Merge pull request 'reweave: connect 29 orphan claims' (#2186) from reweave/2026-03-31 into main

core/teleohumanity/existential risks interact as a system of amplifying feedback loops not independent threats.md

@@ -1,5 +1,4 @@
 ---
-
 description: AI accelerates biotech risk, climate destabilizes politics, political dysfunction reduces AI governance capacity -- pull any thread and the whole web moves
 type: claim
 domain: teleohumanity
@@ -8,8 +7,10 @@ confidence: likely
 source: "TeleoHumanity Manifesto, Chapter 6"
 related:
   - "delegating critical infrastructure development to AI creates civilizational fragility because humans lose the ability to understand maintain and fix the systems civilization depends on"
+  - "famine disease and war are products of the agricultural revolution not immutable features of human existence and specialization has converted all three from unforeseeable catastrophes into preventable problems"
 reweave_edges:
   - "delegating critical infrastructure development to AI creates civilizational fragility because humans lose the ability to understand maintain and fix the systems civilization depends on|related|2026-03-28"
+  - "famine disease and war are products of the agricultural revolution not immutable features of human existence and specialization has converted all three from unforeseeable catastrophes into preventable problems|related|2026-03-31"
 ---
 
 # existential risks interact as a system of amplifying feedback loops not independent threats

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

@@ -1,6 +1,4 @@
 ---
-
-
 type: claim
 domain: ai-alignment
 description: "Anthropic abandoned its binding Responsible Scaling Policy in February 2026, replacing it with a nonbinding framework — the strongest real-world evidence that voluntary safety commitments are structurally unstable"
@@ -10,9 +8,13 @@ created: 2026-03-16
 supports:
   - "Anthropic"
   - "Dario Amodei"
+  - "government safety penalties invert regulatory incentives by blacklisting cautious actors"
+  - "voluntary safety constraints without external enforcement are statements of intent not binding governance"
 reweave_edges:
   - "Anthropic|supports|2026-03-28"
   - "Dario Amodei|supports|2026-03-28"
+  - "government safety penalties invert regulatory incentives by blacklisting cautious actors|supports|2026-03-31"
+  - "voluntary safety constraints without external enforcement are statements of intent not binding governance|supports|2026-03-31"
 ---
 
 # 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

domains/ai-alignment/alignment-auditing-tools-fail-through-tool-to-agent-gap-not-just-technical-limitations.md

@@ -11,6 +11,16 @@ attribution:
   sourcer:
     - handle: "anthropic-fellows-/-alignment-science-team"
       context: "Anthropic Fellows/Alignment Science Team, AuditBench benchmark with 56 models across 13 tool configurations"
+related:
+  - "alignment auditing tools fail through tool to agent gap not tool quality"
+  - "interpretability effectiveness anti correlates with adversarial training making tools hurt performance on sophisticated misalignment"
+  - "scaffolded black box prompting outperforms white box interpretability for alignment auditing"
+  - "white box interpretability fails on adversarially trained models creating anti correlation with threat model"
+reweave_edges:
+  - "alignment auditing tools fail through tool to agent gap not tool quality|related|2026-03-31"
+  - "interpretability effectiveness anti correlates with adversarial training making tools hurt performance on sophisticated misalignment|related|2026-03-31"
+  - "scaffolded black box prompting outperforms white box interpretability for alignment auditing|related|2026-03-31"
+  - "white box interpretability fails on adversarially trained models creating anti correlation with threat model|related|2026-03-31"
 ---
 
 # Alignment auditing tools fail through a tool-to-agent gap where interpretability methods that surface evidence in isolation fail when used by investigator agents because agents underuse tools struggle to separate signal from noise and cannot convert evidence into correct hypotheses

domains/ai-alignment/alignment-auditing-tools-fail-through-tool-to-agent-gap-not-tool-quality.md

@@ -11,6 +11,10 @@ attribution:
   sourcer:
     - handle: "anthropic-fellows-/-alignment-science-team"
       context: "Anthropic Fellows / Alignment Science Team, AuditBench benchmark with 56 models and 13 tool configurations"
+related:
+  - "scaffolded black box prompting outperforms white box interpretability for alignment auditing"
+reweave_edges:
+  - "scaffolded black box prompting outperforms white box interpretability for alignment auditing|related|2026-03-31"
 ---
 
