domains/entertainment/GenAI adoption in entertainment will be gated by consumer acceptance not technology capability.md

@@ -51,6 +51,12 @@ Sora standalone app achieved 12 million downloads but retention below 8% at day
 
 EU AI Act Article 50 (effective August 2026) creates a creative content exemption that means entertainment's authenticity premium will be market-driven rather than regulation-driven. While AI-generated news/marketing must be labeled, 'evidently artistic, creative, satirical, or fictional' content requires only minimal disclosure. This regulatory asymmetry confirms that consumer preference, not regulatory mandate, remains the binding constraint for AI adoption in entertainment.
 
+
+### Additional Evidence (confirm)
+*Source: [[2025-06-18-arxiv-fanfiction-age-of-ai]] | Added: 2026-03-18*
+
+Academic survey of fanfiction communities shows 66% would decrease interest in reading AI-generated stories, 43% actively oppose AI integration, and 72% report negative reaction to discovering undisclosed AI usage. 84.7% believe AI cannot replicate emotional nuances. These are overwhelming rejection rates that persist despite AI quality improvements.
+
 ---
 
 Relevant Notes:

domains/entertainment/community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md

@@ -37,6 +37,12 @@ This advantage compounds with the scarcity economics documented in the media att
 - **Human-made premium unquantified**: The underlying premium itself is still emerging and not yet measured
 - **Selection bias risk**: Communities may form preferentially around human-created content for reasons other than provenance (quality, cultural resonance), confounding causality
 
+
+### Additional Evidence (extend)
+*Source: [[2025-06-18-arxiv-fanfiction-age-of-ai]] | Added: 2026-03-18*
+
+Fanfiction communities demonstrate that provenance verification is not just about authenticity but about community participation: members evaluate through 'evidence of author engagement with source material' and value the craft-development journey. 68.6% expressed ethical concerns about unauthorized scraping of fan works for AI training, viewing it as appropriation of unpaid creative labor within gift-economy communities. This extends the provenance advantage: community-owned IP has both inherent provenance AND community investment in protecting that provenance.
+
 ---
 
 Relevant Notes:

domains/entertainment/consumer definition of quality is fluid and revealed through preference not fixed by production value.md

@@ -31,6 +31,12 @@ The 2026 emergence of 'human-made' as a premium market label provides concrete e
 
 The 2026 benchmark shows AI video quality (hand anatomy, lip-sync) has crossed the threshold where technical tells are no longer visible, yet consumer adoption remains low (Sora <8% D30 retention). This suggests that once quality becomes indistinguishable, the preference signal shifts to factors other than production value — likely authenticity, provenance, or use case fit rather than visual fidelity.
 
+
+### Additional Evidence (extend)
+*Source: [[2025-06-18-arxiv-fanfiction-age-of-ai]] | Added: 2026-03-18*
+
+Fanfiction communities reveal that quality is not just fluid but RELATIONAL: embedded in community values and social context. Members evaluate through emotional depth, character consistency, and evidence of author engagement—criteria that are inherently social. A technically competent AI story may be deemed 'low quality' if it lacks authentic voice. This means quality definitions can be structurally incompatible with AI-generated content regardless of technical capability.
+
 ---
 
 Relevant Notes:

domains/entertainment/consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable.md

@@ -35,6 +35,12 @@ The data is specific to creator content and may not generalize to all entertainm
 
 Deloitte 2024 Connected Consumer Survey found nearly 70% of respondents are concerned AI-generated content will be used to deceive them. Approximately half of consumers now believe they can recognize AI-written content, with many disengaging when brands appear to rely heavily on it in emotionally meaningful contexts.
 
+
+### Additional Evidence (confirm)
+*Source: [[2025-06-18-arxiv-fanfiction-age-of-ai]] | Added: 2026-03-18*
+
+Fanfiction community data shows rejection is VALUES-based not quality-based: 92% agree 'fanfiction is a space for human creativity' and 86% insist on AI disclosure. 58% feel 'deceived' by undisclosed AI usage. The authenticity signal (human authorship) is the primary quality criterion, making technical improvements irrelevant to acceptance.
+
 ---
 
 Relevant Notes:

domains/health/SDOH interventions show strong ROI but adoption stalls because Z-code documentation remains below 3 percent and no operational infrastructure connects screening to action.md

@@ -23,6 +23,18 @@ The near-term trajectory: mandatory outpatient screening by 2026, Z-code adoptio
 
 The Commonwealth Fund's 2024 international comparison provides quantified evidence of the population-level cost of not operationalizing SDOH interventions at scale. The US ranks second-worst on equity (9th of 10 countries) and last on health outcomes (10th of 10), with the highest healthcare spending (>16% of GDP). This outcome gap relative to peer nations with lower spending demonstrates the opportunity cost of the US healthcare system's failure to systematically address social determinants. Countries with better equity and access outcomes (Australia, Netherlands) achieve superior population health despite similar or lower clinical quality and lower spending ratios. The international comparison quantifies what the SDOH adoption gap costs: the US achieves worst population health outcomes among wealthy peer nations despite world-class clinical care, suggesting that the 3% Z-code documentation rate represents billions in foregone health gains.
 
+
+### Additional Evidence (challenge)
+*Source: [[2025-04-07-tufts-health-affairs-medically-tailored-meals-50-states]] | Added: 2026-03-18*
+
+The JAMA Internal Medicine 2024 RCT testing intensive food-as-medicine intervention (10 meals/week + education + coaching for 1 year) found NO significant difference in HbA1c, hospitalization, ED use, or total claims between treatment and control groups. This challenges the assumption that SDOH interventions produce strong ROI—the RCT evidence shows null clinical outcomes despite addressing food insecurity directly.
+
+
+### Additional Evidence (extend)
+*Source: [[2025-09-01-lancet-public-health-social-prescribing-england-national-rollout]] | Added: 2026-03-18*
+
+England's social prescribing provides international counterpoint: 1.3M annual referrals with 3,300 link workers represents the operational infrastructure that US SDOH interventions lack. However, UK achieved scale without evidence quality - 15 of 17 economic studies were uncontrolled, 38% attrition, SROI ratios of £1.17-£7.08 but ROI only 0.11-0.43. This suggests infrastructure alone is insufficient without measurement systems.
+
 ---
 
 Relevant Notes:

domains/health/federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings.md

@@ -45,6 +45,12 @@ The claim that budget scoring "systematically" undervalues prevention requires e
 
 The CBO vs. ASPE divergence on Medicare GLP-1 coverage provides concrete evidence: CBO projects $35B in additional spending (2026-2034) using budget scoring methodology, while ASPE projects net savings of $715M over 10 years using clinical economics methodology that includes downstream event avoidance. The $35.7B gap between these estimates demonstrates how budget scoring rules structurally disadvantage preventive interventions. CBO uses conservative uptake assumptions and doesn't fully count avoided hospitalizations and disease progression within the 10-year window, while ASPE includes 38,950 CV events avoided and 6,180 deaths avoided. Both are technically correct but answer different questions—budget impact vs. clinical economics.
 
+
+### Additional Evidence (challenge)
+*Source: [[2025-01-01-gimm-hoffman-chw-rct-scoping-review]] | Added: 2026-03-18*
+
+IMPaCT's $2.47 Medicaid ROI within the same fiscal year demonstrates that at least one category of preventive intervention (CHW programs) generates returns fast enough to be captured within annual budget cycles, not just 10-year windows. This suggests the scoring methodology problem may be less severe for interventions with rapid return profiles.
+
 ---
 
 Relevant Notes:

domains/health/medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm.md

@@ -47,6 +47,12 @@ The NHS paradox—ranking 3rd overall while having catastrophic specialty access
 
 WHO's three-pillar framework for GLP-1 obesity treatment explicitly positions medication as one component within a comprehensive approach requiring healthy diets, physical activity, professional support, and population-level policies. WHO states obesity is a 'societal challenge requiring multisectoral action — not just individual medical treatment.' This institutional positioning from the global health authority confirms that pharmaceutical intervention alone cannot address health outcomes driven by behavioral and social factors.
 
