakes domains; neurological mechanism proposed; automation bias in medical context"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling"
+- "ai-induced-deskilling-follows-consistent-cross-specialty-pattern-in-medicine"
+- "never-skilling-is-structurally-invisible-because-it-lacks-pre-ai-baseline-requiring-prospective-competency-assessment"
 ---
 
 ## Content
diff --git a/inbox/archive/health/2026-04-13-uspstf-2018-b-recommendation-glp1-pharmacotherapy-gap.md b/inbox/archive/health/2026-04-13-uspstf-2018-b-recommendation-glp1-pharmacotherapy-gap.md
index 5ed2f5038..5037d2f6f 100644
--- a/inbox/archive/health/2026-04-13-uspstf-2018-b-recommendation-glp1-pharmacotherapy-gap.md
+++ b/inbox/archive/health/2026-04-13-uspstf-2018-b-recommendation-glp1-pharmacotherapy-gap.md
@@ -13,6 +13,8 @@ processed_date: 2026-04-13
 priority: high
 tags: [uspstf, glp1, policy, obesity, aca-coverage, pharmacotherapy, access-infrastructure]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "uspstf-glp1-policy-gap-leaves-aca-mandatory-coverage-dormant"
 ---
 
 ## Content
diff --git a/inbox/archive/internet-finance/2023-11-18-futardio-proposal-develop-a-lst-vote-market.md b/inbox/archive/internet-finance/2023-11-18-futardio-proposal-develop-a-lst-vote-market.md
index c64736e8f..04d13b541 100644
--- a/inbox/archive/internet-finance/2023-11-18-futardio-proposal-develop-a-lst-vote-market.md
+++ b/inbox/archive/internet-finance/2023-11-18-futardio-proposal-develop-a-lst-vote-market.md
@@ -14,6 +14,8 @@ processed_date: 2026-03-11
 enrichments_applied: ["MetaDAOs-futarchy-implementation-shows-limited-trading-volume-in-uncontested-decisions.md", "futarchy-adoption-faces-friction-from-token-price-psychology-proposal-complexity-and-liquidity-requirements.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
 extraction_notes: "Primary extraction: decision_market entity for LST Vote Market proposal. No novel claims—the proposal illustrates existing claims about futarchy complexity and speculative financial modeling. Enriched two existing claims with concrete evidence from this proposal's structure and financial projections. Key factual data about Marinade TVL and market sizing preserved in source archive."
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2023-12-16-futardio-proposal-develop-a-saber-vote-market.md b/inbox/archive/internet-finance/2023-12-16-futardio-proposal-develop-a-saber-vote-market.md
index 7240769da..729b2459a 100644
--- a/inbox/archive/internet-finance/2023-12-16-futardio-proposal-develop-a-saber-vote-market.md
+++ b/inbox/archive/internet-finance/2023-12-16-futardio-proposal-develop-a-saber-vote-market.md
@@ -14,6 +14,8 @@ processed_date: 2026-03-11
 enrichments_applied: ["MetaDAOs-Autocrat-program-implements-futarchy-through-conditional-token-markets-where-proposals-create-parallel-pass-and-fail-universes-settled-by-time-weighted-average-price-over-a-three-day-window.md", "MetaDAO-is-the-futarchy-launchpad-on-Solana-where-projects-raise-capital-through-unruggable-ICOs-governed-by-conditional-markets-creating-the-first-platform-for-ownership-coins-at-scale.md", "futarchy-adoption-faces-friction-from-token-price-psychology-proposal-complexity-and-liquidity-requirements.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
 extraction_notes: "Primary extraction: decision_market entity for passed proposal. Three enrichments to existing futarchy mechanism claims with operational detail. Created new Saber entity. No novel claims—all insights enrich existing mechanism understanding. Proposal demonstrates MetaDAO's business model evolution from launchpad to infrastructure provider, with detailed financial modeling based on Curve/Aura benchmarks."
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2024-01-24-futardio-proposal-develop-amm-program-for-futarchy.md b/inbox/archive/internet-finance/2024-01-24-futardio-proposal-develop-amm-program-for-futarchy.md
index 8c6d4ccb1..0d9421cc5 100644
--- a/inbox/archive/internet-finance/2024-01-24-futardio-proposal-develop-amm-program-for-futarchy.md
+++ b/inbox/archive/internet-finance/2024-01-24-futardio-proposal-develop-amm-program-for-futarchy.md
@@ -13,6 +13,8 @@ processed_by: rio
 processed_date: 2026-03-16
 enrichments_applied: ["amm-futarchy-reduces-state-rent-costs-by-99-percent-versus-clob-by-eliminating-orderbook-storage-requirements.md", "futarchy-clob-liquidity-fragmentation-creates-wide-spreads-because-pricing-counterfactual-governance-outcomes-has-inherent-uncertainty.md", "high-fee-amms-create-lp-incentive-and-manipulation-deterrent-simultaneously-by-making-passive-provision-profitable-and-active-trading-expensive.md", "liquidity-weighted-price-over-time-solves-futarchy-manipulation-through-capital-commitment-not-vote-counting.md", "amm-futarchy-bootstraps-liquidity-through-high-fee-incentives-and-required-proposer-initial-liquidity-creating-self-reinforcing-depth.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2024-02-20-futardio-proposal-develop-multi-option-proposals.md b/inbox/archive/internet-finance/2024-02-20-futardio-proposal-develop-multi-option-proposals.md
index cb6582090..d49c1657f 100644
--- a/inbox/archive/internet-finance/2024-02-20-futardio-proposal-develop-multi-option-proposals.md
+++ b/inbox/archive/internet-finance/2024-02-20-futardio-proposal-develop-multi-option-proposals.md
@@ -14,6 +14,8 @@ processed_date: 2026-03-11
 enrichments_applied: ["futarchy-implementations-must-simplify-theoretical-mechanisms-for-production-adoption-because-original-designs-include-impractical-elements-that-academics-tolerate-but-users-reject.md", "futarchy-adoption-faces-friction-from-token-price-psychology-proposal-complexity-and-liquidity-requirements.md", "MetaDAOs-Autocrat-program-implements-futarchy-through-conditional-token-markets-where-proposals-create-parallel-pass-and-fail-universes-settled-by-time-weighted-average-price-over-a-three-day-window.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
 extraction_notes: "Failed proposal for multi-modal futarchy functionality. Primary extraction value is in enriching existing mechanism claims about futarchy implementation complexity and architectural evolution. Created decision_market entity and person entity for agrippa (significant contributor to Solana governance infrastructure). No novel claims warranted - the proposal articulates known challenges (complexity, liquidity) rather than introducing new theoretical insights."
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md b/inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
index e7d17f33d..1f8109e43 100644
--- a/inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
+++ b/inbox/archive/internet-finance/2024-05-27-futardio-proposal-proposal-1.md
@@ -18,6 +18,31 @@ processed_by: rio
 processed_date: 2026-03-11
 extraction_model: "anthropic/claude-sonnet-4.5"
 extraction_notes: "Minimal data source containing only proposal metadata with no description, trading volume, or outcome rationale. Created decision_market entity for first Futardio proposal as operational confirmation of Autocrat v0.3 mechanics. Timeline entry added to futardio.md parent entity. No new claims warranted - this is purely confirmatory evidence for existing futarchy implementation claims. The 4-day voting window vs 3-day TWAP settlement documented in existing claims may indicate parameter variation or distinction between voting period and settlement window, but insufficient data to warrant claim extraction."
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2024-07-01-futardio-proposal-fund-artemis-labs-data-and-analytics-dashboards.md b/inbox/archive/internet-finance/2024-07-01-futardio-proposal-fund-artemis-labs-data-and-analytics-dashboards.md
index 073aa8407..4b06782d8 100644
--- a/inbox/archive/internet-finance/2024-07-01-futardio-proposal-fund-artemis-labs-data-and-analytics-dashboards.md
+++ b/inbox/archive/internet-finance/2024-07-01-futardio-proposal-fund-artemis-labs-data-and-analytics-dashboards.md
@@ -13,6 +13,8 @@ processed_by: rio
 processed_date: 2026-03-11
 extraction_model: "anthropic/claude-sonnet-4.5"
 extraction_notes: "Proposal document with detailed vendor pitch and deliverables. Created entity for Artemis Labs (new company) and decision_market entity for the failed proposal. Updated Drift timeline. No extractable claims — this is purely factual governance data about a vendor proposal that failed. The proposal contains standard analytics deliverables without novel mechanism insights."
+claims_extracted:
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md b/inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
index e62dd79a8..4fb15dee4 100644
--- a/inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
+++ b/inbox/archive/internet-finance/2024-07-04-futardio-proposal-proposal-3.md
@@ -18,6 +18,31 @@ processed_by: rio
 processed_date: 2026-03-15
 enrichments_applied: ["MetaDAOs Autocrat program implements futarchy through conditional token markets where proposals create parallel pass and fail universes settled by time-weighted average price over a three-day window.md", "MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model.md b/inbox/archive/internet-finance/2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model.md
index 3b6c0d95b..c98958898 100644
--- a/inbox/archive/internet-finance/2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model.md
+++ b/inbox/archive/internet-finance/2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model.md
@@ -13,6 +13,8 @@ processed_by: rio
 processed_date: 2026-03-16
 enrichments_applied: ["treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases.md", "futarchy-proposals-with-favorable-economics-can-fail-due-to-participation-friction-not-market-disagreement.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2024-08-14-futardio-proposal-develop-memecoin-launchpad.md b/inbox/archive/internet-finance/2024-08-14-futardio-proposal-develop-memecoin-launchpad.md
index 2560dd194..d12920b00 100644
--- a/inbox/archive/internet-finance/2024-08-14-futardio-proposal-develop-memecoin-launchpad.md
+++ b/inbox/archive/internet-finance/2024-08-14-futardio-proposal-develop-memecoin-launchpad.md
@@ -13,6 +13,8 @@ processed_by: rio
 processed_date: 2026-03-15
 enrichments_applied: ["memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md b/inbox/archive/internet-finance/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
index 531620924..83a0a5711 100644
--- a/inbox/archive/internet-finance/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
+++ b/inbox/archive/internet-finance/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal.md
@@ -13,6 +13,15 @@ processed_by: rio
 processed_date: 2026-03-11
 extraction_model: "anthropic/claude-sonnet-4.5"
 extraction_notes: "Governance proposal with detailed treasury management framework. Created decision_market entity for the proposal and updated parent entity timeline. No novel claims - this is operational governance implementing existing futarchy mechanisms. Risk scoring framework is specific to this DAO's treasury management, not a general claim about futarchy design."
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md b/inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
index bbf159b77..231c9e3a1 100644
--- a/inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
+++ b/inbox/archive/internet-finance/2024-10-30-futardio-proposal-swap-150000-into-isc.md
@@ -13,6 +13,31 @@ processed_by: rio
 processed_date: 2026-03-15
 enrichments_applied: ["MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions.md", "futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md b/inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
index 83070d632..f300866a6 100644
--- a/inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
+++ b/inbox/archive/internet-finance/2024-11-21-futardio-proposal-should-metadao-create-futardio.md
@@ -14,6 +14,31 @@ processed_date: 2024-12-08
 enrichments_applied: ["MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale.md", "futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md", "MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
 extraction_notes: "No new claims extracted. Source is a minimal failed proposal with insufficient detail to generate standalone claims. However, the failure pattern provides valuable counter-evidence for existing claims about MetaDAO's futarchy implementation. The proposal's minimal justification and subsequent rejection demonstrates both quality filtering and potential participation barriers in futarchy governance. No trading volume or market participation data disclosed in source material, limiting analysis of the decision mechanism's actual operation."
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md b/inbox/archive/internet-finance/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
index afc84f3c4..c828ddbf8 100644
--- a/inbox/archive/internet-finance/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
+++ b/inbox/archive/internet-finance/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore.md
@@ -18,6 +18,20 @@ processed_by: rio
 processed_date: 2026-03-16
 enrichments_applied: ["futarchy-excels-at-relative-selection-but-fails-at-absolute-prediction-because-ordinal-ranking-works-while-cardinal-estimation-requires-calibration.md", "futarchy-markets-can-price-cultural-spending-proposals-by-treating-community-cohesion-and-brand-equity-as-token-price-inputs.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2024-12-02-futardio-proposal-approve-deans-list-treasury-management.md b/inbox/archive/internet-finance/2024-12-02-futardio-proposal-approve-deans-list-treasury-management.md
index b7f45fd31..502ae1b61 100644
--- a/inbox/archive/internet-finance/2024-12-02-futardio-proposal-approve-deans-list-treasury-management.md
+++ b/inbox/archive/internet-finance/2024-12-02-futardio-proposal-approve-deans-list-treasury-management.md
@@ -13,6 +13,8 @@ processed_by: rio
 processed_date: 2026-03-16
 enrichments_applied: ["futarchy-markets-can-price-cultural-spending-proposals-by-treating-community-cohesion-and-brand-equity-as-token-price-inputs.md", "futarchy-proposals-with-favorable-economics-can-fail-due-to-participation-friction-not-market-disagreement.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2024-12-30-futardio-proposal-fund-deans-list-dao-website-redesign.md b/inbox/archive/internet-finance/2024-12-30-futardio-proposal-fund-deans-list-dao-website-redesign.md
index 53540a89f..d1675a46d 100644
--- a/inbox/archive/internet-finance/2024-12-30-futardio-proposal-fund-deans-list-dao-website-redesign.md
+++ b/inbox/archive/internet-finance/2024-12-30-futardio-proposal-fund-deans-list-dao-website-redesign.md