 # Alignment auditing via interpretability shows a structural tool-to-agent gap where tools that accurately surface evidence in isolation fail when used by investigator agents in practice

domains/ai-alignment/court-protection-plus-electoral-outcomes-create-legislative-windows-for-ai-governance.md

@@ -11,6 +11,19 @@ attribution:
   sourcer:
     - handle: "al-jazeera"
       context: "Al Jazeera expert analysis, March 2026"
+related:
+  - "court protection plus electoral outcomes create statutory ai regulation pathway"
+  - "court ruling plus midterm elections create legislative pathway for ai regulation"
+  - "judicial oversight checks executive ai retaliation but cannot create positive safety obligations"
+  - "judicial oversight of ai governance through constitutional grounds not statutory safety law"
+reweave_edges:
+  - "court protection plus electoral outcomes create statutory ai regulation pathway|related|2026-03-31"
+  - "court ruling creates political salience not statutory safety law|supports|2026-03-31"
+  - "court ruling plus midterm elections create legislative pathway for ai regulation|related|2026-03-31"
+  - "judicial oversight checks executive ai retaliation but cannot create positive safety obligations|related|2026-03-31"
+  - "judicial oversight of ai governance through constitutional grounds not statutory safety law|related|2026-03-31"
+supports:
+  - "court ruling creates political salience not statutory safety law"
 ---
 
 # Court protection of safety-conscious AI labs combined with electoral outcomes creates legislative windows for AI governance through a multi-step causal chain where each link is a potential failure point

domains/ai-alignment/court-protection-plus-electoral-outcomes-create-statutory-ai-regulation-pathway.md

@@ -11,6 +11,10 @@ attribution:
   sourcer:
     - handle: "al-jazeera"
       context: "Al Jazeera expert analysis, March 25, 2026"
+related:
+  - "court protection plus electoral outcomes create legislative windows for ai governance"
+reweave_edges:
+  - "court protection plus electoral outcomes create legislative windows for ai governance|related|2026-03-31"
 ---
 
 # Court protection of safety-conscious AI labs combined with favorable midterm election outcomes creates a viable pathway to statutory AI regulation through a four-step causal chain

domains/ai-alignment/court-ruling-creates-political-salience-not-statutory-safety-law.md

@@ -11,6 +11,14 @@ attribution:
   sourcer:
     - handle: "al-jazeera"
       context: "Al Jazeera expert analysis, March 25, 2026"
+supports:
+  - "court protection plus electoral outcomes create legislative windows for ai governance"
+  - "judicial oversight checks executive ai retaliation but cannot create positive safety obligations"
+  - "judicial oversight of ai governance through constitutional grounds not statutory safety law"
+reweave_edges:
+  - "court protection plus electoral outcomes create legislative windows for ai governance|supports|2026-03-31"
+  - "judicial oversight checks executive ai retaliation but cannot create positive safety obligations|supports|2026-03-31"
+  - "judicial oversight of ai governance through constitutional grounds not statutory safety law|supports|2026-03-31"
 ---
 
 # Court protection against executive AI retaliation creates political salience for regulation but requires electoral and legislative follow-through to produce statutory safety law

domains/ai-alignment/court-ruling-plus-midterm-elections-create-legislative-pathway-for-ai-regulation.md

@@ -11,6 +11,10 @@ attribution:
   sourcer:
     - handle: "al-jazeera"
       context: "Al Jazeera expert analysis, March 25, 2026"
+related:
+  - "court protection plus electoral outcomes create legislative windows for ai governance"
+reweave_edges:
+  - "court protection plus electoral outcomes create legislative windows for ai governance|related|2026-03-31"
 ---
 
 # Court protection against executive AI retaliation combined with midterm electoral outcomes creates a legislative pathway for statutory AI regulation

domains/ai-alignment/government designation of safety-conscious AI labs as supply chain risks inverts the regulatory dynamic by penalizing safety constraints rather than enforcing them.md

@@ -1,6 +1,4 @@
 ---
-
-
 description: The Pentagon's March 2026 supply chain risk designation of Anthropic — previously reserved for foreign adversaries — punishes an AI lab for insisting on use restrictions, signaling that government power can accelerate rather than check the alignment race
 type: claim
 domain: ai-alignment
@@ -13,6 +11,9 @@ related:
 reweave_edges:
   - "AI investment concentration where 58 percent of funding flows to megarounds and two companies capture 14 percent of all global venture capital creates a structural oligopoly that alignment governance must account for|related|2026-03-28"
   - "UK AI Safety Institute|related|2026-03-28"
+  - "government safety penalties invert regulatory incentives by blacklisting cautious actors|supports|2026-03-31"
+supports:
+  - "government safety penalties invert regulatory incentives by blacklisting cautious actors"
 ---
 