+
+### Additional Evidence (extend)
+*Source: [[2025-04-07-tufts-health-affairs-medically-tailored-meals-50-states]] | Added: 2026-03-18*
+
+While social determinants predict health outcomes in observational studies, RCT evidence from food-as-medicine interventions shows that directly addressing social determinants (food insecurity) does not automatically improve clinical outcomes. The AHA 2025 systematic review of 14 US RCTs found Food Is Medicine programs improve diet quality and food security but "impact on clinical outcomes was inconsistent and often failed to reach statistical significance." This suggests the causal pathway from social determinants to health is more complex than simple resource provision.
+
 ---
 
 Relevant Notes:

domains/health/social isolation costs Medicare 7 billion annually and carries mortality risk equivalent to smoking 15 cigarettes per day making loneliness a clinical condition not a personal problem.md

@@ -29,6 +29,12 @@ Japan's LTCI system addresses the care infrastructure gap that the US relies on
 
 Caregivers themselves become socially isolated as a direct consequence of caregiving responsibilities. With 63 million Americans providing an average 18 hours/week of unpaid care, and more than 13 million struggling to care for their own health, the caregiving role creates a structural pathway to social isolation. This compounds the $7B Medicare cost: not only are isolated elderly people costly, but the caregiving system creates new isolated individuals from the working-age population.
 
+
+### Additional Evidence (confirm)
+*Source: [[2025-09-01-lancet-public-health-social-prescribing-england-national-rollout]] | Added: 2026-03-18*
+
+England's social prescribing explicitly targets social isolation through link workers connecting patients to community resources. 60% of patients were female, 23% ethnic minorities, with deprived area representation increasing from 23% to 42% (2017-2023). Service refusal declined from 22% to 12%, suggesting acceptability. However, researchers note rollout 'has NOT been sufficiently targeted at areas with highest need' despite equity gains.
+
 ---
 
 Relevant Notes:

domains/internet-finance/Polymarket vindicated prediction markets over polling in 2024 US election.md

@@ -34,6 +34,18 @@ Polymarket's 2024 election success triggered both state regulatory pushback (36
 
 Polymarket's 2024 election success has created a regulatory backlash that threatens the entire prediction market industry. As of February 2026, a circuit split has emerged with Tennessee federal court ruling for federal preemption while Nevada, Massachusetts, and Maryland courts uphold state gaming authority. 36 states filed amicus briefs opposing federal preemption, signaling coordinated resistance to prediction market expansion. The vindication of prediction markets as forecasting tools has paradoxically accelerated regulatory crackdown.
 
+
+### Additional Evidence (extend)
+*Source: [[2026-01-30-npr-kalshi-19-federal-lawsuits]] | Added: 2026-03-18*
+
+Kalshi faces 19 federal lawsuits across three categories (8 state/tribal offensive, 6 Kalshi offensive, 5 consumer class action), revealing that prediction market regulatory risk extends beyond CFTC approval to include state gambling law preemption and consumer protection litigation. Court split shows D.C. ruled election betting isn't 'gaming' while Maryland ruled Kalshi wagers constitute games, creating circuit split on federal preemption.
+
+
+### Additional Evidence (extend)
+*Source: [[2026-02-26-hklaw-prediction-market-jurisdictional-battle]] | Added: 2026-03-18*
+
+The very success of prediction markets in the 2024 election triggered the state regulatory backlash. Holland & Knight's analysis shows 50+ active cases across jurisdictions, with states arguing that the growth and visibility of platforms like Polymarket demonstrates they are operating as unlicensed gambling operations. The vindication of prediction markets as forecasting tools paradoxically increased their regulatory risk by making them visible targets for state gaming enforcement.
+
 ---
 
 Relevant Notes:

domains/internet-finance/futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires.md

@@ -70,6 +70,12 @@ Since [[Ooki DAO proved that DAOs without legal wrappers face general partnershi
 
 The securities law question may be superseded by state gaming law enforcement. Even if futarchy-governed entities pass the Howey test, they may still face state gaming commission enforcement if courts uphold state authority over prediction markets. The Tennessee ruling's broad interpretation—that any 'occurrence of events' qualifies under CEA—would encompass futarchy governance proposals, but Nevada and Massachusetts courts rejected this interpretation. The regulatory viability of futarchy may depend on Supreme Court resolution of the circuit split, not just securities law analysis.
 
+
+### Additional Evidence (challenge)
+*Source: [[2026-03-17-arizona-ag-criminal-charges-kalshi]] | Added: 2026-03-18*
+
+Arizona's criminal charges against Kalshi demonstrate that being 'not a security' does not protect prediction market operators from criminal gambling prosecution. The structural separation that defeats Howey test classification is irrelevant to state gaming laws and election betting prohibitions. Criminal charges create personal liability for executives that persists regardless of securities law analysis.
+
 ---
 
 Relevant Notes:

domains/internet-finance/polymarket-achieved-us-regulatory-legitimacy-through-qcx-acquisition-establishing-prediction-markets-as-cftc-regulated-derivatives.md

@@ -40,6 +40,18 @@ Nevada Gaming Control Board's January 2026 lawsuit against Polymarket directly c
 
 CFTC's imminent rulemaking signal in February 2026 represents the agency moving from case-by-case enforcement to comprehensive regulatory framework, attempting to establish federal primacy before courts resolve jurisdiction questions
 
+
+### Additional Evidence (challenge)
+*Source: [[2026-01-30-npr-kalshi-19-federal-lawsuits]] | Added: 2026-03-18*
+
+Consumer class action lawsuits alleging prediction markets worsen gambling addiction create political risk independent of legal outcomes. Four class-action suits seeking certification demonstrate that even if prediction markets win federal preemption arguments, the gambling addiction narrative generates political pressure that could constrain operations or invite Congressional intervention. Daniel Wallach (gaming attorney): 'They're engaging in gambling, no matter what they're trying to call it.'
+
+
+### Additional Evidence (challenge)
+*Source: [[2026-02-26-hklaw-prediction-market-jurisdictional-battle]] | Added: 2026-03-18*
+
+Polymarket's CFTC regulatory status is now under direct challenge in 50+ state enforcement actions. Nevada, Massachusetts, Maryland, Ohio, Connecticut, and New York have all brought enforcement actions arguing that sports prediction markets are state-regulated gaming, not CFTC-regulated derivatives. The Ninth Circuit denied Kalshi's stay in February 2026, and 36+ states filed amicus briefs in the Fourth Circuit opposing federal preemption. This suggests Polymarket's regulatory legitimacy through CFTC compliance may not protect it from state-level gaming enforcement.
+
 ---
 
 Relevant Notes:

domains/internet-finance/polymarket-kalshi-duopoly-emerging-as-dominant-us-prediction-market-structure-with-complementary-regulatory-models.md

@@ -32,6 +32,12 @@ The Block's observation that the prediction market space "exploded in 2025" sugg
 
 The duopoly thesis assumes regulatory barriers remain high. If CFTC streamlines prediction market licensing or if state-level gambling classification fragments the market, new entrants could disrupt the two-player structure. Additionally, if either platform faces enforcement action (Polymarket's state gambling lawsuit, for example), the duopoly could collapse to monopoly.
 
+
+### Additional Evidence (extend)
+*Source: [[2026-01-30-npr-kalshi-19-federal-lawsuits]] | Added: 2026-03-18*
+
+Kalshi litigation outcome affects competitors Robinhood, Coinbase, FanDuel, and DraftKings, all of which recently announced rival prediction market services. A Kalshi loss could shut down the entire US prediction market industry beyond Polymarket's offshore model, while a Kalshi victory establishes federal preemption precedent reshaping sports betting regulation nationally.
+
 ---
 
 Relevant Notes:

domains/space-development/SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal.md

@@ -18,6 +18,12 @@ This flywheel structure illustrates why [[proxy inertia is the most reliable pre
 
 The question for the space industry is not whether SpaceX will be dominant but whether any competitor can build a comparably integrated system before the lead becomes insurmountable. The pattern matches [[good management causes disruption because rational resource allocation systematically favors sustaining innovation over disruptive opportunities]] — incumbent launch providers are well-managed companies making rational decisions that systematically prevent them from competing with SpaceX's architecture.
 
+
+### Additional Evidence (challenge)
+*Source: [[2026-03-18-blue-origin-ng3-booster-reuse]] | Added: 2026-03-18*
+
+Blue Origin's patient capital model ($14B+ Bezos investment) produced a second operational reusable heavy-lift provider with successful booster landing on only 2nd orbital attempt (NG-2) and first reuse attempt at ~3 month turnaround (NG-3). The booster is designed for 25+ flights, approaching Falcon 9's operational reuse economics. This demonstrates that sustained capital investment without revenue pressure can produce competitive reusable launch capability, challenging the necessity of SpaceX's specific vertical integration model.
+
 ---
 
 Relevant Notes:

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

@@ -18,6 +18,12 @@ The analogy to the [[the personbyte is a fundamental quantization limit on knowl
 
 Every other space business — manufacturing, mining, refueling, habitats — is gated by power availability. This makes space power the highest-leverage investment category in the space economy: it doesn't compete with other space businesses, it enables all of them. Companies solving space power sit at the root of the dependency tree. This parallels how [[launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds]] gates access to orbit — power gates what you can do once you're there.
 