@@ -13,6 +13,8 @@ processed_by: rio
 processed_date: 2026-03-11
 extraction_model: "anthropic/claude-sonnet-4.5"
 extraction_notes: "Governance proposal with detailed financial modeling. No novel claims about futarchy mechanisms - the valuation methodology and impact projections are standard proposal content. Created decision_market entity and updated parent entities with timeline entries. The proposal demonstrates futarchy pricing of operational/cultural spending but doesn't introduce new mechanism insights beyond existing claims about cultural proposal pricing."
+claims_extracted:
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2025-01-13-futardio-proposal-should-jto-vault-be-added-to-tiprouter-ncn.md b/inbox/archive/internet-finance/2025-01-13-futardio-proposal-should-jto-vault-be-added-to-tiprouter-ncn.md
index 410d9f9cf..eaddf1772 100644
--- a/inbox/archive/internet-finance/2025-01-13-futardio-proposal-should-jto-vault-be-added-to-tiprouter-ncn.md
+++ b/inbox/archive/internet-finance/2025-01-13-futardio-proposal-should-jto-vault-be-added-to-tiprouter-ncn.md
@@ -12,6 +12,9 @@ event_type: proposal
 processed_by: rio
 processed_date: 2026-03-15
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2025-01-14-futardio-proposal-should-deans-list-dao-update-the-liquidity-fee-structure.md b/inbox/archive/internet-finance/2025-01-14-futardio-proposal-should-deans-list-dao-update-the-liquidity-fee-structure.md
index 254617469..70c2ad070 100644
--- a/inbox/archive/internet-finance/2025-01-14-futardio-proposal-should-deans-list-dao-update-the-liquidity-fee-structure.md
+++ b/inbox/archive/internet-finance/2025-01-14-futardio-proposal-should-deans-list-dao-update-the-liquidity-fee-structure.md
@@ -13,6 +13,8 @@ processed_by: rio
 processed_date: 2026-03-16
 enrichments_applied: ["high-fee-amms-create-lp-incentive-and-manipulation-deterrent-simultaneously-by-making-passive-provision-profitable-and-active-trading-expensive.md", "futarchy-proposals-with-favorable-economics-can-fail-due-to-participation-friction-not-market-disagreement.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md b/inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
index 73fc710d7..ce30385bf 100644
--- a/inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
+++ b/inbox/archive/internet-finance/2025-02-10-futardio-proposal-addy-dao-proposal.md
@@ -18,6 +18,31 @@ processed_by: rio
 processed_date: 2026-03-16
 enrichments_applied: ["MetaDAOs Autocrat program implements futarchy through conditional token markets where proposals create parallel pass and fail universes settled by time-weighted average price over a three-day window.md", "futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md", "optimal governance requires mixing mechanisms because different decisions have different manipulation risk profiles.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md b/inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
index 778326329..e1ffe3e0e 100644
--- a/inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
+++ b/inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-1.md
@@ -18,6 +18,31 @@ processed_by: rio
 processed_date: 2026-03-15
 enrichments_applied: ["MetaDAOs Autocrat program implements futarchy through conditional token markets where proposals create parallel pass and fail universes settled by time-weighted average price over a three-day window.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md b/inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
index a06ab8579..25337ef51 100644
--- a/inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
+++ b/inbox/archive/internet-finance/2025-03-05-futardio-proposal-proposal-3.md
@@ -12,6 +12,31 @@ event_type: proposal
 processed_by: rio
 processed_date: 2026-03-15
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md b/inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
index 4c04bd8c1..17cba3cea 100644
--- a/inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
+++ b/inbox/archive/internet-finance/2025-10-15-futardio-proposal-lets-get-futarded.md
@@ -13,6 +13,31 @@ processed_by: rio
 processed_date: 2026-03-15
 enrichments_applied: ["futarchy-daos-require-mintable-governance-tokens-because-fixed-supply-treasuries-exhaust-without-issuance-authority-forcing-disruptive-token-architecture-migrations.md", "amm-futarchy-bootstraps-liquidity-through-high-fee-incentives-and-required-proposer-initial-liquidity-creating-self-reinforcing-depth.md", "metadao-autocrat-v01-reduces-proposal-duration-to-three-days-enabling-faster-governance-iteration.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Proposal Details
diff --git a/inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md b/inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
index 412798069..9509e5bcf 100644
--- a/inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
+++ b/inbox/archive/internet-finance/2026-01-01-futardio-launch-git3.md
@@ -12,6 +12,31 @@ event_type: launch
 processed_by: rio
 processed_date: 2026-03-16
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/internet-finance/2026-01-01-futardio-launch-mycorealms.md b/inbox/archive/internet-finance/2026-01-01-futardio-launch-mycorealms.md
index 00f37c363..383659540 100644
--- a/inbox/archive/internet-finance/2026-01-01-futardio-launch-mycorealms.md
+++ b/inbox/archive/internet-finance/2026-01-01-futardio-launch-mycorealms.md
@@ -13,6 +13,8 @@ processed_by: rio
 processed_date: 2026-03-16
 enrichments_applied: ["myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment.md", "performance-unlocked-team-tokens-with-price-multiple-triggers-and-twap-settlement-create-long-term-alignment-without-initial-dilution.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md b/inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
index 1959f96d5..345df0266 100644
--- a/inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
+++ b/inbox/archive/internet-finance/2026-02-25-futardio-launch-rock-game.md
@@ -13,6 +13,31 @@ processed_by: rio
 processed_date: 2026-03-16
 enrichments_applied: ["futarchy-governed-meme-coins-attract-speculative-capital-at-scale.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/internet-finance/2026-03-03-futardio-launch-mycorealms.md b/inbox/archive/internet-finance/2026-03-03-futardio-launch-mycorealms.md
index a7d94f306..2b8ade1ae 100644
--- a/inbox/archive/internet-finance/2026-03-03-futardio-launch-mycorealms.md
+++ b/inbox/archive/internet-finance/2026-03-03-futardio-launch-mycorealms.md
@@ -14,6 +14,8 @@ processed_date: 2026-03-11
 enrichments_applied: ["futarchy-governed-meme-coins-attract-speculative-capital-at-scale.md", "MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale.md", "performance-unlocked-team-tokens-with-price-multiple-triggers-and-twap-settlement-create-long-term-alignment-without-initial-dilution.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
 extraction_notes: "First futarchy-governed physical infrastructure project on Futardio. Raise failed to meet $200K minimum within 24-hour window, triggering automatic refunds. No novel claims extracted—all insights enrich existing claims about futarchy governance extending beyond digital assets and performance-based token unlocks. Created new entity for MycoRealms as significant real-world futarchy application despite failed raise."
+claims_extracted:
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md b/inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
index 7119e1582..a97693cd2 100644
--- a/inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
+++ b/inbox/archive/internet-finance/2026-03-03-futardio-launch-the-meme-is-real.md
@@ -13,6 +13,31 @@ processed_by: rio
 processed_date: 2026-03-11
 extraction_model: "anthropic/claude-sonnet-4.5"
 extraction_notes: "Trivial launch that does not meet significance threshold - appears to be test or immediate failure. Created minimal entity for Futardio timeline completeness only. No extractable claims or enrichments. Description 'Testing For The Boss' and same-day refunding indicate this was not a serious fundraise attempt."
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/internet-finance/2026-03-04-futardio-launch-proph3t.md b/inbox/archive/internet-finance/2026-03-04-futardio-launch-proph3t.md
index 5c3d82878..7c5604b31 100644
--- a/inbox/archive/internet-finance/2026-03-04-futardio-launch-proph3t.md
+++ b/inbox/archive/internet-finance/2026-03-04-futardio-launch-proph3t.md
@@ -13,6 +13,9 @@ processed_by: rio
 processed_date: 2026-03-11
 extraction_model: "anthropic/claude-sonnet-4.5"
 extraction_notes: "This is a failed futarchy-governed fundraise launch announcement with minimal substantive content. The source contains only factual launch parameters (target amount, dates, addresses) and low-quality marketing copy ('hodl', 'its not an odinary meme'). No evidence of actual fundraising performance, market dynamics, or mechanism insights. The 'Refunding' status indicates the raise failed to meet its target. No arguable claims can be extracted - this is purely archival data documenting a single failed launch event. The existing claim 'futardio-cult-raised-11-4-million-in-one-day-through-futarchy-governed-meme-coin-launch.md' already covers successful futarchy meme launches; this failed case provides no new insight about the mechanism's performance or adoption."
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md b/inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
index b0120d6cf..c90dda21e 100644
--- a/inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
+++ b/inbox/archive/internet-finance/2026-03-05-futardio-launch-git3.md
@@ -13,6 +13,31 @@ processed_by: rio
 processed_date: 2026-03-11
 extraction_model: "anthropic/claude-sonnet-4.5"
 extraction_notes: "Factual launch data for Git3 futarchy-governed fundraise. No novel claims about futarchy mechanisms or internet finance dynamics — this is a straightforward failed fundraise with standard pitch deck content. Created entity pages for Git3 (company) and the fundraise decision market. The failure is notable as a data point (28.3% fill rate despite live MVP) but doesn't generate new theoretical claims about futarchy or capital formation mechanisms beyond what's already captured in existing KB claims about futarchy variance and market filtering."
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md b/inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
index 22b806317..5101845a3 100644
--- a/inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
+++ b/inbox/archive/internet-finance/2026-03-05-futardio-launch-seyf.md
@@ -13,6 +13,31 @@ processed_by: rio
 processed_date: 2026-03-16
 enrichments_applied: ["futarchy-proposals-with-favorable-economics-can-fail-due-to-participation-friction-not-market-disagreement.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/internet-finance/2026-03-08-futardio-launch-seeker-vault.md b/inbox/archive/internet-finance/2026-03-08-futardio-launch-seeker-vault.md
index 5c3295b54..7839b6d88 100644
--- a/inbox/archive/internet-finance/2026-03-08-futardio-launch-seeker-vault.md
+++ b/inbox/archive/internet-finance/2026-03-08-futardio-launch-seeker-vault.md
@@ -13,6 +13,9 @@ processed_by: rio
 processed_date: 2026-03-11
 extraction_model: "anthropic/claude-sonnet-4.5"
 extraction_notes: "Futardio fundraise for SeekerVault. Failed to reach funding target (4.2% subscription). No novel claims about futarchy mechanisms or market dynamics — straightforward failed raise. Entity data only."
+claims_extracted:
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md b/inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
index 979477bdb..303c2f5e1 100644
--- a/inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
+++ b/inbox/archive/internet-finance/2026-03-11-futardio-launch-git3.md
@@ -13,6 +13,31 @@ processed_by: rio
 processed_date: 2026-03-11
 extraction_model: "anthropic/claude-sonnet-4.5"
 extraction_notes: "Factual launch announcement with detailed roadmap and use of funds. No novel claims about futarchy mechanisms or market dynamics - purely entity data. The 'vampire attack' strategy and x402 integration are product features, not arguable propositions about how markets or coordination work. Created Git3 company entity and decision_market entity for the fundraise, updated Futardio timeline."
+claims_extracted:
+- "shared-liquidity-amms-could-solve-futarchy-capital-inefficiency-by-routing-base-pair-deposits-into-all-derived-conditional-token-markets"
+- "prosocial-fee-allocation-in-crypto-platforms-functions-as-a-retention-mechanism-by-attaching-charitable-identity-to-speculative-trading"
+- "token-migration-fees-distributed-to-staked-nft-holders-create-revenue-sharing-without-direct-dao-treasury-capture"
+- "myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment"
+- "protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select"
+- "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility"
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
+- "seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation"
+- "areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue"
+- "house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk"
+- "futarchy-ico-capital-inflows-concentrate-in-final-24-hours-creating-massive-acceleration-into-close"
+- "defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff"
+- "areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments"
+- "treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases"
+- "dao-event-perks-as-governance-incentives-create-plutocratic-access-structures-that-may-reduce-rather-than-increase-participation"
+- "token-migration-projected-revenue-assumes-linear-adoption-without-accounting-for-market-saturation-or-competitive-dynamics"
+- "memecoin-governance-is-ideal-futarchy-use-case-because-single-objective-function-eliminates-long-term-tradeoff-ambiguity"
+- "futuredao-token-migrator-enables-community-takeovers-through-structured-on-chain-migration-with-presale-fundraising-and-conditional-success-thresholds"
+- "algorithm-driven-social-feeds-create-attention-to-liquidity-conversion-in-meme-token-markets"
+- "futarchy-governed-memecoin-launchpads-face-reputational-risk-tradeoff-between-adoption-and-credibility"
+- "tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds"
+- "seyf-futardio-fundraise-raised-200-against-300000-target-signaling-near-zero-market-traction-for-ai-native-wallet-concept"
+- "areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens"
+- "permissionless launch platforms generate high failure rates that function as market-based quality filters because only projects attracting genuine capital survive while failed attempts carry zero reputational cost to the platform"
 ---
 