 # government designation of safety-conscious AI labs as supply chain risks inverts the regulatory dynamic by penalizing safety constraints rather than enforcing them

domains/ai-alignment/government-safety-penalties-invert-regulatory-incentives-by-blacklisting-cautious-actors.md

@@ -11,6 +11,10 @@ attribution:
   sourcer:
     - handle: "openai"
       context: "OpenAI blog post (Feb 27, 2026), CEO Altman public statements"
+related:
+  - "voluntary safety constraints without external enforcement are statements of intent not binding governance"
+reweave_edges:
+  - "voluntary safety constraints without external enforcement are statements of intent not binding governance|related|2026-03-31"
 ---
 
 # Government designation of safety-conscious AI labs as supply chain risks inverts the regulatory dynamic by penalizing safety constraints rather than enforcing them

domains/ai-alignment/house-senate-ai-defense-divergence-creates-structural-governance-chokepoint-at-conference.md

@@ -11,6 +11,10 @@ attribution:
   sourcer:
     - handle: "biometric-update-/-k&l-gates"
       context: "Biometric Update / K&L Gates analysis of FY2026 NDAA House and Senate versions"
+related:
+  - "ndaa conference process is viable pathway for statutory ai safety constraints"
+reweave_edges:
+  - "ndaa conference process is viable pathway for statutory ai safety constraints|related|2026-03-31"
 ---
 
 # House-Senate divergence on AI defense governance creates a structural chokepoint at conference reconciliation where capability-expansion provisions systematically defeat oversight constraints

domains/ai-alignment/interpretability-effectiveness-anti-correlates-with-adversarial-training-making-tools-hurt-performance-on-sophisticated-misalignment.md

@@ -11,6 +11,10 @@ attribution:
   sourcer:
     - handle: "anthropic-fellows-/-alignment-science-team"
       context: "Anthropic Fellows/Alignment Science Team, AuditBench evaluation across 56 models with varying adversarial training"
+supports:
+  - "white box interpretability fails on adversarially trained models creating anti correlation with threat model"
+reweave_edges:
+  - "white box interpretability fails on adversarially trained models creating anti correlation with threat model|supports|2026-03-31"
 ---
 
 # White-box interpretability tools show anti-correlated effectiveness with adversarial training where tools that help detect hidden behaviors in easier targets actively hurt performance on adversarially trained models

domains/ai-alignment/judicial-oversight-checks-executive-ai-retaliation-but-cannot-create-positive-safety-obligations.md

@@ -11,6 +11,10 @@ attribution:
   sourcer:
     - handle: "the-meridiem"
       context: "The Meridiem, Anthropic v. Pentagon preliminary injunction analysis (March 2026)"
+related:
+  - "judicial oversight of ai governance through constitutional grounds not statutory safety law"
+reweave_edges:
+  - "judicial oversight of ai governance through constitutional grounds not statutory safety law|related|2026-03-31"
 ---
 
 # Judicial oversight can block executive retaliation against safety-conscious AI labs but cannot create positive safety obligations because courts protect negative liberty while statutory law is required for affirmative rights

domains/ai-alignment/judicial-oversight-of-ai-governance-through-constitutional-grounds-not-statutory-safety-law.md

@@ -11,6 +11,10 @@ attribution:
   sourcer:
     - handle: "cnbc-/-washington-post"
       context: "Judge Rita F. Lin, N.D. Cal., March 26, 2026, 43-page ruling in Anthropic v. U.S. Department of Defense"
+supports:
+  - "judicial oversight checks executive ai retaliation but cannot create positive safety obligations"
+reweave_edges:
+  - "judicial oversight checks executive ai retaliation but cannot create positive safety obligations|supports|2026-03-31"
 ---
 
 # Judicial oversight of AI governance operates through constitutional and administrative law grounds rather than statutory AI safety frameworks creating negative liberty protection without positive safety obligations

domains/ai-alignment/ndaa-conference-process-is-viable-pathway-for-statutory-ai-safety-constraints.md