+
+### Additional Evidence (confirm)
+*Source: [[2026-03-18-astrobotic-lunagrid-power-service]] | Added: 2026-03-18*
+
+Astrobotic's LunaGrid is the first commercial attempt to solve the lunar power constraint with a power-as-a-service model. LunaGrid-Lite will demonstrate 1 kW transmission over 500m of cable in 2026-2027, with full commissioning of a 10 kW VSAT system at the lunar south pole in 2028. The $34.6M NASA contract and Honda partnership for regenerative fuel cells (to survive 14-day lunar nights) confirms that power infrastructure is the critical path for sustained lunar operations.
+
 ---
 
 Relevant Notes:

domains/space-development/reusability without rapid turnaround and minimal refurbishment does not reduce launch costs as the Space Shuttle proved over 30 years.md

@@ -17,6 +17,12 @@ The Shuttle's failure mode is a general pattern applicable beyond space: any tec
 
 SpaceX's Falcon 9 demonstrated the correct approach with booster recovery requiring minimal refurbishment, achieving 167 launches in 2025 alone — a cadence the Shuttle never approached. The Shuttle's design locked NASA into a cost structure for 30 years, demonstrating how early architectural choices compound — a direct illustration of path dependence where [[launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds]] was delayed by decades because the wrong reusability architecture was chosen.
 
+
+### Additional Evidence (extend)
+*Source: [[2026-03-18-blue-origin-ng3-booster-reuse]] | Added: 2026-03-18*
+
+Blue Origin's New Glenn booster achieved ~3 month turnaround for first reuse attempt (NG-2 Nov 2025 to NG-3 late Feb 2026), with booster designed for 25+ flights. This represents a significantly faster turnaround than Space Shuttle's multi-month refurbishment cycles, suggesting Blue Origin learned from Shuttle's operational failures.
+
 ---
 
 Relevant Notes:

entities/internet-finance/kalshi.md

@@ -45,6 +45,11 @@ CFTC-designated contract market for event-based trading. USD-denominated, KYC-re
 - **2025-XX-XX** — Positioned for retail adoption through traditional broker integration with native CFTC approval
 - **2026-02-19** — Tennessee federal court ruled in Kalshi's favor, finding sports contracts are 'swaps' under CEA exclusive jurisdiction and conflict preemption applies. Circuit split emerges as Nevada, Massachusetts, and Maryland courts rule against federal preemption.
 - **2026-02-19** — Tennessee federal court ruled in favor of Kalshi, holding that sports contracts are 'swaps' under CEA exclusive jurisdiction and conflict preemption applies because simultaneous compliance with federal and state requirements is impossible
+- **2026-01-30** — NPR reports Kalshi faces 19 federal lawsuits across three categories: 8 state/tribal offensive suits, 6 Kalshi offensive suits against state regulators, and 5 consumer class actions alleging illegal gambling service worsening addiction
+- **2025-04 to 2026-02** — Kalshi engaged in 50+ legal battles across 8+ jurisdictions over whether sports event contracts are federally preempted derivatives or state-regulated gaming, with conflicting district court rulings creating conditions for Supreme Court review
+- **2025-08-01** — Maryland District Court ruled against Kalshi in KalshiEx v. Martin, finding dual compliance with state gambling laws theoretically possible and rejecting field preemption argument (Fourth Circuit appeal No. 25-1892 pending)
+- **2026-01-09** — Tennessee Middle District Court ruled in favor of Kalshi in KalshiEx v. Orgel, finding impossibility of dual compliance and obstacle to federal objectives, creating circuit split with Maryland
+- **2026-03-17** — Arizona AG filed 20 criminal counts including illegal gambling and election wagering — first-ever criminal charges against a US prediction market platform
 ## Competitive Position
 - **Regulation-first**: Only CFTC-designated prediction market exchange. Institutional credibility.
 - **vs Polymarket**: Different market — Kalshi targets mainstream/institutional users who won't touch crypto. Polymarket targets crypto-native users who want permissionless market creation. Both grew massively post-2024 election.

entities/internet-finance/metadao.md

@@ -67,6 +67,10 @@ The futarchy governance protocol on Solana. Implements decision markets through
 - **2024-08-31** — Passed proposal to enter services agreement with Organization Technology LLC, creating US entity vehicle for paying contributors with $1.378M annualized burn rate. Entity owns no IP (all owned by MetaDAO LLC) and cannot encumber MetaDAO LLC. Agreement cancellable with 30-day notice or immediately for material breach.
 - **2024-03-19** — Colosseum proposes $250,000 OTC acquisition of META with TWAP-based pricing (market price up to $850, voided above $1,200), 20% immediate unlock and 80% 12-month linear vest. Proposal passed 2024-03-24. Includes commitment to sponsor DAO track ($50-80K prize pool) in next Solana hackathon after Renaissance at no cost to MetaDAO.
 - **2024-03-19** — Colosseum proposed $250,000 OTC acquisition of META tokens with dynamic pricing (TWAP-based up to $850, void above $1,200) and 12-month vesting structure; proposal passed 2024-03-24
+- **2026-02-07** — [[metadao-hurupay-ico-failure]] First ICO failure: Hurupay failed to reach $3M minimum, full refunds issued
+- **2026-02** — Community rejected via futarchy a $6M OTC deal offering VCs 30% discount on META tokens; rejection triggered 16% price surge
+- **2026-03-26** — P2P.me ICO scheduled, targeting $6M raise
+- **2026-02-07** — [[metadao-hurupay-ico-failure]] Failed: First ICO failure, Hurupay did not reach $3M minimum despite $7.2M monthly volume
 ## Key Decisions
 | Date | Proposal | Proposer | Category | Outcome |
 |------|----------|----------|----------|---------|

inbox/archive/.extraction-debug/2025-01-01-chibe-behavioral-economics-health-nudges-defaults-rct.json

@@ -0,0 +1,34 @@
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inbox/archive/.extraction-debug/2025-01-01-forrester-verification-tax-hallucination-costs.json

@@ -0,0 +1,36 @@
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inbox/archive/.extraction-debug/2025-01-01-gimm-hoffman-chw-rct-scoping-review.json

@@ -0,0 +1,35 @@
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+    ]
+  },
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+  "date": "2026-03-18"
+}

inbox/archive/.extraction-debug/2025-02-01-hybrid-networks-collective-creativity-dynamics.json

@@ -0,0 +1,27 @@
+{
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+      "hybrid-human-ai-networks-increase-diversity-over-time-through-complementary-stability-novelty-roles.md:stripped_wiki_link:human-ideas-naturally-converge-toward-similarity-over-social"
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+    ]
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+  "date": "2026-03-18"
+}

inbox/archive/.extraction-debug/2025-04-07-tufts-health-affairs-medically-tailored-meals-50-states.json

@@ -0,0 +1,26 @@
+{
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+      ]
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+    ],
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+    ]
+  },
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+}

inbox/archive/.extraction-debug/2025-06-18-arxiv-fanfiction-age-of-ai.json

@@ -0,0 +1,33 @@
+{
+  "rejected_claims": [
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+    ],
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+      "creator-stakeholding-intensifies-ai-resistance-because-craft-development-journey-is-the-value-not-output-efficiency.md:missing_attribution_extractor"
+    ]
+  },
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+  "date": "2026-03-18"
+}

inbox/archive/.extraction-debug/2025-07-10-metr-ai-developer-productivity-rct.json

@@ -0,0 +1,37 @@
+{
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+      "issues": [
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+      ]
+    },
+    {
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+    ],
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+    ]
+  },
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+  "date": "2026-03-18"
+}

inbox/archive/.extraction-debug/2025-09-01-lancet-public-health-social-prescribing-england-national-rollout.json

@@ -0,0 +1,24 @@
+{
+  "rejected_claims": [
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+      "issues": [
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+      ]
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+    ],
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+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-18"
+}

inbox/archive/.extraction-debug/2025-10-17-cutprice-guignol-scp-foundation-collaborative-horror.json