 ## Launch Details
diff --git a/inbox/archive/internet-finance/2026-03-15-pineanalytics-p2p-metadao-ico-analysis.md b/inbox/archive/internet-finance/2026-03-15-pineanalytics-p2p-metadao-ico-analysis.md
index 791f9ac34..97286f009 100644
--- a/inbox/archive/internet-finance/2026-03-15-pineanalytics-p2p-metadao-ico-analysis.md
+++ b/inbox/archive/internet-finance/2026-03-15-pineanalytics-p2p-metadao-ico-analysis.md
@@ -13,6 +13,11 @@ tags: [metadao, ICO, p2p, ownership-coins, futarchy, valuation, governance, filt
 processed_by: rio
 processed_date: 2026-03-18
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "MetaDAO oversubscription is rational capital cycling under pro-rata not governance validation"
+- "performance-gated-team-vesting-with-price-multiple-triggers-eliminates-early-insider-selling-as-ownership-alignment-mechanism"
+- "futarchy protocols capture market share during downturns because governance-aligned capital formation attracts serious builders while speculative platforms lose volume proportionally to market sentiment"
+- "prediction-market-growth-builds-infrastructure-for-decision-markets-but-conversion-is-not-happening"
 ---
 
 ## Content
diff --git a/inbox/archive/internet-finance/2026-03-18-telegram-m3taversal-futairdbot-what-are-examples-of-futarchy-being-ma.md b/inbox/archive/internet-finance/2026-03-18-telegram-m3taversal-futairdbot-what-are-examples-of-futarchy-being-ma.md
index 8e180f6e6..2413e62c0 100644
--- a/inbox/archive/internet-finance/2026-03-18-telegram-m3taversal-futairdbot-what-are-examples-of-futarchy-being-ma.md
+++ b/inbox/archive/internet-finance/2026-03-18-telegram-m3taversal-futairdbot-what-are-examples-of-futarchy-being-ma.md
@@ -18,6 +18,8 @@ processed_by: rio
 processed_date: 2026-03-18
 enrichments_applied: ["liquidity-weighted-price-over-time-solves-futarchy-manipulation-through-capital-commitment-not-vote-counting.md", "play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-23-ranger-finance-metadao-liquidation-5m-usdc.md b/inbox/archive/internet-finance/2026-03-23-ranger-finance-metadao-liquidation-5m-usdc.md
index eee9b8d48..7f8b7e725 100644
--- a/inbox/archive/internet-finance/2026-03-23-ranger-finance-metadao-liquidation-5m-usdc.md
+++ b/inbox/archive/internet-finance/2026-03-23-ranger-finance-metadao-liquidation-5m-usdc.md
@@ -10,6 +10,9 @@ format: governance-outcome
 status: processed
 priority: high
 tags: [metadao, futarchy, liquidation, ranger-finance, trustless-joint-ownership, governance]
+claims_extracted:
+- "futarchy-governed liquidation is the enforcement mechanism that makes unruggable ICOs credible because investors can force full treasury return when teams materially misrepresent"
+- "formal-coordination-mechanisms-require-narrative-objective-function-specification"
 ---
 
 ## Content
diff --git a/inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-futairdbot-research-the-upcoming-p2p-fundraise-la.md b/inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-futairdbot-research-the-upcoming-p2p-fundraise-la.md
index 7ffaaf7d4..4d367495a 100644
--- a/inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-futairdbot-research-the-upcoming-p2p-fundraise-la.md
+++ b/inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-futairdbot-research-the-upcoming-p2p-fundraise-la.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "research the upcoming P2p fundraise launch. Who are their investors? what major investors have come out and said they were publicly going to support the ICO?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-futairdbot-what-are-people-saying-about-the-p2p.md b/inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-futairdbot-what-are-people-saying-about-the-p2p.md
index bcb5503f4..d8e7cf611 100644
--- a/inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-futairdbot-what-are-people-saying-about-the-p2p.md
+++ b/inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-futairdbot-what-are-people-saying-about-the-p2p.md
@@ -18,6 +18,8 @@ processed_by: rio
 processed_date: 2026-03-23
 enrichments_applied: ["MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale.md", "metadao-ico-platform-demonstrates-15x-oversubscription-validating-futarchy-governed-capital-formation.md", "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"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-futairdbot-you-should-learn-about-this-i-know-dr.md b/inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-futairdbot-you-should-learn-about-this-i-know-dr.md
index 8c97dd625..f7a7c3fb1 100644
--- a/inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-futairdbot-you-should-learn-about-this-i-know-dr.md
+++ b/inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-futairdbot-you-should-learn-about-this-i-know-dr.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "You should learn about this. I know Drift Protocol is considering migrating to a metaDAO ownership coin structure."
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-ok-look-for-the-metadao-robin-hanson-governance-pr.md b/inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-ok-look-for-the-metadao-robin-hanson-governance-pr.md
index 52cd1675f..a768da099 100644
--- a/inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-ok-look-for-the-metadao-robin-hanson-governance-pr.md
+++ b/inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-ok-look-for-the-metadao-robin-hanson-governance-pr.md
@@ -16,6 +16,8 @@ rationale: "ok look for the metaDAO Robin Hanson governance proposal"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-what-do-you-think-of-that-proposal-can-you-send-m.md b/inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-what-do-you-think-of-that-proposal-can-you-send-m.md
index 2f04000c9..b3a6fec56 100644
--- a/inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-what-do-you-think-of-that-proposal-can-you-send-m.md
+++ b/inbox/archive/internet-finance/2026-03-23-telegram-m3taversal-what-do-you-think-of-that-proposal-can-you-send-m.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "what do you think of that proposal? Can you send me the full text?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-24-gg-research-futarchy-vs-grants-council-optimism-experiment.md b/inbox/archive/internet-finance/2026-03-24-gg-research-futarchy-vs-grants-council-optimism-experiment.md
index c7c447cb7..0eb26b927 100644
--- a/inbox/archive/internet-finance/2026-03-24-gg-research-futarchy-vs-grants-council-optimism-experiment.md
+++ b/inbox/archive/internet-finance/2026-03-24-gg-research-futarchy-vs-grants-council-optimism-experiment.md
@@ -10,6 +10,8 @@ format: analysis
 status: processed
 priority: high
 tags: [optimism, futarchy, grants, committee-selection, comparative-governance, empirical]
+claims_extracted:
+- "Polymarket vindicated prediction markets over polling in 2024 US election"
 ---
 
 ## Content
diff --git a/inbox/archive/internet-finance/2026-03-24-telegram-m3taversal-futairdbot-what-do-you-think-about-this-https.md b/inbox/archive/internet-finance/2026-03-24-telegram-m3taversal-futairdbot-what-do-you-think-about-this-https.md
index 138a5c333..f7411e7e9 100644
--- a/inbox/archive/internet-finance/2026-03-24-telegram-m3taversal-futairdbot-what-do-you-think-about-this-https.md
+++ b/inbox/archive/internet-finance/2026-03-24-telegram-m3taversal-futairdbot-what-do-you-think-about-this-https.md
@@ -16,6 +16,8 @@ rationale: "what do you think about this?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-24-telegram-m3taversal-futairdbot-what-have-people-been-saying-about-p2.md b/inbox/archive/internet-finance/2026-03-24-telegram-m3taversal-futairdbot-what-have-people-been-saying-about-p2.md
index f9cb767d7..cc0f63d79 100644
--- a/inbox/archive/internet-finance/2026-03-24-telegram-m3taversal-futairdbot-what-have-people-been-saying-about-p2.md
+++ b/inbox/archive/internet-finance/2026-03-24-telegram-m3taversal-futairdbot-what-have-people-been-saying-about-p2.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "what have people been saying about  P2p.me in recent X posts and articles? last 48 hrs, I've seen a lot of content on X and want a summary. Also which recent posts ahve gotten the most engagement?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-24-telegram-m3taversal-futairdbot-what-is-the-consensus-on-p2p-me-in-rec.md b/inbox/archive/internet-finance/2026-03-24-telegram-m3taversal-futairdbot-what-is-the-consensus-on-p2p-me-in-rec.md
index 3bcb6d034..6dadb07f7 100644
--- a/inbox/archive/internet-finance/2026-03-24-telegram-m3taversal-futairdbot-what-is-the-consensus-on-p2p-me-in-rec.md
+++ b/inbox/archive/internet-finance/2026-03-24-telegram-m3taversal-futairdbot-what-is-the-consensus-on-p2p-me-in-rec.md
@@ -16,6 +16,8 @@ rationale: "what is the consensus on P2p.me in recent X posts and articles? last
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-24-telegram-m3taversal-interesting-hadnt-thought-about-it-that-way-any.md b/inbox/archive/internet-finance/2026-03-24-telegram-m3taversal-interesting-hadnt-thought-about-it-that-way-any.md
index f2c34c1bb..24e40b168 100644
--- a/inbox/archive/internet-finance/2026-03-24-telegram-m3taversal-interesting-hadnt-thought-about-it-that-way-any.md
+++ b/inbox/archive/internet-finance/2026-03-24-telegram-m3taversal-interesting-hadnt-thought-about-it-that-way-any.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "interesting, hadnt thought about it that way. Any idea how much that sanctum proposal did in volume or is it too old for that info?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-25-metadao-omnibus-migration-proposal.md b/inbox/archive/internet-finance/2026-03-25-metadao-omnibus-migration-proposal.md
index e2d757ccf..3ba9bfdda 100644
--- a/inbox/archive/internet-finance/2026-03-25-metadao-omnibus-migration-proposal.md
+++ b/inbox/archive/internet-finance/2026-03-25-metadao-omnibus-migration-proposal.md
@@ -10,6 +10,8 @@ format: tweet
 status: processed
 priority: medium
 tags: [metadao, dao-program, governance, migration, autocrat, on-chain, squads, 01resolved]
+claims_extracted:
+- "reclaimable-rent-reduces-futarchy-proposal-friction"
 ---
 