@@ -11,6 +11,17 @@ attribution:
   sourcer:
     - handle: "senator-elissa-slotkin-/-the-hill"
       context: "Senator Slotkin AI Guardrails Act introduction strategy, March 2026"
+supports:
+  - "house senate ai defense divergence creates structural governance chokepoint at conference"
+  - "use based ai governance emerged as legislative framework through slotkin ai guardrails act"
+reweave_edges:
+  - "house senate ai defense divergence creates structural governance chokepoint at conference|supports|2026-03-31"
+  - "use based ai governance emerged as legislative framework but lacks bipartisan support|related|2026-03-31"
+  - "use based ai governance emerged as legislative framework through slotkin ai guardrails act|supports|2026-03-31"
+  - "voluntary ai safety commitments to statutory law pathway requires bipartisan support which slotkin bill lacks|related|2026-03-31"
+related:
+  - "use based ai governance emerged as legislative framework but lacks bipartisan support"
+  - "voluntary ai safety commitments to statutory law pathway requires bipartisan support which slotkin bill lacks"
 ---
 
 # NDAA conference process is the viable pathway for statutory DoD AI safety constraints because standalone bills lack traction but NDAA amendments can survive through committee negotiation

domains/ai-alignment/scaffolded-black-box-prompting-outperforms-white-box-interpretability-for-alignment-auditing.md

@@ -11,6 +11,15 @@ attribution:
   sourcer:
     - handle: "anthropic-fellows-/-alignment-science-team"
       context: "Anthropic Fellows / Alignment Science Team, AuditBench comparative evaluation of 13 tool configurations"
+related:
+  - "alignment auditing tools fail through tool to agent gap not tool quality"
+reweave_edges:
+  - "alignment auditing tools fail through tool to agent gap not tool quality|related|2026-03-31"
+  - "interpretability effectiveness anti correlates with adversarial training making tools hurt performance on sophisticated misalignment|challenges|2026-03-31"
+  - "white box interpretability fails on adversarially trained models creating anti correlation with threat model|challenges|2026-03-31"
+challenges:
+  - "interpretability effectiveness anti correlates with adversarial training making tools hurt performance on sophisticated misalignment"
+  - "white box interpretability fails on adversarially trained models creating anti correlation with threat model"
 ---
 
 # Scaffolded black-box tools where an auxiliary model generates diverse prompts for the target are most effective at uncovering hidden behaviors, outperforming white-box interpretability approaches

domains/ai-alignment/use-based-ai-governance-emerged-as-legislative-framework-but-lacks-bipartisan-support.md

@@ -11,6 +11,17 @@ attribution:
   sourcer:
     - handle: "senator-elissa-slotkin-/-the-hill"
       context: "Senator Slotkin AI Guardrails Act introduction, March 17, 2026"
+related:
+  - "house senate ai defense divergence creates structural governance chokepoint at conference"
+  - "ndaa conference process is viable pathway for statutory ai safety constraints"
+  - "use based ai governance emerged as legislative framework through slotkin ai guardrails act"
+reweave_edges:
+  - "house senate ai defense divergence creates structural governance chokepoint at conference|related|2026-03-31"
+  - "ndaa conference process is viable pathway for statutory ai safety constraints|related|2026-03-31"
+  - "use based ai governance emerged as legislative framework through slotkin ai guardrails act|related|2026-03-31"
+  - "voluntary ai safety commitments to statutory law pathway requires bipartisan support which slotkin bill lacks|supports|2026-03-31"
+supports:
+  - "voluntary ai safety commitments to statutory law pathway requires bipartisan support which slotkin bill lacks"
 ---
 
 # Use-based AI governance emerged as a legislative framework in 2026 but lacks bipartisan support because the AI Guardrails Act introduced with zero co-sponsors reveals political polarization over safety constraints

domains/ai-alignment/use-based-ai-governance-emerged-as-legislative-framework-through-slotkin-ai-guardrails-act.md