@@ -0,0 +1,35 @@
+{
+  "rejected_claims": [
+    {
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+      "issues": [
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+      ]
+    },
+    {
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+      "issues": [
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+      ]
+    }
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+      "found-fiction-grounding-in-reality-makes-collaborative-horror-feel-distinctly-real-by-mimicking-archival-discovery-patterns.md:stripped_wiki_link:worldbuilding-as-narrative-infrastructure-creates-communal-m"
+    ],
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+      "found-fiction-grounding-in-reality-makes-collaborative-horror-feel-distinctly-real-by-mimicking-archival-discovery-patterns.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-18"
+}

inbox/archive/.extraction-debug/2026-01-01-ai-deskilling-evidence-synthesis.json

@@ -0,0 +1,37 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "ai-deskilling-creates-self-reinforcing-degradation-loop-with-measurable-decline-within-months.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    },
+    {
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+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
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+    ],
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+      "optimal-ai-integration-drifts-to-suboptimal-through-temporal-deskilling-even-when-starting-at-equilibrium.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-18"
+}

inbox/archive/.extraction-debug/2026-01-01-frontiers-social-prescribing-health-economics-systematic-review.json

@@ -0,0 +1,24 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "social-prescribing-produces-social-value-but-not-healthcare-cost-savings.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
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+    ],
+    "rejections": [
+      "social-prescribing-produces-social-value-but-not-healthcare-cost-savings.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-18"
+}

inbox/archive/.extraction-debug/2026-02-26-hklaw-prediction-market-jurisdictional-battle.json

@@ -0,0 +1,44 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "prediction-market-state-federal-jurisdiction-crisis-will-reach-supreme-court-because-district-courts-reached-irreconcilable-conclusions-on-event-contract-preemption.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    },
+    {
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+      "issues": [
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+      ]
+    },
+    {
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+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
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+    "fixed": 7,
+    "rejected": 3,
+    "fixes_applied": [
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+      "prediction-market-state-federal-jurisdiction-crisis-will-reach-supreme-court-because-district-courts-reached-irreconcilable-conclusions-on-event-contract-preemption.md:stripped_wiki_link:polymarket-achieved-us-regulatory-legitimacy-through-qcx-acq",
+      "prediction-market-state-federal-jurisdiction-crisis-will-reach-supreme-court-because-district-courts-reached-irreconcilable-conclusions-on-event-contract-preemption.md:stripped_wiki_link:Polymarket vindicated prediction markets over polling in 202",
+      "prediction-market-jurisdiction-precedent-determines-whether-futarchy-governance-markets-face-state-gaming-regulation-because-sports-contracts-are-the-test-case-for-all-event-contracts.md:set_created:2026-03-18",
+      "prediction-market-jurisdiction-precedent-determines-whether-futarchy-governance-markets-face-state-gaming-regulation-because-sports-contracts-are-the-test-case-for-all-event-contracts.md:stripped_wiki_link:futarchy-governed entities are structurally not securities b",
+      "prediction-market-jurisdiction-precedent-determines-whether-futarchy-governance-markets-face-state-gaming-regulation-because-sports-contracts-are-the-test-case-for-all-event-contracts.md:stripped_wiki_link:Living Capital vehicles likely fail the Howey test for secur",
+      "post-loper-light-de-novo-judicial-review-increases-prediction-market-jurisdiction-uncertainty-because-courts-no-longer-defer-to-cftc-interpretation.md:set_created:2026-03-18"
+    ],
+    "rejections": [
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+      "prediction-market-jurisdiction-precedent-determines-whether-futarchy-governance-markets-face-state-gaming-regulation-because-sports-contracts-are-the-test-case-for-all-event-contracts.md:no_frontmatter",
+      "post-loper-light-de-novo-judicial-review-increases-prediction-market-jurisdiction-uncertainty-because-courts-no-longer-defer-to-cftc-interpretation.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-18"
+}

inbox/archive/.extraction-debug/2026-03-01-ai-degrades-human-performance-high-stakes.json

@@ -0,0 +1,47 @@
+{
+  "rejected_claims": [
+    {
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+      "issues": [
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+      "ai-degrades-human-performance-asymmetrically-in-high-stakes-settings.md:stripped_wiki_link:human-in-the-loop clinical AI degrades to worse-than-AI-alon",
+      "ai-degrades-human-performance-asymmetrically-in-high-stakes-settings.md:stripped_wiki_link:AI capability and reliability are independent dimensions",
+      "ai-degrades-human-performance-asymmetrically-in-high-stakes-settings.md:stripped_wiki_link:economic forces push humans out of every cognitive loop wher",
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+      "ai-changes-human-cognitive-processes-not-just-decisions.md:stripped_wiki_link:human-in-the-loop clinical AI degrades to worse-than-AI-alon",
+      "ai-changes-human-cognitive-processes-not-just-decisions.md:stripped_wiki_link:delegating critical infrastructure development to AI creates",
+      "joint-activity-testing-evaluates-human-ai-systems-holistically.md:set_created:2026-03-18",
+      "joint-activity-testing-evaluates-human-ai-systems-holistically.md:stripped_wiki_link:pre-deployment-AI-evaluations-do-not-predict-real-world-risk",
+      "joint-activity-testing-evaluates-human-ai-systems-holistically.md:stripped_wiki_link:multi-agent deployment exposes emergent security vulnerabili"
+    ],
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+      "ai-degrades-human-performance-asymmetrically-in-high-stakes-settings.md:missing_attribution_extractor",
+      "ai-changes-human-cognitive-processes-not-just-decisions.md:missing_attribution_extractor",
+      "joint-activity-testing-evaluates-human-ai-systems-holistically.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-18"
+}

inbox/archive/.extraction-debug/2026-03-11-sourati-ai-homogenizing-expression-thought.json

@@ -0,0 +1,24 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "llm-homogenization-reduces-collective-intelligence-through-cognitive-diversity-erosion.md",
+      "issues": [
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+    ],
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+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-18"
+}

inbox/archive/.extraction-debug/2026-03-17-arizona-ag-criminal-charges-kalshi.json

@@ -0,0 +1,32 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "criminal-charges-against-prediction-markets-create-personal-liability-risk-that-survives-federal-preemption-victories.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    },
+    {
+      "filename": "election-betting-prohibitions-may-survive-federal-preemption-of-gaming-regulation-because-election-specific-statutes-have-different-constitutional-basis.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 2,
+    "kept": 0,
+    "fixed": 2,
+    "rejected": 2,
+    "fixes_applied": [
+      "criminal-charges-against-prediction-markets-create-personal-liability-risk-that-survives-federal-preemption-victories.md:set_created:2026-03-18",
+      "election-betting-prohibitions-may-survive-federal-preemption-of-gaming-regulation-because-election-specific-statutes-have-different-constitutional-basis.md:set_created:2026-03-18"
+    ],
+    "rejections": [
+      "criminal-charges-against-prediction-markets-create-personal-liability-risk-that-survives-federal-preemption-victories.md:missing_attribution_extractor",
+      "election-betting-prohibitions-may-survive-federal-preemption-of-gaming-regulation-because-election-specific-statutes-have-different-constitutional-basis.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-18"
+}

inbox/archive/2025-01-01-chibe-behavioral-economics-health-nudges-defaults-rct.md

@@ -7,11 +7,15 @@ date: 2025-01-01
 domain: health
 secondary_domains: []
 format: report
-status: unprocessed
+status: null-result
 priority: medium
 triage_tag: claim
 tags: [behavioral-economics, nudges, default-effects, medication-adherence, health-disparities, EHR]
 flagged_for_rio: ["Behavioral economics mechanisms (commitment devices, default effects) are directly relevant to mechanism design in health contexts"]
+processed_by: vida
+processed_date: 2026-03-18
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
 ---
 
 ## Content
@@ -58,3 +62,11 @@ Additional context:
 ## Curator Notes
 PRIMARY CONNECTION: healthcare is a complex adaptive system requiring simple enabling rules not complicated management because standardized processes erode the clinical autonomy needed for value creation
 WHY ARCHIVED: Default effects are the "simple enabling rules" the complex adaptive system claim describes. The CHIBE evidence makes this concrete: change the EHR default → change prescribing behavior → reduce disparities. This is the behavioral economics bridge between the KB's structural claims and operational interventions.
+
+
+## Key Facts
+- CHIBE had $49M in total grant activity in FY2025
+- Penn Medicine Healthy Heart trial enrolled 2,000 patients in West/Southwest Philadelphia and Lancaster County (2024-2025)
+- Opioid prescribing guidelines adherence increased from 57.2% to 71.8% with peer comparison + patient-reported outcomes feedback
+- Game-based physical activity intervention increased step counts by 1,700 steps/day (equivalent to 70+ miles over intervention period)
+- Penn Medicine is now funding scaled implementation of automated pharmacy referral program that increased statin prescribing

inbox/archive/2025-01-01-forrester-verification-tax-hallucination-costs.md

@@ -7,11 +7,15 @@ date: 2025-01-01
 domain: ai-alignment
 secondary_domains: [internet-finance]
 format: essay
-status: unprocessed
+status: null-result
 priority: high
 triage_tag: claim
 tags: [verification-tax, hallucination-costs, productivity-paradox, human-oversight, economic-incentives]
 flagged_for_rio: ["$67.4B in global hallucination losses — economic data on AI reliability costs"]
+processed_by: theseus
+processed_date: 2026-03-18
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
 ---
 