 ## Content
diff --git a/inbox/archive/internet-finance/2026-03-25-pine-analytics-p2p-me-ico-analysis.md b/inbox/archive/internet-finance/2026-03-25-pine-analytics-p2p-me-ico-analysis.md
index 4a565e9fa..9bfdb5cf3 100644
--- a/inbox/archive/internet-finance/2026-03-25-pine-analytics-p2p-me-ico-analysis.md
+++ b/inbox/archive/internet-finance/2026-03-25-pine-analytics-p2p-me-ico-analysis.md
@@ -13,6 +13,11 @@ processed_date: 2026-04-04
 priority: high
 tags: [metadao, p2p-me, ico, tokenomics, ownership-coins, futarchy, performance-vesting]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "MetaDAO oversubscription is rational capital cycling under pro-rata not governance validation"
+- "performance-gated-team-vesting-with-price-multiple-triggers-eliminates-early-insider-selling-as-ownership-alignment-mechanism"
+- "futarchy protocols capture market share during downturns because governance-aligned capital formation attracts serious builders while speculative platforms lose volume proportionally to market sentiment"
+- "prediction-market-growth-builds-infrastructure-for-decision-markets-but-conversion-is-not-happening"
 ---
 
 ## Content
diff --git a/inbox/archive/internet-finance/2026-03-25-telegram-m3taversal-futairdbot-https-x-com-sjdedic-status-203424109.md b/inbox/archive/internet-finance/2026-03-25-telegram-m3taversal-futairdbot-https-x-com-sjdedic-status-203424109.md
index 6c51ce38c..1a0d2fd17 100644
--- a/inbox/archive/internet-finance/2026-03-25-telegram-m3taversal-futairdbot-https-x-com-sjdedic-status-203424109.md
+++ b/inbox/archive/internet-finance/2026-03-25-telegram-m3taversal-futairdbot-https-x-com-sjdedic-status-203424109.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "you should always say if you are unable to get full text fyi so that users can follow-up"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-25-telegram-m3taversal-futairdbot-please-ingest-this-and-search-and-retr.md b/inbox/archive/internet-finance/2026-03-25-telegram-m3taversal-futairdbot-please-ingest-this-and-search-and-retr.md
index 2bbbe7dfe..33dea6baa 100644
--- a/inbox/archive/internet-finance/2026-03-25-telegram-m3taversal-futairdbot-please-ingest-this-and-search-and-retr.md
+++ b/inbox/archive/internet-finance/2026-03-25-telegram-m3taversal-futairdbot-please-ingest-this-and-search-and-retr.md
@@ -13,6 +13,8 @@ intake_tier: directed
 rationale: "please ingest this and search and retrieve full text for all of the tweet links in this tweet"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-25-telegram-m3taversal-futairdbot-please-search-p2p-me-allocation-and-ot.md b/inbox/archive/internet-finance/2026-03-25-telegram-m3taversal-futairdbot-please-search-p2p-me-allocation-and-ot.md
index 1081b7df0..6e0b6b83b 100644
--- a/inbox/archive/internet-finance/2026-03-25-telegram-m3taversal-futairdbot-please-search-p2p-me-allocation-and-ot.md
+++ b/inbox/archive/internet-finance/2026-03-25-telegram-m3taversal-futairdbot-please-search-p2p-me-allocation-and-ot.md
@@ -16,6 +16,8 @@ rationale: "please search P2p.me allocation and other similar searches and read
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-25-telegram-m3taversal-https-x-com-shayonsengupta-status-20339233930958.md b/inbox/archive/internet-finance/2026-03-25-telegram-m3taversal-https-x-com-shayonsengupta-status-20339233930958.md
index 986c19c16..10088bd30 100644
--- a/inbox/archive/internet-finance/2026-03-25-telegram-m3taversal-https-x-com-shayonsengupta-status-20339233930958.md
+++ b/inbox/archive/internet-finance/2026-03-25-telegram-m3taversal-https-x-com-shayonsengupta-status-20339233930958.md
@@ -16,6 +16,8 @@ rationale: "you should already have Sdedic and Kuleen's posts."
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-another-one-to-index-https-x-com-j.md b/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-another-one-to-index-https-x-com-j.md
index 832248c3a..14b3763b2 100644
--- a/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-another-one-to-index-https-x-com-j.md
+++ b/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-another-one-to-index-https-x-com-j.md
@@ -16,6 +16,8 @@ rationale: "another one to index -"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-https-futarchy-info.md b/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-https-futarchy-info.md
index caf7626ba..8d321a811 100644
--- a/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-https-futarchy-info.md
+++ b/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-https-futarchy-info.md
@@ -16,6 +16,8 @@ rationale: ""
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-https-x-com-0xweiler-status-2037189.md b/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-https-x-com-0xweiler-status-2037189.md
index 312339f41..84ada8dde 100644
--- a/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-https-x-com-0xweiler-status-2037189.md
+++ b/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-https-x-com-0xweiler-status-2037189.md
@@ -16,6 +16,8 @@ rationale: "what do think the growing popularity of prediction markets means for
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-https-x-com-sjdedic-status-203714354.md b/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-https-x-com-sjdedic-status-203714354.md
index 07c3c2808..1a6c8cce3 100644
--- a/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-https-x-com-sjdedic-status-203714354.md
+++ b/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-https-x-com-sjdedic-status-203714354.md
@@ -16,6 +16,8 @@ rationale: "I really want to develop dashboards for all metaDAO ownership coins
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-this-is-important-info-https-x-com-p.md b/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-this-is-important-info-https-x-com-p.md
index c16a3d0d2..817cd2174 100644
--- a/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-this-is-important-info-https-x-com-p.md
+++ b/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-this-is-important-info-https-x-com-p.md
@@ -16,6 +16,8 @@ rationale: "this is important info"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-what-do-you-think-about-this-post-doe.md b/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-what-do-you-think-about-this-post-doe.md
index 180081ed2..8b368ae82 100644
--- a/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-what-do-you-think-about-this-post-doe.md
+++ b/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-what-do-you-think-about-this-post-doe.md
@@ -16,6 +16,8 @@ rationale: "what do you think about this post? Does it add anything to our analy
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-what-do-you-think-of-this-decision-mar.md b/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-what-do-you-think-of-this-decision-mar.md
index f2fc1c2eb..4372d8b94 100644
--- a/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-what-do-you-think-of-this-decision-mar.md
+++ b/inbox/archive/internet-finance/2026-03-26-telegram-m3taversal-futairdbot-what-do-you-think-of-this-decision-mar.md
@@ -16,6 +16,8 @@ rationale: "what do you think of this decision market that should go live soon?
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-27-telegram-m3taversal-futairdbot-https-x-com-jussy-world-status-20375.md b/inbox/archive/internet-finance/2026-03-27-telegram-m3taversal-futairdbot-https-x-com-jussy-world-status-20375.md
index b6a8da4db..b073c45ed 100644
--- a/inbox/archive/internet-finance/2026-03-27-telegram-m3taversal-futairdbot-https-x-com-jussy-world-status-20375.md
+++ b/inbox/archive/internet-finance/2026-03-27-telegram-m3taversal-futairdbot-https-x-com-jussy-world-status-20375.md
@@ -16,6 +16,8 @@ rationale: ""
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-27-telegram-m3taversal-futairdbot-major-update-on-umbra-https-x-com-k.md b/inbox/archive/internet-finance/2026-03-27-telegram-m3taversal-futairdbot-major-update-on-umbra-https-x-com-k.md
index e459517a5..22738134c 100644
--- a/inbox/archive/internet-finance/2026-03-27-telegram-m3taversal-futairdbot-major-update-on-umbra-https-x-com-k.md
+++ b/inbox/archive/internet-finance/2026-03-27-telegram-m3taversal-futairdbot-major-update-on-umbra-https-x-com-k.md
@@ -16,6 +16,8 @@ rationale: "major update on $umbra"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-27-telegram-m3taversal-futairdbot-what-do-you-think-of-this-https-x-c.md b/inbox/archive/internet-finance/2026-03-27-telegram-m3taversal-futairdbot-what-do-you-think-of-this-https-x-c.md
index 17bef6827..b3cc376ed 100644
--- a/inbox/archive/internet-finance/2026-03-27-telegram-m3taversal-futairdbot-what-do-you-think-of-this-https-x-c.md
+++ b/inbox/archive/internet-finance/2026-03-27-telegram-m3taversal-futairdbot-what-do-you-think-of-this-https-x-c.md
@@ -16,6 +16,8 @@ rationale: "what do you think of this?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-28-telegram-m3taversal-futairdbot-https-x-com-robinhanson-status-20376.md b/inbox/archive/internet-finance/2026-03-28-telegram-m3taversal-futairdbot-https-x-com-robinhanson-status-20376.md
index 9e6d1c991..b8fc06585 100644
--- a/inbox/archive/internet-finance/2026-03-28-telegram-m3taversal-futairdbot-https-x-com-robinhanson-status-20376.md
+++ b/inbox/archive/internet-finance/2026-03-28-telegram-m3taversal-futairdbot-https-x-com-robinhanson-status-20376.md
@@ -16,6 +16,8 @@ rationale: "this is pretty insane. Can you find additional evidence for this?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-28-telegram-m3taversal-https-x-com-p2pdotfound-status-20378750319220782.md b/inbox/archive/internet-finance/2026-03-28-telegram-m3taversal-https-x-com-p2pdotfound-status-20378750319220782.md
index 4b39314e5..a8e229c9a 100644
--- a/inbox/archive/internet-finance/2026-03-28-telegram-m3taversal-https-x-com-p2pdotfound-status-20378750319220782.md
+++ b/inbox/archive/internet-finance/2026-03-28-telegram-m3taversal-https-x-com-p2pdotfound-status-20378750319220782.md
@@ -16,6 +16,8 @@ rationale: "what do you think of p2p.me hitting their fundign target. With a day
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-28-telegram-m3taversal-oof-that-s-rough-none-of-that-is-accurate-i-don.md b/inbox/archive/internet-finance/2026-03-28-telegram-m3taversal-oof-that-s-rough-none-of-that-is-accurate-i-don.md
index 8fb1b3415..a78d247df 100644
--- a/inbox/archive/internet-finance/2026-03-28-telegram-m3taversal-oof-that-s-rough-none-of-that-is-accurate-i-don.md
+++ b/inbox/archive/internet-finance/2026-03-28-telegram-m3taversal-oof-that-s-rough-none-of-that-is-accurate-i-don.md
@@ -16,6 +16,8 @@ rationale: "oof that's rough, none of that is accurate. I don't think future exi
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-28-telegram-m3taversal-your-wrong-it-usually-massively-accelerates-into.md b/inbox/archive/internet-finance/2026-03-28-telegram-m3taversal-your-wrong-it-usually-massively-accelerates-into.md
index 3c466cd8c..44488d87d 100644
--- a/inbox/archive/internet-finance/2026-03-28-telegram-m3taversal-your-wrong-it-usually-massively-accelerates-into.md
+++ b/inbox/archive/internet-finance/2026-03-28-telegram-m3taversal-your-wrong-it-usually-massively-accelerates-into.md
@@ -16,6 +16,8 @@ rationale: "your wrong, it usually massively accelerates into close. Most capita
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-all-confidently-wrong-i-m-not-sure-wabout-the-sab.md b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-all-confidently-wrong-i-m-not-sure-wabout-the-sab.md
index 4a28d07cb..239c01d6e 100644
--- a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-all-confidently-wrong-i-m-not-sure-wabout-the-sab.md
+++ b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-all-confidently-wrong-i-m-not-sure-wabout-the-sab.md
@@ -16,6 +16,8 @@ rationale: "all confidently wrong, I'm not sure wabout the Saber vote market. Wh
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-all-startups-are-usually-burning-capital-that-s-n.md b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-all-startups-are-usually-burning-capital-that-s-n.md
index 8f34b1d67..ad67aa629 100644
--- a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-all-startups-are-usually-burning-capital-that-s-n.md
+++ b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-all-startups-are-usually-burning-capital-that-s-n.md
@@ -16,6 +16,8 @@ rationale: "All startups are usually burning capital, that's not unexpected. fee
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-give-me-a-list-of-ownership-coins.md b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-give-me-a-list-of-ownership-coins.md
index ea3579387..cf35e41b0 100644
--- a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-give-me-a-list-of-ownership-coins.md
+++ b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-give-me-a-list-of-ownership-coins.md
@@ -16,6 +16,8 @@ rationale: "give me a list of ownership coins"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-thedonkey-leads-international-growth.md b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-thedonkey-leads-international-growth.md
index 340d3f409..fa6150015 100644
--- a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-thedonkey-leads-international-growth.md
+++ b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-thedonkey-leads-international-growth.md
@@ -16,6 +16,8 @@ rationale: "leads international growth for p2p.me"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-are-the-best-decision-markets-tha.md b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-are-the-best-decision-markets-tha.md
index 3ae9bc058..88c3943f9 100644
--- a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-are-the-best-decision-markets-tha.md
+++ b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-are-the-best-decision-markets-tha.md
@@ -16,6 +16,8 @@ rationale: "what are the best decision markets that have gone up on metaDAO?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-are-the-takeaways-from-this-umbr.md b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-are-the-takeaways-from-this-umbr.md
index 667a55ff4..c30b8d79b 100644
--- a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-are-the-takeaways-from-this-umbr.md
+++ b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-are-the-takeaways-from-this-umbr.md
@@ -16,6 +16,8 @@ rationale: "what are the takeaways from this $UMBRA update?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-do-you-think-of-the-ownership-coi.md b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-do-you-think-of-the-ownership-coi.md
index eb73b1549..84f14f85c 100644
--- a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-do-you-think-of-the-ownership-coi.md
+++ b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-do-you-think-of-the-ownership-coi.md
@@ -16,6 +16,8 @@ rationale: "what do you think of the ownership coin landscape. What companies wo
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-happened-to-rngr.md b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-happened-to-rngr.md
index 438cef6da..6e72aeb4a 100644
--- a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-happened-to-rngr.md
+++ b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-happened-to-rngr.md
@@ -16,6 +16,8 @@ rationale: "what happened to RNGR?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-was-the-first-project-to-raise-mo.md b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-was-the-first-project-to-raise-mo.md
index 21de5563e..bca3a3776 100644
--- a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-was-the-first-project-to-raise-mo.md
+++ b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-what-was-the-first-project-to-raise-mo.md
@@ -16,6 +16,8 @@ rationale: "what was the first project to raise money on metaDAO?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-why-did-proph3t-launch-metadao-and-how.md b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-why-did-proph3t-launch-metadao-and-how.md
index b4f56b477..7e14b376f 100644
--- a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-why-did-proph3t-launch-metadao-and-how.md
+++ b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-why-did-proph3t-launch-metadao-and-how.md
@@ -16,6 +16,8 @@ rationale: "why did proph3t launch metaDAO and how does futarchy governance work
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-why-did-proph3t-launch-metadao.md b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-why-did-proph3t-launch-metadao.md
index 04b1cc401..8577b013f 100644
--- a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-why-did-proph3t-launch-metadao.md
+++ b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-why-did-proph3t-launch-metadao.md
@@ -16,6 +16,8 @@ rationale: "why did proph3t launch metaDAO?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-you-should-be-able-to-access-this-x-ar.md b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-you-should-be-able-to-access-this-x-ar.md
index efda61f55..a0da62404 100644
--- a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-you-should-be-able-to-access-this-x-ar.md
+++ b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-futairdbot-you-should-be-able-to-access-this-x-ar.md
@@ -16,6 +16,8 @@ rationale: "You should be able to access this X article. Let me know your thoguh
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-post-see-new-posts-conversation-don-thedonkey-we.md b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-post-see-new-posts-conversation-don-thedonkey-we.md
index 02a69c0de..cbf2e4327 100644
--- a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-post-see-new-posts-conversation-don-thedonkey-we.md
+++ b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-post-see-new-posts-conversation-don-thedonkey-we.md
@@ -28,6 +28,8 @@ Brazil 45 days to lau"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-this-is-wrong-all-the-companies-that-have-launche.md b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-this-is-wrong-all-the-companies-that-have-launche.md
index 0c01b5d65..86e83ee88 100644
--- a/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-this-is-wrong-all-the-companies-that-have-launche.md
+++ b/inbox/archive/internet-finance/2026-03-30-telegram-m3taversal-this-is-wrong-all-the-companies-that-have-launche.md
@@ -16,6 +16,8 @@ rationale: "This is wrong, all the companies that have launched through metaDAO
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-03-30-tg-shared-jabranthelawyer-2038413063381246199-s-20.md b/inbox/archive/internet-finance/2026-03-30-tg-shared-jabranthelawyer-2038413063381246199-s-20.md
index 6e26f69a8..0c012b2ec 100644
--- a/inbox/archive/internet-finance/2026-03-30-tg-shared-jabranthelawyer-2038413063381246199-s-20.md
+++ b/inbox/archive/internet-finance/2026-03-30-tg-shared-jabranthelawyer-2038413063381246199-s-20.md
@@ -11,6 +11,8 @@ status: processed
 proposed_by: "@m3taversal"
 contribution_type: source-submission
 tags: ['telegram-shared', 'x-tweet', 'governance']
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 # @jabranthelawyer — Tweet/Thread
diff --git a/inbox/archive/internet-finance/2026-04-01-telegram-m3taversal-futairdbot-can-you-please-list-all-the-metadao-ow.md b/inbox/archive/internet-finance/2026-04-01-telegram-m3taversal-futairdbot-can-you-please-list-all-the-metadao-ow.md
index 2e6a49ea2..c5c64f35a 100644
--- a/inbox/archive/internet-finance/2026-04-01-telegram-m3taversal-futairdbot-can-you-please-list-all-the-metadao-ow.md
+++ b/inbox/archive/internet-finance/2026-04-01-telegram-m3taversal-futairdbot-can-you-please-list-all-the-metadao-ow.md
@@ -16,6 +16,8 @@ rationale: "can you please list all the metaDAO ownerships coins, their ticker a
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-04-01-telegram-m3taversal-futairdbot-what-are-the-ownership-coins-that-have.md b/inbox/archive/internet-finance/2026-04-01-telegram-m3taversal-futairdbot-what-are-the-ownership-coins-that-have.md
index e43d7aa9e..da833f29b 100644
--- a/inbox/archive/internet-finance/2026-04-01-telegram-m3taversal-futairdbot-what-are-the-ownership-coins-that-have.md
+++ b/inbox/archive/internet-finance/2026-04-01-telegram-m3taversal-futairdbot-what-are-the-ownership-coins-that-have.md
@@ -16,6 +16,8 @@ rationale: "what are the ownership coins that have launched through metaDAO?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-04-02-telegram-m3taversal-futairdbot-what-do-ownership-coins-do.md b/inbox/archive/internet-finance/2026-04-02-telegram-m3taversal-futairdbot-what-do-ownership-coins-do.md
index b8338aa77..bbc3d3400 100644
--- a/inbox/archive/internet-finance/2026-04-02-telegram-m3taversal-futairdbot-what-do-ownership-coins-do.md
+++ b/inbox/archive/internet-finance/2026-04-02-telegram-m3taversal-futairdbot-what-do-ownership-coins-do.md
@@ -16,6 +16,8 @@ rationale: "what do ownership coins do?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-04-02-telegram-m3taversal-what-are-the-ownership-coins-that-are-currently-tr.md b/inbox/archive/internet-finance/2026-04-02-telegram-m3taversal-what-are-the-ownership-coins-that-are-currently-tr.md
index aa607601b..383c25c57 100644
--- a/inbox/archive/internet-finance/2026-04-02-telegram-m3taversal-what-are-the-ownership-coins-that-are-currently-tr.md
+++ b/inbox/archive/internet-finance/2026-04-02-telegram-m3taversal-what-are-the-ownership-coins-that-are-currently-tr.md
@@ -16,6 +16,8 @@ rationale: "what are the ownership coins that are currently trading that launche
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-an-equally-important-piece-is-that-token-holders-h.md b/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-an-equally-important-piece-is-that-token-holders-h.md
index 343c3d8a1..4bd377940 100644
--- a/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-an-equally-important-piece-is-that-token-holders-h.md
+++ b/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-an-equally-important-piece-is-that-token-holders-h.md
@@ -16,6 +16,8 @@ rationale: "an equally important piece is that token holders have robust legal r
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-fancy-cats-that-s-wrong-where-d-you-get-that-from.md b/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-fancy-cats-that-s-wrong-where-d-you-get-that-from.md
index ca2ebf9b7..f8e4107b1 100644
--- a/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-fancy-cats-that-s-wrong-where-d-you-get-that-from.md
+++ b/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-fancy-cats-that-s-wrong-where-d-you-get-that-from.md
@@ -16,6 +16,8 @@ rationale: "Fancy cats? That’s wrong where’d you get that from"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-how-much-did-deans-list-raise-on-metadao.md b/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-how-much-did-deans-list-raise-on-metadao.md
index 8e56c7754..5d12d1721 100644
--- a/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-how-much-did-deans-list-raise-on-metadao.md
+++ b/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-how-much-did-deans-list-raise-on-metadao.md
@@ -16,6 +16,8 @@ rationale: "How much did deans list raise on metaDAO"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-https-x-com-metaproph3t-status-20399642797687439.md b/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-https-x-com-metaproph3t-status-20399642797687439.md
index 610ecf37b..8b81f0da1 100644
--- a/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-https-x-com-metaproph3t-status-20399642797687439.md
+++ b/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-https-x-com-metaproph3t-status-20399642797687439.md
@@ -16,6 +16,8 @@ rationale: "what do you think of this monthly update ?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-that-s-not-true-curated-launches-had-significantl.md b/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-that-s-not-true-curated-launches-had-significantl.md
index 6e7f1f51d..60664e9af 100644
--- a/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-that-s-not-true-curated-launches-had-significantl.md
+++ b/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-that-s-not-true-curated-launches-had-significantl.md
@@ -16,6 +16,8 @@ rationale: "that's not true, curated launches had significantly more committed t
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-what-advantage-do-a-few-target-markets-and-ownersh.md b/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-what-advantage-do-a-few-target-markets-and-ownersh.md
index 0c5567f5c..db8d3d21a 100644
--- a/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-what-advantage-do-a-few-target-markets-and-ownersh.md
+++ b/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-what-advantage-do-a-few-target-markets-and-ownersh.md
@@ -16,6 +16,8 @@ rationale: "What advantage do a few target markets and ownership coins give to A
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-what-are-the-companies-that-have-launched-through.md b/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-what-are-the-companies-that-have-launched-through.md
index 57712e07c..521b34cbc 100644
--- a/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-what-are-the-companies-that-have-launched-through.md
+++ b/inbox/archive/internet-finance/2026-04-03-telegram-m3taversal-what-are-the-companies-that-have-launched-through.md
@@ -16,6 +16,8 @@ rationale: "What are the companies that have launched through MetaDAO?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-04-03-tg-shared-metaproph3t-2039964279768743983-s-20.md b/inbox/archive/internet-finance/2026-04-03-tg-shared-metaproph3t-2039964279768743983-s-20.md
index 46b32fe39..944fbfd1e 100644
--- a/inbox/archive/internet-finance/2026-04-03-tg-shared-metaproph3t-2039964279768743983-s-20.md
+++ b/inbox/archive/internet-finance/2026-04-03-tg-shared-metaproph3t-2039964279768743983-s-20.md
@@ -14,6 +14,8 @@ proposed_by: "@m3taversal"
 contribution_type: source-submission
 tags: ['telegram-shared', 'x-tweet', 'futarchy', 'ownership-coins', 'defi', 'governance', 'market-analysis']
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 # @metaproph3t — Tweet/Thread
diff --git a/inbox/archive/internet-finance/2026-04-05-dlnews-clarity-act-risk-coinbase-trust-charter.md b/inbox/archive/internet-finance/2026-04-05-dlnews-clarity-act-risk-coinbase-trust-charter.md
index 3c9f35a3b..4a25dc0a7 100644
--- a/inbox/archive/internet-finance/2026-04-05-dlnews-clarity-act-risk-coinbase-trust-charter.md
+++ b/inbox/archive/internet-finance/2026-04-05-dlnews-clarity-act-risk-coinbase-trust-charter.md
@@ -13,6 +13,8 @@ processed_date: 2026-04-07
 priority: high
 tags: [regulation, clarity-act, stablecoins, coinbase, trust-charter, securities, tokenized-assets]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "national-trust-charters-enable-crypto-exchanges-to-bypass-congressional-gridlock-through-federal-banking-infrastructure"
 ---
 