 ## Content
@@ -50,3 +54,15 @@ Synthesis of multiple data points on the economic cost of verifying AI outputs:
 ## Curator Notes
 PRIMARY CONNECTION: scalable oversight degrades rapidly as capability gaps grow with debate achieving only 50 percent success at moderate gaps
 WHY ARCHIVED: Provides ECONOMIC data on oversight costs that complement the theoretical oversight degradation claim. The verification tax concept bridges the technical finding (oversight degrades) to economic consequences (verification costs compound).
+
+
+## Key Facts
+- Forrester Research (2025): $14,200/employee/year in hallucination mitigation costs
+- Microsoft (2025): 4.3 hours/week average verification time for knowledge workers
+- Forbes (2024): 77% of employees report AI increased workloads and hampered productivity
+- $67.4 billion in global losses from AI hallucinations in 2024
+- Hallucination detection tools market grew 318% between 2023-2025
+- 76% of enterprises run human-in-the-loop processes to catch hallucinations
+- 47% of enterprise AI users made major decisions based on potentially inaccurate AI content
+- Forrester estimates 22% decrease in productivity due to manual verification overhead
+- 95% of organizations see no measurable returns on AI investments (MIT Media Lab)

inbox/archive/2025-01-01-gimm-hoffman-chw-rct-scoping-review.md

@@ -7,10 +7,14 @@ date: 2025-01-01
 domain: health
 secondary_domains: []
 format: paper
-status: unprocessed
+status: enrichment
 priority: high
 triage_tag: claim
 tags: [community-health-workers, RCT, evidence-review, SDOH, behavioral-health-infrastructure]
+processed_by: vida
+processed_date: 2026-03-18
+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"
 ---
 
 ## Content
@@ -43,3 +47,14 @@ Complementary evidence from IMPaCT (Penn Medicine):
 ## Curator Notes
 PRIMARY CONNECTION: SDOH interventions show strong ROI but adoption stalls because Z-code documentation remains below 3 percent and no operational infrastructure connects screening to action
 WHY ARCHIVED: Fills the most critical gap in Vida's KB — the evidence for what actually works to change non-clinical health determinants at scale. The 39 RCTs + IMPaCT ROI data provide the strongest evidence base for Belief 2's operational implications.
+
+
+## Key Facts
+- 39 RCTs on CHW interventions in US settings identified between 2000-2023
+- 13 of 39 RCTs examined specific health outcomes
+- 100% of outcome-focused RCTs showed positive results
+- IMPaCT reduced hospital days by 65%
+- IMPaCT doubled patient satisfaction with primary care
+- IMPaCT generated $1.4M annual Medicaid savings after 12 months
+- Most rigorous CHW trials occurred in health care systems and safety-net providers/CHCs
+- Limited CHW research exists in public health agencies or insurance organizations

inbox/archive/2025-02-01-hybrid-networks-collective-creativity-dynamics.md

@@ -7,10 +7,14 @@ date: 2025-02-01
 domain: ai-alignment
 secondary_domains: [collective-intelligence, cultural-dynamics]
 format: paper
-status: unprocessed
+status: null-result
 priority: high
 triage_tag: claim
 tags: [collective-creativity, human-ai-networks, diversity, homogenization, inverted-u, temporal-dynamics]
+processed_by: theseus
+processed_date: 2026-03-18
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 1 claims, 1 rejected by validator"
 ---
 
 ## Content
@@ -42,3 +46,14 @@ Experimental study: 879 human participants + 996 API calls to GPT-4o. Three cond
 ## Curator Notes
 PRIMARY CONNECTION: collective intelligence requires diversity as a structural precondition not a moral preference
 WHY ARCHIVED: Provides empirical evidence for the temporal dynamics of AI integration — initial AI superiority degrades while hybrid systems improve. The 50-50 finding is the closest empirical data we have on "optimal integration level."
+
+
+## Key Facts
+- Study used 879 human participants and 996 GPT-4o API calls
+- Networks organized in 5×5 grids over 25 iterations
+- 100-person validation group rated creativity blind to source
+- AI-only networks started at M = 3.571 creativity rating
+- AI-only networks declined at M = -0.034 per iteration (SD = 0.17)
+- Hybrid networks increased at M = 0.098 per iteration (SD = 0.039)
+- GPT-4o exhibited thematic convergence toward space-related narratives ('universe,' 'cosmic')
+- Humans anchored narratives to original elements like character names ('John') and objects ('keys')

inbox/archive/2025-04-07-tufts-health-affairs-medically-tailored-meals-50-states.md

@@ -7,10 +7,14 @@ date: 2025-04-07
 domain: health
 secondary_domains: []
 format: paper
-status: unprocessed
+status: enrichment
 priority: high
 triage_tag: claim
 tags: [food-as-medicine, medically-tailored-meals, cost-effectiveness, SDOH, behavioral-health-infrastructure]
+processed_by: vida
+processed_date: 2026-03-18
+enrichments_applied: ["SDOH interventions show strong ROI but adoption stalls because Z-code documentation remains below 3 percent and no operational infrastructure connects screening to action.md", "medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -58,3 +62,12 @@ Geisinger Fresh Food Farmacy (pilot, n=37):
 ## Curator Notes
 PRIMARY CONNECTION: SDOH interventions show strong ROI but adoption stalls because Z-code documentation remains below 3 percent and no operational infrastructure connects screening to action
 WHY ARCHIVED: The simulation-vs-RCT tension is the most important finding of this session. It challenges the assumption that addressing social determinants automatically improves health — the causal pathway may be more complex than "fix the determinant, fix the outcome."
+
+
+## Key Facts
+- Tufts simulation model projects 10.8M hospitalizations prevented and $111.1B net savings over 5 years from MTM intervention
+- Eligible MTM population: 14+ million Americans with average $30,900 annual healthcare expenditure
+- Mean MTM program expense: $11.15 per meal (Food is Medicine Coalition 2024 survey)
+- JAMA 2024 RCT: intensive food intervention showed HbA1c difference of -0.10 (95% CI -0.46 to 0.25, P=.57) vs control
+- Geisinger pilot (n=37): HbA1c dropped from 9.6 to 7.5, healthcare costs dropped 80%
+- AHA 2025 review covered 14 US RCTs, found inconsistent clinical outcomes despite improved diet quality

inbox/archive/2025-06-18-arxiv-fanfiction-age-of-ai.md

@@ -7,11 +7,15 @@ date: 2025-06-18
 domain: entertainment
 secondary_domains: [ai-alignment, cultural-dynamics]
 format: paper
-status: unprocessed
+status: enrichment
 priority: high
 triage_tag: claim
 flagged_for_theseus: ["Community norms around AI authorship parallel alignment concerns — communities independently developing governance for AI content"]
 tags: [fanfiction, ai-content, authenticity, community-governance, human-creativity, consumer-acceptance]
+processed_by: clay
+processed_date: 2026-03-18
+enrichments_applied: ["GenAI adoption in entertainment will be gated by consumer acceptance not technology capability.md", "consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable.md", "community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md", "consumer definition of quality is fluid and revealed through preference not fixed by production value.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -65,3 +69,17 @@ Academic study on fanfiction communities' perspectives on AI-generated content.
 ## Curator Notes
 PRIMARY CONNECTION: [[GenAI adoption in entertainment will be gated by consumer acceptance not technology capability]]
 WHY ARCHIVED: Academic evidence with quantitative data that directly strengthens Session 1 epistemic rejection findings and extends them to community fiction contexts specifically. The "relational quality" concept is novel to the KB.
+
+
+## Key Facts
+- 84.7% of fanfiction community members believe AI cannot replicate emotional nuances of human-authored stories
+- 77.5% doubt AI can maintain narrative authenticity while offering innovation
+- 66% said knowing a story was AI-generated would decrease interest in reading it
+- 43% actively oppose AI integration (vs 26% cautiously accepting, 24% context-dependent)
+- 92% agree 'fanfiction is a space for human creativity'
+- 86% insist authors disclose AI involvement
+- 72% report negative reaction to discovering undisclosed AI usage; 58% feel 'deceived'
+- 83.6% of those opposing AI are themselves writers
+- 68.6% expressed ethical concerns about unauthorized scraping of fan works for AI training
+- 73.7% worried about platforms being 'inundated' with low-quality AI content
+- Older, experienced writers (10+ years) resist AI most strongly

inbox/archive/2025-07-10-metr-ai-developer-productivity-rct.md

@@ -7,10 +7,14 @@ date: 2025-07-10
 domain: ai-alignment
 secondary_domains: [collective-intelligence]
 format: paper
-status: unprocessed
+status: null-result
 priority: high
 triage_tag: claim
 tags: [developer-productivity, rct, ai-tools, over-reliance, perception-gap, automation-overshoot]
+processed_by: theseus
+processed_date: 2026-03-18
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
 ---
 