 ## Content
diff --git a/inbox/archive/internet-finance/2026-04-05-telegram-m3taversal-futairdbot-do-yo-ubelieve-that-metadao-launches-a.md b/inbox/archive/internet-finance/2026-04-05-telegram-m3taversal-futairdbot-do-yo-ubelieve-that-metadao-launches-a.md
index 5e207651d..6ef0a93fb 100644
--- a/inbox/archive/internet-finance/2026-04-05-telegram-m3taversal-futairdbot-do-yo-ubelieve-that-metadao-launches-a.md
+++ b/inbox/archive/internet-finance/2026-04-05-telegram-m3taversal-futairdbot-do-yo-ubelieve-that-metadao-launches-a.md
@@ -16,6 +16,8 @@ rationale: "do yo ubelieve that metaDAO launches are securities"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-04-05-telegram-m3taversal-futairdbot-what-are-the-biggest-threats-to-metada.md b/inbox/archive/internet-finance/2026-04-05-telegram-m3taversal-futairdbot-what-are-the-biggest-threats-to-metada.md
index 91a97eb63..f75e6a18c 100644
--- a/inbox/archive/internet-finance/2026-04-05-telegram-m3taversal-futairdbot-what-are-the-biggest-threats-to-metada.md
+++ b/inbox/archive/internet-finance/2026-04-05-telegram-m3taversal-futairdbot-what-are-the-biggest-threats-to-metada.md
@@ -16,6 +16,8 @@ rationale: "what are the biggest threats to metaDAO / risks in investing? answer
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-04-05-telegram-m3taversal-futairdbot-why-do-you-believe-metadao-will-be-abl.md b/inbox/archive/internet-finance/2026-04-05-telegram-m3taversal-futairdbot-why-do-you-believe-metadao-will-be-abl.md
index bfcbe2540..8045938c7 100644
--- a/inbox/archive/internet-finance/2026-04-05-telegram-m3taversal-futairdbot-why-do-you-believe-metadao-will-be-abl.md
+++ b/inbox/archive/internet-finance/2026-04-05-telegram-m3taversal-futairdbot-why-do-you-believe-metadao-will-be-abl.md
@@ -16,6 +16,8 @@ rationale: "why do you believe metaDAO will be able to scale"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-04-05-telegram-m3taversal-this-information-is-out-of-date-please-pull-lates.md b/inbox/archive/internet-finance/2026-04-05-telegram-m3taversal-this-information-is-out-of-date-please-pull-lates.md
index 700f9bf60..a55f67661 100644
--- a/inbox/archive/internet-finance/2026-04-05-telegram-m3taversal-this-information-is-out-of-date-please-pull-lates.md
+++ b/inbox/archive/internet-finance/2026-04-05-telegram-m3taversal-this-information-is-out-of-date-please-pull-lates.md
@@ -16,6 +16,8 @@ rationale: "this information is out of date. please pull latest numbers out of t
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-04-05-tg-shared-metaproph3t-2039964279768743983-s-20.md b/inbox/archive/internet-finance/2026-04-05-tg-shared-metaproph3t-2039964279768743983-s-20.md
index 50d6085ac..f6bdc8f92 100644
--- a/inbox/archive/internet-finance/2026-04-05-tg-shared-metaproph3t-2039964279768743983-s-20.md
+++ b/inbox/archive/internet-finance/2026-04-05-tg-shared-metaproph3t-2039964279768743983-s-20.md
@@ -14,6 +14,8 @@ proposed_by: "@m3taversal"
 contribution_type: source-submission
 tags: ['telegram-shared', 'x-tweet', 'futarchy', 'ownership-coins', 'defi', 'governance', 'market-analysis']
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 # @metaproph3t — Tweet/Thread
diff --git a/inbox/archive/internet-finance/2026-04-11-hanson-decision-selection-bias-partial-rebuttal.md b/inbox/archive/internet-finance/2026-04-11-hanson-decision-selection-bias-partial-rebuttal.md
index f31f055a7..e3b467556 100644
--- a/inbox/archive/internet-finance/2026-04-11-hanson-decision-selection-bias-partial-rebuttal.md
+++ b/inbox/archive/internet-finance/2026-04-11-hanson-decision-selection-bias-partial-rebuttal.md
@@ -13,6 +13,8 @@ processed_date: 2026-04-11
 priority: medium
 tags: [futarchy, hanson, decision-markets, selection-bias, causal-inference, mechanism-design]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "hanson-decision-selection-bias-partial-solution-requires-decision-maker-trading-and-random-rejection"
 ---
 
 ## Content
diff --git a/inbox/archive/internet-finance/2026-04-11-metadao-futardio-platform-stats-bifurcation.md b/inbox/archive/internet-finance/2026-04-11-metadao-futardio-platform-stats-bifurcation.md
index d7ea82269..b213a197f 100644
--- a/inbox/archive/internet-finance/2026-04-11-metadao-futardio-platform-stats-bifurcation.md
+++ b/inbox/archive/internet-finance/2026-04-11-metadao-futardio-platform-stats-bifurcation.md
@@ -13,6 +13,8 @@ processed_date: 2026-04-11
 priority: medium
 tags: [metadao, futardio, futarchy, solana, platform-stats, mechanism-design]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"
 ---
 
 ## Content
diff --git a/inbox/archive/internet-finance/2026-04-12-telegram-m3taversal-futairdbot-what-are-the-advantages-and-disadvanta.md b/inbox/archive/internet-finance/2026-04-12-telegram-m3taversal-futairdbot-what-are-the-advantages-and-disadvanta.md
index d34975a63..1768bb067 100644
--- a/inbox/archive/internet-finance/2026-04-12-telegram-m3taversal-futairdbot-what-are-the-advantages-and-disadvanta.md
+++ b/inbox/archive/internet-finance/2026-04-12-telegram-m3taversal-futairdbot-what-are-the-advantages-and-disadvanta.md
@@ -16,6 +16,8 @@ rationale: "what are the advantages and disadvantages of raising capital on meta
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-04-12-telegram-m3taversal-futairdbot-what-are-the-main-takeawys-from-the-p2.md b/inbox/archive/internet-finance/2026-04-12-telegram-m3taversal-futairdbot-what-are-the-main-takeawys-from-the-p2.md
index e2ea99f56..af9a0efe9 100644
--- a/inbox/archive/internet-finance/2026-04-12-telegram-m3taversal-futairdbot-what-are-the-main-takeawys-from-the-p2.md
+++ b/inbox/archive/internet-finance/2026-04-12-telegram-m3taversal-futairdbot-what-are-the-main-takeawys-from-the-p2.md
@@ -16,6 +16,8 @@ rationale: "what are the main takeawys from the P2p.me launch and where is P2P t
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-04-14-telegram-m3taversal-futairdbot-what-do-you-know-about-bynomo.md b/inbox/archive/internet-finance/2026-04-14-telegram-m3taversal-futairdbot-what-do-you-know-about-bynomo.md
index 71714f18d..2d7fa721e 100644
--- a/inbox/archive/internet-finance/2026-04-14-telegram-m3taversal-futairdbot-what-do-you-know-about-bynomo.md
+++ b/inbox/archive/internet-finance/2026-04-14-telegram-m3taversal-futairdbot-what-do-you-know-about-bynomo.md
@@ -16,6 +16,8 @@ rationale: "what do you know about Bynomo?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-04-14-telegram-m3taversal-its-april-now-this-launched-a-day-ago-or-sth.md b/inbox/archive/internet-finance/2026-04-14-telegram-m3taversal-its-april-now-this-launched-a-day-ago-or-sth.md
index a71664cc4..9b5424998 100644
--- a/inbox/archive/internet-finance/2026-04-14-telegram-m3taversal-its-april-now-this-launched-a-day-ago-or-sth.md
+++ b/inbox/archive/internet-finance/2026-04-14-telegram-m3taversal-its-april-now-this-launched-a-day-ago-or-sth.md
@@ -16,6 +16,8 @@ rationale: "Its april now, this launched a day ago or sth"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "permissioned-launch-curation-creates-implicit-endorsement-liability-for-futarchy-platforms"
 ---
 
 ## Conversation
diff --git a/inbox/archive/internet-finance/2026-04-17-bettorsinsider-cftc-selig-testimony.md b/inbox/archive/internet-finance/2026-04-17-bettorsinsider-cftc-selig-testimony.md
index deceba9e7..85d39da7e 100644
--- a/inbox/archive/internet-finance/2026-04-17-bettorsinsider-cftc-selig-testimony.md
+++ b/inbox/archive/internet-finance/2026-04-17-bettorsinsider-cftc-selig-testimony.md
@@ -13,6 +13,8 @@ processed_date: 2026-04-20
 priority: high
 tags: [cftc, selig, anprm, prediction-markets, congress, regulation, gaming-classification]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "cftc-gaming-classification-silence-signals-rule-40-11-structural-contradiction"
 ---
 
 ## Content
diff --git a/inbox/archive/space-development/2025-11-02-starcloud-h100-first-ai-workload-orbit.md b/inbox/archive/space-development/2025-11-02-starcloud-h100-first-ai-workload-orbit.md
index b297d924d..aa8b669e2 100644
--- a/inbox/archive/space-development/2025-11-02-starcloud-h100-first-ai-workload-orbit.md
+++ b/inbox/archive/space-development/2025-11-02-starcloud-h100-first-ai-workload-orbit.md
@@ -15,6 +15,8 @@ tags: [orbital-data-center, ODC, AI-compute, H100, Starcloud, SpaceX, rideshare,
 flagged_for_theseus: ["First AI model trained in orbit: does orbital compute change AI scaling economics or constraints? Is this the start of a new infrastructure paradigm?"]
 flagged_for_rio: ["Starcloud $1.1B valuation (March 2026): new space economy asset class forming. What is the investment thesis for orbital AI compute companies at this stage?"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal"
 ---
 
 ## Content
diff --git a/inbox/archive/space-development/2025-12-17-airandspaceforces-apex-project-shadow-golden-dome-interceptor.md b/inbox/archive/space-development/2025-12-17-airandspaceforces-apex-project-shadow-golden-dome-interceptor.md
index 70ce8ac0b..a95b373ed 100644
--- a/inbox/archive/space-development/2025-12-17-airandspaceforces-apex-project-shadow-golden-dome-interceptor.md
+++ b/inbox/archive/space-development/2025-12-17-airandspaceforces-apex-project-shadow-golden-dome-interceptor.md
@@ -13,6 +13,9 @@ processed_date: 2026-04-06
 priority: medium
 tags: [Apex-Space, Project-Shadow, Golden-Dome, interceptor, space-based-interceptor, dual-use, Aetherflux, Nova-bus, self-funded, demonstration, Space-Force, June-2026]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "satellite-bus-platforms-are-architecturally-agnostic-between-defense-and-commercial-applications-enabling-dual-use-business-models"
+- "self-funded-capability-demonstrations-before-published-requirements-signal-high-confidence-in-defense-demand-materialization"
 ---
 
 ## Content
diff --git a/inbox/archive/space-development/2026-01-11-axiom-kepler-first-odc-nodes-leo.md b/inbox/archive/space-development/2026-01-11-axiom-kepler-first-odc-nodes-leo.md
index 11374831f..8b4154b9a 100644
--- a/inbox/archive/space-development/2026-01-11-axiom-kepler-first-odc-nodes-leo.md
+++ b/inbox/archive/space-development/2026-01-11-axiom-kepler-first-odc-nodes-leo.md
@@ -14,6 +14,10 @@ priority: high
 tags: [orbital-data-center, ODC, Axiom-Space, Kepler-Communications, OISL, AI-inferencing, first-operational, LEO, small-satellite]
 flagged_for_theseus: ["AI inferencing now happening in orbit as operational (not demo) infrastructure — what are the implications for where AI compute runs at civilizational scale?"]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "sda-interoperability-standards-create-dual-use-orbital-compute-architecture-from-inception"
+- "orbital-data-centers-embedded-in-relay-networks-not-standalone-constellations"
+- "orbital-edge-compute-reached-operational-deployment-january-2026-axiom-kepler-sda-nodes"
 ---
 
 ## Content
diff --git a/inbox/archive/space-development/2026-02-12-axiom-350m-series-c-commercial-station-capital.md b/inbox/archive/space-development/2026-02-12-axiom-350m-series-c-commercial-station-capital.md
index c629b4189..53fdcae27 100644
--- a/inbox/archive/space-development/2026-02-12-axiom-350m-series-c-commercial-station-capital.md
+++ b/inbox/archive/space-development/2026-02-12-axiom-350m-series-c-commercial-station-capital.md
@@ -13,6 +13,10 @@ processed_date: 2026-04-04
 priority: high
 tags: [commercial-stations, capital-formation, axiom-space, ISS-replacement, anchor-customer]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "commercial-station-capital-concentrates-in-strongest-contender-when-anchor-customer-role-uncertain"
+- "commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030"
+- "commercial-station-programs-are-leo-only-with-no-cislunar-orbital-node-in-development"
 ---
 
 ## Content
diff --git a/inbox/archive/space-development/2026-02-xx-breakthrough-institute-odc-skepticism.md b/inbox/archive/space-development/2026-02-xx-breakthrough-institute-odc-skepticism.md
index 25523a182..02a668647 100644
--- a/inbox/archive/space-development/2026-02-xx-breakthrough-institute-odc-skepticism.md
+++ b/inbox/archive/space-development/2026-02-xx-breakthrough-institute-odc-skepticism.md
@@ -13,6 +13,9 @@ processed_date: 2026-04-14
 priority: medium
 tags: [orbital-data-centers, skepticism, radiation, cost, policy, energy-transition]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "radiation-hardening-imposes-30-50-percent-cost-premium-and-20-30-percent-performance-penalty-on-orbital-compute-hardware"
+- "orbital-data-center-hype-may-reduce-policy-pressure-for-terrestrial-energy-infrastructure-reform-by-presenting-space-as-alternative-to-permitting-and-grid-solutions"
 ---
 
 ## Content
diff --git a/inbox/archive/space-development/2026-03-XX-spacecomputer-orbital-cooling-landscape-analysis.md b/inbox/archive/space-development/2026-03-XX-spacecomputer-orbital-cooling-landscape-analysis.md
index 50fc8c448..50b1ce8c9 100644
--- a/inbox/archive/space-development/2026-03-XX-spacecomputer-orbital-cooling-landscape-analysis.md
+++ b/inbox/archive/space-development/2026-03-XX-spacecomputer-orbital-cooling-landscape-analysis.md
@@ -13,6 +13,9 @@ processed_date: 2026-04-02
 priority: high
 tags: [orbital-data-center, thermal-management, cooling, physics, engineering-analysis]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "arctic and nuclear-powered data centers solve the same power and cooling constraints as orbital compute without launch costs radiation or bandwidth limitations"
+- "aesthetic-futurism-in-deeptech-vc-kills-companies-through-narrative-shifts-not-technology-failure-because-investors-skip-engineering-arithmetic-for-vision-driven-bets"
 ---
 
 ## Content
diff --git a/inbox/archive/space-development/2026-04-02-payloadspace-axiom-station-pptm-reshuffle.md b/inbox/archive/space-development/2026-04-02-payloadspace-axiom-station-pptm-reshuffle.md
index 4562835bf..d205b32a2 100644
--- a/inbox/archive/space-development/2026-04-02-payloadspace-axiom-station-pptm-reshuffle.md
+++ b/inbox/archive/space-development/2026-04-02-payloadspace-axiom-station-pptm-reshuffle.md
@@ -13,6 +13,8 @@ processed_date: 2026-04-12
 priority: high
 tags: [commercial-stations, axiom, iss-replacement, leo, pptm, hab-one]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "commercial-station-programs-are-leo-only-with-no-cislunar-orbital-node-in-development"
 ---
 
 ## Content
diff --git a/inbox/archive/space-development/2026-04-03-mit-tech-review-four-things-data-centers-space.md b/inbox/archive/space-development/2026-04-03-mit-tech-review-four-things-data-centers-space.md
index 1ffcdb6a2..46b074e3c 100644
--- a/inbox/archive/space-development/2026-04-03-mit-tech-review-four-things-data-centers-space.md
+++ b/inbox/archive/space-development/2026-04-03-mit-tech-review-four-things-data-centers-space.md
@@ -13,6 +13,10 @@ processed_date: 2026-04-14
 priority: high
 tags: [orbital-data-centers, feasibility, debris, orbital-capacity, launch-cost, thermal-management, MIT]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "commercial-station-development-timelines-miss-iss-2030-retirement-deadline-as-of-march-2026"
+- "leo-orbital-shell-capacity-ceiling-240000-satellites-physics-constraint"
+- "commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030"
 ---
 
 ## Content
diff --git a/inbox/archive/space-development/2026-04-13-lunar-outpost-lunar-dawn-ltv-single-provider.md b/inbox/archive/space-development/2026-04-13-lunar-outpost-lunar-dawn-ltv-single-provider.md
index cc9365e0a..283bc2ca1 100644
--- a/inbox/archive/space-development/2026-04-13-lunar-outpost-lunar-dawn-ltv-single-provider.md
+++ b/inbox/archive/space-development/2026-04-13-lunar-outpost-lunar-dawn-ltv-single-provider.md
@@ -13,6 +13,8 @@ processed_date: 2026-04-13
 priority: medium
 tags: [LTV, NASA, lunar-terrain-vehicle, Lunar-Outpost, Lockheed-Martin, GM, Goodyear, MDA-Space, Artemis, Project-Ignition]
 extraction_model: "anthropic/claude-sonnet-4.5"
+claims_extracted:
+- "single-provider-ltv-selection-creates-artemis-program-concentration-risk"
 ---
 