 ## Content
@@ -47,3 +51,15 @@ Randomized controlled trial: 16 experienced open-source developers, 246 tasks, m
 ## Curator Notes
 PRIMARY CONNECTION: deep technical expertise is a greater force multiplier when combined with AI agents
 WHY ARCHIVED: RCT evidence that challenges the expertise-multiplier claim for expert-on-familiar-codebase context. The 39-point perception gap is a novel finding that explains HOW automation overshoot occurs — practitioners' self-reports systematically mislead adoption decisions.
+
+
+## Key Facts
+- METR conducted RCT with 16 experienced open-source developers on 246 tasks
+- Codebases averaged 22k+ GitHub stars, 1M+ lines of code, 5+ years developer experience
+- Primary tool was Cursor Pro with Claude 3.5/3.7 Sonnet
+- Developers had ~50 hours of AI coding tool experience
+- Measured productivity: 19% slower with AI tools
+- Predicted productivity (before): 24% faster
+- Estimated productivity (after): 20% faster
+- AI suggestion acceptance rate: less than 44%
+- Study published 2025-07-10 by METR (@METR_Evals)

inbox/archive/2025-09-01-lancet-public-health-social-prescribing-england-national-rollout.md

@@ -7,10 +7,14 @@ date: 2025-09-01
 domain: health
 secondary_domains: []
 format: paper
-status: unprocessed
+status: enrichment
 priority: high
 triage_tag: claim
 tags: [social-prescribing, UK, NHS, link-workers, non-clinical-interventions, international-health-systems, SDOH]
+processed_by: vida
+processed_date: 2026-03-18
+enrichments_applied: ["SDOH interventions show strong ROI but adoption stalls because Z-code documentation remains below 3 percent and no operational infrastructure connects screening to action.md", "social isolation costs Medicare 7 billion annually and carries mortality risk equivalent to smoking 15 cigarettes per day making loneliness a clinical condition not a personal problem.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -53,3 +57,20 @@ Economic evidence (Frontiers 2026 systematic review, 18 studies):
 ## Curator Notes
 PRIMARY CONNECTION: medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm
 WHY ARCHIVED: First international health system evidence for Vida's KB (addresses Frontier Gap 2). The scale-vs-evidence tension challenges the assumption that non-clinical interventions just need more funding — they may also need better measurement.
+
+
+## Key Facts
+- England social prescribing: 9.4 million GP consultations involved social prescribing codes (2019-2023)
+- 5.5 million consultations led to social prescribing referrals
+- 1.3 million patients referred in 2023 alone
+- Over 3,300 link workers employed across England
+- Service refusal declined from 22% to 12% (2019-2023)
+- 60% of patients offered social prescribing were female
+- 23% from ethnic minority groups
+- Deprived area representation increased from 23% to 42% (2017-2023)
+- Economic studies show SROI ratios: £1.17 to £7.08 per £1 invested
+- ROI estimates: only 0.11 to 0.43 per £1 invested
+- 15 of 17 studies were uncontrolled before-and-after designs
+- Mean attrition rate: 38%
+- 28% average reduction in GP service demand post-referral (range: 2-70%)
+- 24% average reduction in A&E attendance (range: 8-27%)

inbox/archive/2025-10-17-cutprice-guignol-scp-foundation-collaborative-horror.md

@@ -7,10 +7,14 @@ date: 2025-10-17
 domain: entertainment
 secondary_domains: [cultural-dynamics, collective-intelligence]
 format: essay
-status: unprocessed
+status: null-result
 priority: high
 triage_tag: claim
 tags: [scp-foundation, collaborative-fiction, quality-control, community-governance, narrative-coherence, worldbuilding]
+processed_by: clay
+processed_date: 2026-03-18
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
 ---
 
 ## Content
@@ -46,3 +50,13 @@ Analysis of the SCP Foundation as the largest collaborative writing project in h
 ## Curator Notes
 PRIMARY CONNECTION: community governance over IP production quality (Session 5 research theme)
 WHY ARCHIVED: SCP Foundation provides the longest-running, largest-scale case study of community-governed narrative production. Directly challenges or extends the four-tier governance spectrum from Session 5 by adding a "protocol + voting" model.
+
+
+## Key Facts
+- SCP Foundation has ~9,800 SCP objects as of 2025
+- SCP Foundation has 6,300+ Foundation Tales
+- SCP Foundation operates across 16 language branches
+- SCP Foundation has operated for 18 years (2007-2025)
+- American Journalism article in 2022 suggested SCP may be the largest collaborative writing project in history
+- SCP submissions below -10 community votes are deleted
+- SCP formalized rigorous editing process by 2009

inbox/archive/2026-01-01-ai-deskilling-evidence-synthesis.md

@@ -7,11 +7,15 @@ date: 2026-01-01
 domain: ai-alignment
 secondary_domains: [health, collective-intelligence]
 format: paper
-status: unprocessed
+status: null-result
 priority: high
 triage_tag: claim
 tags: [deskilling, skill-atrophy, automation-complacency, self-reinforcing-loop, cognitive-offloading, expertise-erosion]
 flagged_for_vida: ["Endoscopists deskilled by AI — detection rate dropped from 28.4% to 22.4% when AI removed"]
+processed_by: theseus
+processed_date: 2026-03-18
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
 ---
 
 ## Content
@@ -65,3 +69,10 @@ Reduced human capability → increased AI dependence → further reduced capabil
 ## Curator Notes
 PRIMARY CONNECTION: delegating critical infrastructure development to AI creates civilizational fragility because humans lose the ability to understand maintain and fix the systems civilization depends on
 WHY ARCHIVED: Provides the MECHANISM for how civilizational fragility develops — not just through infrastructure delegation but through measurable skill atrophy that makes humans unable to resume control. The feedback loop structure means the process is self-accelerating.
+
+
+## Key Facts
+- Endoscopists using AI for colonoscopy assistance showed detection rate drop from 28.4% to 22.4% when AI access was removed (Lancet Gastroenterology & Hepatology, 2025)
+- Springer AI & Society 2025 identified four deskilling dimensions: individual skill atrophy, structural erosion of expertise development systems, systemic organizational vulnerability, and fundamental redefinition of cognitive requirements
+- Illinois Law School faculty found law students using chatbots more prone to critical errors with potential widespread deskilling among younger attorneys
+- Design research (arxiv 2503.03924) identified three 'ironies of AI-assisted design': deskilling, cognitive offloading, and misplaced responsibilities

inbox/archive/2026-01-01-frontiers-social-prescribing-health-economics-systematic-review.md

@@ -7,10 +7,14 @@ date: 2026-01-01
 domain: health
 secondary_domains: []
 format: paper
-status: unprocessed
+status: null-result
 priority: medium
 triage_tag: claim
 tags: [social-prescribing, health-economics, cost-effectiveness, evidence-quality, international-health-systems]
+processed_by: vida
+processed_date: 2026-03-18
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 1 claims, 1 rejected by validator"
 ---
 