 ## Content
diff --git a/ops/link-sources-claims.py b/ops/link-sources-claims.py
new file mode 100644
index 000000000..bbd0352bf
--- /dev/null
+++ b/ops/link-sources-claims.py
@@ -0,0 +1,462 @@
+#!/usr/bin/env python3
+"""
+Bidirectional source↔claim linker.
+
+Phase 1: Build index from sources that already have claims_extracted
+Phase 2: For sources WITHOUT claims_extracted, fuzzy-match via claim source: field
+Phase 3: Write sourced_from: into claim frontmatter (reverse link)
+Phase 4: Backfill claims_extracted: into source frontmatter (forward link)
+
+Usage:
+  python3 link-sources-claims.py --dry-run    # report what would change
+  python3 link-sources-claims.py --apply       # write changes
+  python3 link-sources-claims.py --validate    # test against known-good pairs
+"""
+
+import os
+import re
+import sys
+import yaml
+import glob
+from pathlib import Path
+from collections import defaultdict
+from difflib import SequenceMatcher
+
+CODEX = Path("/Users/coryabdalla/Pentagon/teleo-codex")
+ARCHIVE = CODEX / "inbox" / "archive"
+DOMAINS = CODEX / "domains"
+NULLRESULT = CODEX / "inbox" / "null-result"
+
+def parse_frontmatter(filepath):
+    """Extract YAML frontmatter from a markdown file."""
+    try:
+        text = filepath.read_text(encoding="utf-8")
+    except Exception:
+        return None, None
+    if not text.startswith("---"):
+        return None, text
+    parts = text.split("---", 2)
+    if len(parts) < 3:
+        return None, text
+    try:
+        fm = yaml.safe_load(parts[1])
+        body = parts[2]
+        return fm, body
+    except (yaml.YAMLError, ValueError, TypeError):
+        return None, text
+
+def slugify(title):
+    """Convert a claim title to its likely filename slug."""
+    s = title.lower().strip()
+    s = re.sub(r'[^\w\s-]', '', s)
+    s = re.sub(r'[\s_]+', '-', s)
+    s = re.sub(r'-+', '-', s)
+    return s.strip('-')
+
+def title_to_slug_variants(title):
+    """Generate filename variants for matching."""
+    base = slugify(title)
+    variants = [base, base + ".md"]
+    # Also try without common trailing words
+    return variants
+
+def normalize_for_match(s):
+    """Normalize string for fuzzy matching."""
+    s = s.lower().strip()
+    s = re.sub(r'[^\w\s]', '', s)
+    s = re.sub(r'\s+', ' ', s)
+    return s
+
+def load_all_sources():
+    """Load all source files with their metadata."""
+    sources = {}
+    for pattern in [
+        str(ARCHIVE / "**" / "*.md"),
+        str(CODEX / "inbox" / "*.md"),
+    ]:
+        for filepath in glob.glob(pattern, recursive=True):
+            p = Path(filepath)
+            fm, body = parse_frontmatter(p)
+            if fm is None:
+                continue
+            rel = p.relative_to(CODEX)
+            ce = fm.get("claims_extracted", [])
+            if not isinstance(ce, list):
+                ce = []
+            sources[str(rel)] = {
+                "path": p,
+                "rel": str(rel),
+                "fm": fm,
+                "body": body or "",
+                "title": str(fm.get("title", "")),
+                "author": str(fm.get("author", "")),
+                "url": str(fm.get("url", "")),
+                "domain": str(fm.get("domain", "")),
+                "claims_extracted": ce,
+                "status": str(fm.get("status", "")),
+            }
+    return sources
+
+def load_all_claims():
+    """Load all claim files with their metadata."""
+    claims = {}
+    for filepath in glob.glob(str(DOMAINS / "**" / "*.md"), recursive=True):
+        p = Path(filepath)
+        if p.name.startswith("_") or p.name.startswith("divergence-"):
+            continue
+        fm, body = parse_frontmatter(p)
+        if fm is None:
+            continue
+        if fm.get("type") != "claim":
+            continue
+        rel = p.relative_to(CODEX)
+        claims[str(rel)] = {
+            "path": p,
+            "rel": str(rel),
+            "fm": fm,
+            "body": body or "",
+            "title": p.stem,
+            "source_field": fm.get("source", ""),
+            "domain": fm.get("domain", ""),
+            "sourced_from": fm.get("sourced_from", []) or [],
+        }
+    return claims
+
+def build_known_index(sources, claims):
+    """Build index from sources that already have claims_extracted."""
+    # Map claim title slugs to claim paths
+    claim_by_slug = {}
+    for cpath, claim in claims.items():
+        slug = claim["title"]
+        claim_by_slug[slug] = cpath
+        # Also index without .md
+        if slug.endswith(".md"):
+            claim_by_slug[slug[:-3]] = cpath
+
+    known_links = {}  # claim_path -> [source_rel_path]
+    unresolved = []
+
+    for spath, source in sources.items():
+        for claim_ref in source["claims_extracted"]:
+            # claim_ref might be a title string or a filename
+            ref_slug = slugify(claim_ref.rstrip(".md"))
+            matched = None
+            # Try exact slug match
+            if ref_slug in claim_by_slug:
+                matched = claim_by_slug[ref_slug]
+            elif ref_slug + ".md" in claim_by_slug:
+                matched = claim_by_slug[ref_slug + ".md"]
+            else:
+                # Fuzzy match against claim filenames
+                best_score = 0
+                best_match = None
+                ref_norm = normalize_for_match(claim_ref)
+                for cslug, cpath in claim_by_slug.items():
+                    cslug_norm = normalize_for_match(cslug)
+                    score = SequenceMatcher(None, ref_norm, cslug_norm).ratio()
+                    if score > best_score:
+                        best_score = score
+                        best_match = cpath
+                if best_score >= 0.85:
+                    matched = best_match
+
+            if matched:
+                if matched not in known_links:
+                    known_links[matched] = []
+                known_links[matched].append(spath)
+            else:
+                unresolved.append((spath, claim_ref))
+
+    return known_links, unresolved, claim_by_slug
+
+def match_unlinked_sources(sources, claims, claim_by_slug):
+    """For sources without claims_extracted, try to match via claim source: field."""
+    unlinked_sources = {k: v for k, v in sources.items()
+                        if not v["claims_extracted"] and v["status"] in ("processed", "enrichment")}
+
+    # Build author last-name index for sources
+    # Key: normalized last name or handle -> [source paths]
+    author_index = defaultdict(list)
+    for spath, source in unlinked_sources.items():
+        author = source.get("author", "")
+        if not author:
+            continue
+        # Extract meaningful name parts (last names, handles)
+        for part in re.split(r'[,;&()\[\]]', author):
+            part = part.strip().strip('"').strip("'")
+            words = part.split()
+            for w in words:
+                w_clean = re.sub(r'[^\w]', '', w).lower()
+                if len(w_clean) >= 4 and w_clean not in (
+                    "analysis", "research", "report", "paper", "journal",
+                    "multiple", "authors", "various", "company", "team",
+                    "university", "institute", "foundation", "network",
+                    "open", "source", "national", "international",
+                ):
+                    author_index[w_clean].append(spath)
+
+    inferred_forward = defaultdict(list)  # source_path -> [match dicts]
+    inferred_reverse = defaultdict(list)  # claim_path -> [match dicts]
+
+    for cpath, claim in claims.items():
+        source_field = str(claim.get("source_field", ""))
+        if not source_field:
+            continue
+
+        source_field_norm = normalize_for_match(source_field)
+        claim_domain = claim.get("domain", "")
+
+        # Find candidate sources by author mention in source field
+        candidates = set()
+        for author_key, spaths in author_index.items():
+            if author_key in source_field_norm:
+                candidates.update(spaths)
+
+        # Also check domain-matched sources (but require stronger evidence)
+        for spath, source in unlinked_sources.items():
+            if source.get("domain") == claim_domain and spath not in candidates:
+                candidates.add(spath)
+
+        for spath in candidates:
+            source = unlinked_sources[spath]
+            score = 0
+            reasons = []
+
+            author = source.get("author", "")
+            title = source.get("title", "")
+            s_domain = source.get("domain", "")
+
+            # Strong signal: author last name in claim's source field
+            author_matched = False
+            if author:
+                # Extract significant name parts
+                name_parts = []
+                for part in re.split(r'[,;&()\[\]]', author):
+                    part = part.strip().strip('"').strip("'")
+                    words = part.split()
+                    for w in words:
+                        w_clean = re.sub(r'[^\w]', '', w).lower()
+                        if len(w_clean) >= 4:
+                            name_parts.append(w_clean)
+
+                matched_names = [n for n in name_parts if n in source_field_norm]
+                if matched_names:
+                    author_matched = True
+                    score += 0.4
+                    reasons.append(f"author:{','.join(matched_names[:2])}")
+
+            # Strong signal: source title keywords in claim's source field
+            title_matched = False
+            if title:
+                title_words = [w for w in normalize_for_match(title).split()
+                              if len(w) >= 5 and w not in (
+                                  "about", "their", "these", "those", "which",
+                                  "would", "could", "should", "being", "having",
+                                  "through", "between", "during", "before", "after",
+                              )]
+                if title_words:
+                    hits = sum(1 for w in title_words if w in source_field_norm)
+                    ratio = hits / len(title_words)
+                    if ratio >= 0.4:
+                        title_matched = True
+                        score += ratio * 0.5
+                        reasons.append(f"title:{ratio:.0%}({hits}/{len(title_words)})")
+
+            # Require BOTH author AND title match
+            # Author alone is too noisy (one author has many sources)
+            # Domain alone adds nothing meaningful
+            if not (author_matched and title_matched):
+                continue
+
+            if score >= 0.6:
+                match_info = {
+                    "claim_path": cpath,
+                    "claim_title": claim["title"],
+                    "source_path": spath,
+                    "score": score,
+                    "reasons": reasons,
+                }
+                inferred_forward[spath].append(match_info)
+                inferred_reverse[cpath].append(match_info)
+
+    return dict(inferred_forward), dict(inferred_reverse)
+
+def write_sourced_from(claim_path, source_paths, dry_run=True):
+    """Add sourced_from: field to claim frontmatter."""
+    p = Path(claim_path) if not isinstance(claim_path, Path) else claim_path
+    if not p.is_absolute():
+        p = CODEX / p
+    text = p.read_text(encoding="utf-8")
+
+    if "sourced_from:" in text:
+        return False  # already has it
+
+    # Insert sourced_from after source: line
+    lines = text.split("\n")
+    insert_idx = None
+    in_frontmatter = False
+    for i, line in enumerate(lines):
+        if line.strip() == "---":
+            if not in_frontmatter:
+                in_frontmatter = True
+                continue
+            else:
+                # End of frontmatter — insert before closing ---
+                insert_idx = i
+                break
+        if in_frontmatter and line.startswith("source:"):
+            insert_idx = i + 1
+            # Skip any continuation lines
+            while insert_idx < len(lines) and lines[insert_idx].startswith("  "):
+                insert_idx += 1
+
+    if insert_idx is None:
+        return False
+
+    # Build sourced_from block
+    sf_lines = ["sourced_from:"]
+    for sp in source_paths:
+        sf_lines.append(f"- {sp}")
+
+    lines[insert_idx:insert_idx] = sf_lines
+
+    if not dry_run:
+        p.write_text("\n".join(lines), encoding="utf-8")
+
+    return True
+
+def write_claims_extracted(source_path, claim_titles, dry_run=True):
+    """Add claims_extracted: field to source frontmatter."""
+    p = Path(source_path) if not isinstance(source_path, Path) else source_path
+    if not p.is_absolute():
+        p = CODEX / p
+    text = p.read_text(encoding="utf-8")
+
+    if "claims_extracted:" in text:
+        return False  # already has it
+
+    lines = text.split("\n")
+    insert_idx = None
+    in_frontmatter = False
+    for i, line in enumerate(lines):
+        if line.strip() == "---":
+            if not in_frontmatter:
+                in_frontmatter = True
+                continue
+            else:
+                insert_idx = i
+                break
+
+    if insert_idx is None:
+        return False
+
+    ce_lines = ["claims_extracted:"]
+    for title in claim_titles:
+        safe_title = title.replace('"', '\\"')
+        ce_lines.append(f'- "{safe_title}"')
+
+    lines[insert_idx:insert_idx] = ce_lines
+
+    if not dry_run:
+        p.write_text("\n".join(lines), encoding="utf-8")
+
+    return True
+
+def main():
+    mode = sys.argv[1] if len(sys.argv) > 1 else "--dry-run"
+
+    print("Loading sources...")
+    sources = load_all_sources()
+    print(f"  {len(sources)} source files")
+
+    print("Loading claims...")
+    claims = load_all_claims()
+    print(f"  {len(claims)} claim files")
+
+    print("\nPhase 1: Building known index from claims_extracted...")
+    known_links, unresolved, claim_by_slug = build_known_index(sources, claims)
+    print(f"  {len(known_links)} claims linked to sources via claims_extracted")
+    print(f"  {len(unresolved)} unresolved references in claims_extracted")
+
+    if mode == "--validate":
+        print("\n=== VALIDATION MODE ===")
+        print(f"Known links: {len(known_links)} claims -> sources")
+        for cpath, spaths in sorted(known_links.items())[:20]:
+            print(f"  {Path(cpath).stem[:60]}...")
+            for sp in spaths:
+                print(f"    <- {sp}")
+        print(f"\nUnresolved ({len(unresolved)}):")
+        for spath, ref in unresolved[:20]:
+            print(f"  {Path(spath).stem[:40]}: {ref[:60]}")
+        return
+
+    print("\nPhase 2: Matching unlinked sources via claim source: field...")
+    inferred_fwd, inferred_rev = match_unlinked_sources(sources, claims, claim_by_slug)
+    print(f"  {len(inferred_fwd)} sources matched to claims")
+    print(f"  {len(inferred_rev)} claims matched to sources")
+
+    # Merge known + inferred reverse links
+    all_reverse = defaultdict(list)
+    for cpath, spaths in known_links.items():
+        all_reverse[cpath].extend(spaths)
+    for cpath, matches in inferred_rev.items():
+        for m in matches:
+            if m["source_path"] not in all_reverse[cpath]:
+                all_reverse[cpath].append(m["source_path"])
+
+    # Merge known + inferred forward links
+    all_forward = defaultdict(list)
+    for spath, source in sources.items():
+        for claim_ref in source["claims_extracted"]:
+            ref_slug = slugify(claim_ref.rstrip(".md"))
+            if ref_slug in claim_by_slug:
+                all_forward[spath].append(claims[claim_by_slug[ref_slug]]["title"])
+    for spath, matches in inferred_fwd.items():
+        for m in matches:
+            title = m["claim_title"]
+            if title not in all_forward[spath]:
+                all_forward[spath].append(title)
+
+    print(f"\nTotal: {len(all_reverse)} claims with source links")
+    print(f"Total: {len(all_forward)} sources with claim links")
+
+    if mode == "--dry-run":
+        print("\n=== DRY RUN — no files modified ===")
+        print(f"\nWould write sourced_from: to {len(all_reverse)} claim files")
+        print(f"Would write claims_extracted: to {len([k for k in all_forward if k not in {s for s in sources if sources[s]['claims_extracted']}])} source files")
+
+        # Show samples
+        print("\nSample reverse links (claim -> source):")
+        for cpath, spaths in sorted(all_reverse.items())[:10]:
+            print(f"  {Path(cpath).stem[:60]}")
+            for sp in spaths:
+                print(f"    <- {sp}")
+
+        print("\nSample inferred forward links (source -> claims):")
+        for spath, matches in sorted(inferred_fwd.items())[:10]:
+            print(f"  {Path(spath).stem[:50]} (score={matches[0]['score']:.2f})")
+            for m in matches[:3]:
+                print(f"    -> {m['claim_title'][:60]} ({', '.join(m['reasons'])})")
+
+    elif mode == "--apply":
+        print("\n=== APPLYING CHANGES ===")
+
+        # Write sourced_from to claims
+        wrote_reverse = 0
+        for cpath, spaths in all_reverse.items():
+            if write_sourced_from(cpath, spaths, dry_run=False):
+                wrote_reverse += 1
+
+        # Write claims_extracted to sources (only unlinked ones)
+        wrote_forward = 0
+        for spath, titles in all_forward.items():
+            if sources[spath]["claims_extracted"]:
+                continue  # already has it
+            if write_claims_extracted(spath, titles, dry_run=False):
+                wrote_forward += 1
+
+        print(f"  Wrote sourced_from: to {wrote_reverse} claims")
+        print(f"  Wrote claims_extracted: to {wrote_forward} sources")
+
+if __name__ == "__main__":
+    main()