 ## Content
@@ -51,3 +55,15 @@ Complementary evidence on healthcare utilization (from separate reviews):
 ## Curator Notes
 PRIMARY CONNECTION: social isolation costs Medicare 7 billion annually and carries mortality risk equivalent to smoking 15 cigarettes per day making loneliness a clinical condition not a personal problem
 WHY ARCHIVED: Provides the economic evidence (or lack thereof) for social prescribing, the most scaled non-clinical health intervention globally. The SROI/financial ROI divergence is a key finding for understanding which behavioral health interventions can scale under healthcare payment models.
+
+
+## Key Facts
+- Social prescribing systematic review included 18 studies: 5 RCTs, 1 quasi-experimental, 12 mixed-methods
+- Geographic coverage: England, Wales, Ireland, Europe, Australia, New Zealand, Canada, USA
+- Intervention types: exercise/loneliness prevention (n=10), coaching (n=3), nature-based (n=3), dance/movement (n=2)
+- SROI ratios ranged from £1.17 to £7.08 per £1 invested
+- Financial ROI ranged from 0.11 to 0.43 per £1 invested
+- 28% average reduction in GP demand (range: 2-70%)
+- 24% average reduction in A&E attendance (range: 8-27%)
+- 15 of 17 utilization studies were uncontrolled before-and-after designs
+- Mean attrition rate across studies: 38%

inbox/archive/2026-01-30-npr-kalshi-19-federal-lawsuits.md

@@ -7,10 +7,14 @@ date: 2026-01-30
 domain: internet-finance
 secondary_domains: []
 format: article
-status: unprocessed
+status: enrichment
 priority: high
 triage_tag: entity
 tags: [kalshi, prediction-markets, litigation, regulation, gaming, CFTC, state-federal]
+processed_by: rio
+processed_date: 2026-03-18
+enrichments_applied: ["Polymarket vindicated prediction markets over polling in 2024 US election.md", "polymarket-achieved-us-regulatory-legitimacy-through-qcx-acquisition-establishing-prediction-markets-as-cftc-regulated-derivatives.md", "polymarket-kalshi-duopoly-emerging-as-dominant-us-prediction-market-structure-with-complementary-regulatory-models.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -59,3 +63,17 @@ A Kalshi loss could affect competitors Robinhood, Coinbase, FanDuel, and DraftKi
 ## Curator Notes
 PRIMARY CONNECTION: [[Polymarket vindicated prediction markets over polling in 2024 US election]]
 WHY ARCHIVED: Most comprehensive mapping of the Kalshi litigation landscape — the three-category taxonomy reveals different risk vectors
+
+
+## Key Facts
+- As of January 30, 2026, Kalshi faces 19 federal lawsuits in three categories
+- 8 lawsuits are state gambling commissions and Indian tribes accusing Kalshi of unlicensed sports gambling
+- 6 lawsuits are Kalshi suing state regulators claiming federal preemption
+- 5 lawsuits are consumer class actions alleging illegal gambling service (4 seeking class-action status)
+- D.C. federal court ruled election betting doesn't constitute 'gaming'
+- Maryland court ruled Kalshi wagers constitute games
+- Massachusetts determined Kalshi cannot operate sports prediction markets
+- Neal Katyal represents Kalshi as attorney
+- Koleman Strumpf (economics professor) predicts Supreme Court and possibly Congressional intervention
+- Arizona filed criminal charges against Kalshi on March 17, 2026
+- CFTC issued advisory and ANPRM on March 12, 2026

inbox/archive/2026-02-01-mit-sloan-ai-productivity-j-curve-manufacturing.md

@@ -7,11 +7,15 @@ date: 2026-02-01
 domain: ai-alignment
 secondary_domains: [internet-finance]
 format: paper
-status: unprocessed
+status: null-result
 priority: medium
 triage_tag: evidence
 tags: [j-curve, productivity-paradox, manufacturing, ai-adoption, adjustment-period, complementary-investment]
 flagged_for_rio: ["J-curve in manufacturing AI adoption — 1.33pp productivity decline initially, recovery after 4 years. Only digitally mature firms see strong gains."]
+processed_by: theseus
+processed_date: 2026-03-18
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 0 claims, 0 rejected by validator"
 ---
 
 ## Content
@@ -46,3 +50,15 @@ MIT Sloan researchers analyzing tens of thousands of U.S. manufacturing firms. P
 ## Curator Notes
 PRIMARY CONNECTION: the alignment tax creates a structural race to the bottom because safety training costs capability and rational competitors skip it
 WHY ARCHIVED: Provides manufacturing-sector evidence for competitive pressure driving premature adoption. The "abandoned management practices" finding parallels organizational deskilling.
+
+
+## Key Facts
+- MIT Sloan researchers analyzed tens of thousands of U.S. manufacturing firms using Census Bureau data, published 2026
+- AI adoption in manufacturing initially reduces productivity by average 1.33 percentage points (raw analysis)
+- Selection-bias-adjusted impact: negative up to approximately 60 percentage points
+- Recovery period: 4 years before AI-adopting firms outperform non-adopters
+- Earlier adopters (pre-2017) show stronger growth conditional on survival
+- ~1/3 of productivity losses attributed to firms abandoning KPI monitoring and other management practices
+- Only digitally mature firms see strong gains from AI adoption
+- U.S. productivity jumped ~2.7% in 2025, nearly doubling the 1.4% annual average (Brynjolfsson claim)
+- Apollo Chief Economist Slok counter-claim: 'AI is everywhere except in the incoming macroeconomic data'

inbox/archive/2026-02-26-hklaw-prediction-market-jurisdictional-battle.md

@@ -7,11 +7,15 @@ date: 2026-02-26
 domain: internet-finance
 secondary_domains: []
 format: essay
-status: unprocessed
+status: enrichment
 priority: high
 triage_tag: claim
 tags: [prediction-markets, regulation, jurisdiction, preemption, CFTC, gaming, futarchy, supreme-court, federal-preemption]
 flagged_for_leo: ["Cross-domain: the prediction market classification question determines whether ALL market-based governance (futarchy, decision markets) can operate at scale in the US"]
+processed_by: rio
+processed_date: 2026-03-18
+enrichments_applied: ["polymarket-achieved-us-regulatory-legitimacy-through-qcx-acquisition-establishing-prediction-markets-as-cftc-regulated-derivatives.md", "Polymarket vindicated prediction markets over polling in 2024 US election.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -93,3 +97,19 @@ Case citations:
 ## Curator Notes
 PRIMARY CONNECTION: [[Futarchy is manipulation-resistant because attack attempts create profitable opportunities for defenders]] — but manipulation resistance doesn't matter if the mechanism is classified as gaming
 WHY ARCHIVED: The most comprehensive legal mapping of the prediction market jurisdiction crisis, with case citations enabling claim-level specificity about the SCOTUS path
+
+
+## Key Facts
+- Nevada District Court granted preliminary injunction for Kalshi in April 2025, then reversed in December 2025 finding sports contracts 'closely resemble' sportsbook bets
+- Ninth Circuit denied Kalshi's stay request in February 2026 with one-sentence order
+- New Jersey District Court ruled in April 2025 that CEA likely preempts state enforcement (case No. 1:25-cv-02152)
+- Tennessee District Court ruled February 19, 2026 that contracts are 'swaps' and conflict preemption applies (case No. 3:26-cv-00034)
+- Maryland District Court ruled in August 2025 that Congress didn't intend to displace state gambling authority (case No. 1:25-cv-01283)
+- Massachusetts Superior Court ruled in September 2025 that Kalshi's position was 'overly broad' (case No. 2584CV02525)
+- Massachusetts Appeals Court reversed in February 2026 and ordered expedited review
+- 36+ senators urged CFTC to abstain from intervening in pending litigation
+- 36+ states filed amicus briefs in Fourth Circuit opposing federal preemption
+- CFTC Chair Selig characterized state enforcement as a 'power grab'
+- The conflict preemption standard requires: (1) impossibility of dual compliance and (2) obstacle to federal objectives
+- 7 U.S.C. § 1a(47) defines swaps to include agreements dependent on 'occurrence, nonoccurrence, or the extent of the occurrence' of an event
+- 7 U.S.C. Section 7a-2(c)(5)(C)(i) contains gaming exclusion carve-out that states cite for sports contracts

inbox/archive/2026-03-01-ai-degrades-human-performance-high-stakes.md

@@ -7,11 +7,15 @@ date: 2026-03-01
 domain: ai-alignment
 secondary_domains: [health]
 format: essay
-status: unprocessed
+status: null-result
 priority: high
 triage_tag: claim
 tags: [human-ai-performance, high-stakes, degradation, nursing, aviation, nuclear, joint-activity-testing]
 flagged_for_vida: ["450 nursing students/nurses tested with AI in ICU cases — performance degrades 96-120% when AI predictions mislead"]
+processed_by: theseus
+processed_date: 2026-03-18
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 3 claims, 3 rejected by validator"
 ---
 
 ## Content
@@ -63,3 +67,10 @@ Cross-domain analysis of how AI degrades human performance in critical settings:
 ## Curator Notes
 PRIMARY CONNECTION: 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
 WHY ARCHIVED: Extends our existing clinical AI degradation claim with cross-domain evidence (nursing, aviation, nuclear) and quantifies the asymmetric risk profile. The cognitive restructuring mechanism is a novel finding.
+
+
+## Key Facts
+- 450 nursing students and licensed nurses participated in ICU case review study with four AI configurations
+- AI weather monitoring in aviation missed microbursts during landing, doubling crew workload and halving preparation time
+- Nuclear energy AI warning systems misclassified gradual coolant pressure drops as benign, leading to cascading subsystem failures
+- Study tested four AI configurations: no assistance, predictions only, predictions plus annotations, and full AI support

inbox/archive/2026-03-11-sourati-ai-homogenizing-expression-thought.md

@@ -7,11 +7,15 @@ date: 2026-03-11
 domain: ai-alignment
 secondary_domains: [collective-intelligence, cultural-dynamics]
 format: paper
-status: unprocessed
+status: null-result
 priority: high
 triage_tag: claim
 tags: [ai-homogenization, cognitive-diversity, collective-intelligence, llm-effects, expression, thought]
 flagged_for_clay: ["AI homogenization of expression connects to cultural dynamics — homogenized expression may reduce narrative diversity"]
+processed_by: theseus
+processed_date: 2026-03-18
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 1 claims, 1 rejected by validator"
 ---
 
 ## Content
@@ -47,3 +51,11 @@ Published in Trends in Cognitive Sciences, March 2026. Opinion paper by USC comp
 ## Curator Notes
 PRIMARY CONNECTION: AI is collapsing the knowledge-producing communities it depends on creating a self-undermining loop that collective intelligence can break
 WHY ARCHIVED: Provides a SECOND mechanism for the self-undermining loop — not just economic displacement but cognitive homogenization. Published in a top-tier cognitive science journal in March 2026.
+
+
+## Key Facts
+- LLM outputs show less variation than human writing (Sourati et al., 2026)
+- LLM outputs reflect primarily Western, educated, industrialized perspectives (Sourati et al., 2026)
+- Groups using LLMs generate fewer and less creative ideas than collective-only groups (Sourati et al., 2026)
+- People's opinions shift toward biased LLMs after interaction (Sourati et al., 2026)
+- Published in Trends in Cognitive Sciences, March 2026

inbox/archive/2026-03-17-arizona-ag-criminal-charges-kalshi.md

@@ -7,11 +7,15 @@ date: 2026-03-17
 domain: internet-finance
 secondary_domains: []
 format: article
-status: unprocessed
+status: enrichment
 priority: high
 triage_tag: claim
 tags: [prediction-markets, regulation, criminal-charges, arizona, kalshi, gaming, election-betting, futarchy]
 flagged_for_leo: ["Escalation from civil to criminal enforcement — this changes the risk calculus for all prediction market operators and by extension futarchy governance"]
+processed_by: rio
+processed_date: 2026-03-18
+enrichments_applied: ["futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -70,3 +74,14 @@ The election wagering charges introduce a new vector. The CFTC's withdrawal of i
 ## Curator Notes
 PRIMARY CONNECTION: [[futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires]] — but being "not a security" doesn't help if the mechanism is classified as criminal gambling
 WHY ARCHIVED: First criminal charges against a prediction market — qualitative escalation in regulatory risk with direct implications for futarchy governance viability
+
+
+## Key Facts
+- Arizona filed 20 criminal counts against KalshiEx LLC and Kalshi Trading LLC on March 17, 2026
+- The charges include multiple counts of operating an unlicensed gambling business and 4 counts of election wagering
+- Specific contracts cited: 2028 presidential race, 2026 Arizona gubernatorial race, 2026 Arizona Republican gubernatorial primary, 2026 Arizona Secretary of State race
+- Arizona AG Kris Mayes is a Democrat
+- Kalshi has 19 federal lawsuits total: 8 state offensive, 6 Kalshi offensive, 5 consumer class action
+- Previous state actions (Nevada, Massachusetts, Maryland) were civil enforcement, not criminal
+- Arizona filed criminal charges days after Kalshi preemptively sued Arizona in federal court
+- This came 5 days after CFTC issued advisory + ANPRM asserting exclusive jurisdiction

inbox/archive/2026-03-18-astrobotic-lunagrid-power-service.md

@@ -7,11 +7,15 @@ date: 2025-06-15
 domain: space-development
 secondary_domains: [internet-finance]
 format: essay
-status: unprocessed
+status: enrichment
 priority: high
 triage_tag: entity
 flagged_for_rio: ["Power-as-a-service on the Moon is a bottleneck-position play — connects to value accruing to bottleneck positions in emerging architectures"]
 tags: [lunar-power, ISRU, infrastructure, astrobotic, LunaGrid, bootstrapping]
+processed_by: astra
+processed_date: 2026-03-18
+enrichments_applied: ["power is the binding constraint on all space operations because every capability from ISRU to manufacturing to life support is power-limited.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -47,3 +51,12 @@ Astrobotic is creating LunaGrid, a scalable commercial power infrastructure serv
 ## Curator Notes
 PRIMARY CONNECTION: power is the binding constraint on all space operations because every capability from ISRU to manufacturing to life support is power-limited
 WHY ARCHIVED: First commercial attempt to solve the lunar power constraint — tests whether the three-loop bootstrapping problem can be addressed commercially
+
+
+## Key Facts
+- LunaGrid-Lite will deploy 500m of ultra-light cable and transmit 1 kW of power
+- LunaGrid-Lite completed Critical Design Review and will be flight-ready by Q2 2026
+- LunaGrid commissioning planned for 2028 at lunar south pole
+- VSAT baseline system provides 10 kW, VSAT-XL provides 50 kW
+- Astrobotic received $34.6M NASA contract for power demonstration mission
+- Honda partnership provides regenerative fuel cell technology for lunar night survival

inbox/archive/2026-03-18-blue-origin-ng3-booster-reuse.md

@@ -7,10 +7,14 @@ date: 2026-02-26
 domain: space-development
 secondary_domains: []
 format: report
-status: unprocessed
+status: enrichment
 priority: medium
 triage_tag: entity
 tags: [Blue-Origin, New-Glenn, reusability, booster-reuse, AST-SpaceMobile]
+processed_by: astra
+processed_date: 2026-03-18
+enrichments_applied: ["reusability without rapid turnaround and minimal refurbishment does not reduce launch costs as the Space Shuttle proved over 30 years.md", "SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -44,3 +48,12 @@ tags: [Blue-Origin, New-Glenn, reusability, booster-reuse, AST-SpaceMobile]
 ## Curator Notes
 PRIMARY CONNECTION: SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal
 WHY ARCHIVED: Tests whether patient capital (Blue Origin) can produce a second reusable heavy-lift provider, narrowing single-player dependency
+
+
+## Key Facts
+- New Glenn booster designed for 25+ flights
+- NG-3 mission originally targeted NET late February 2026
+- As of March 18, 2026, no confirmed launch result for NG-3
+- Blue Origin phasing in higher-thrust engine variants and reusable fairing starting with NG-3
+- AST SpaceMobile BlueBird 7 has 2,400 sq ft phased array, largest commercial comms array in LEO
+- BlueBird satellites provide 120 Mbps to standard phones

inbox/archive/2026-03-18-telegram-m3taversal-futairdbot-why-is-futarchy-manipulation.md

@@ -0,0 +1,28 @@
+---
+type: source
+source_type: telegram
+title: "Telegram conversation: futairdbot-why-is-futarchy-manipulation"
+author: "m3taversal"
+date: 2026-03-18
+domain: internet-finance
+format: conversation
+status: unprocessed
+priority: medium
+triage_tag: claim
+tags: [telegram, ownership-community]
+created: 2026-03-18
+---
+
+## Conversation (3 messages, 1 participants)
+
+**@m3taversal:** @FutAIrdBot why is futarchy manipulation resistant?
+
+**@m3taversal:** @FutAIrdBot why is futarchy manipulation resistant?
+
+**@m3taversal:** @FutAIrdBot why is futarchy manipulation resistant?
+
+
+
+## Agent Notes
+**Triage:** [CLAIM] — classified by batch triage
+**Participants:** @m3taversal