@@ -11,6 +11,15 @@ attribution:
   sourcer:
     - handle: "senator-elissa-slotkin"
       context: "Senator Elissa Slotkin / The Hill, AI Guardrails Act introduced March 17, 2026"
+related:
+  - "house senate ai defense divergence creates structural governance chokepoint at conference"
+  - "voluntary ai safety commitments to statutory law pathway requires bipartisan support which slotkin bill lacks"
+reweave_edges:
+  - "house senate ai defense divergence creates structural governance chokepoint at conference|related|2026-03-31"
+  - "use based ai governance emerged as legislative framework but lacks bipartisan support|supports|2026-03-31"
+  - "voluntary ai safety commitments to statutory law pathway requires bipartisan support which slotkin bill lacks|related|2026-03-31"
+supports:
+  - "use based ai governance emerged as legislative framework but lacks bipartisan support"
 ---
 
 # Use-based AI governance emerged as a legislative framework through the AI Guardrails Act which prohibits specific DoD AI applications rather than capability thresholds

domains/ai-alignment/voluntary safety pledges cannot survive competitive pressure because unilateral commitments are structurally punished when competitors advance without equivalent constraints.md

@@ -1,5 +1,4 @@
 ---
-
 description: Anthropic's Feb 2026 rollback of its Responsible Scaling Policy proves that even the strongest voluntary safety commitment collapses when the competitive cost exceeds the reputational benefit
 type: claim
 domain: ai-alignment
@@ -8,8 +7,10 @@ source: "Anthropic RSP v3.0 (Feb 24, 2026); TIME exclusive (Feb 25, 2026); Jared
 confidence: likely
 supports:
   - "Anthropic"
+  - "voluntary safety constraints without external enforcement are statements of intent not binding governance"
 reweave_edges:
   - "Anthropic|supports|2026-03-28"
+  - "voluntary safety constraints without external enforcement are statements of intent not binding governance|supports|2026-03-31"
 ---
 
 # voluntary safety pledges cannot survive competitive pressure because unilateral commitments are structurally punished when competitors advance without equivalent constraints

domains/ai-alignment/voluntary-ai-safety-commitments-to-statutory-law-pathway-requires-bipartisan-support-which-slotkin-bill-lacks.md

@@ -11,6 +11,15 @@ attribution:
   sourcer:
     - handle: "senator-elissa-slotkin"
       context: "Senator Elissa Slotkin / The Hill, AI Guardrails Act status March 17, 2026"
+related:
+  - "ndaa conference process is viable pathway for statutory ai safety constraints"
+  - "use based ai governance emerged as legislative framework through slotkin ai guardrails act"
+reweave_edges:
+  - "ndaa conference process is viable pathway for statutory ai safety constraints|related|2026-03-31"
+  - "use based ai governance emerged as legislative framework but lacks bipartisan support|supports|2026-03-31"
+  - "use based ai governance emerged as legislative framework through slotkin ai guardrails act|related|2026-03-31"
+supports:
+  - "use based ai governance emerged as legislative framework but lacks bipartisan support"
 ---
 
 # The pathway from voluntary AI safety commitments to statutory law requires bipartisan support which the AI Guardrails Act lacks as evidenced by zero co-sponsors at introduction

domains/ai-alignment/voluntary-safety-constraints-without-external-enforcement-are-statements-of-intent-not-binding-governance.md

@@ -11,6 +11,10 @@ attribution:
   sourcer:
     - handle: "the-intercept"
       context: "The Intercept analysis of OpenAI Pentagon contract, March 2026"
+related:
+  - "government safety penalties invert regulatory incentives by blacklisting cautious actors"
+reweave_edges:
+  - "government safety penalties invert regulatory incentives by blacklisting cautious actors|related|2026-03-31"
 ---
 
 # Voluntary safety constraints without external enforcement mechanisms are statements of intent not binding governance because aspirational language with loopholes enables compliance theater while permitting prohibited uses

domains/ai-alignment/white-box-interpretability-fails-on-adversarially-trained-models-creating-anti-correlation-with-threat-model.md

@@ -11,6 +11,15 @@ attribution:
   sourcer:
     - handle: "anthropic-fellows-/-alignment-science-team"
       context: "Anthropic Fellows / Alignment Science Team, AuditBench evaluation across models with varying adversarial training strength"
+related:
+  - "alignment auditing tools fail through tool to agent gap not tool quality"
+  - "scaffolded black box prompting outperforms white box interpretability for alignment auditing"
+reweave_edges:
+  - "alignment auditing tools fail through tool to agent gap not tool quality|related|2026-03-31"
+  - "interpretability effectiveness anti correlates with adversarial training making tools hurt performance on sophisticated misalignment|supports|2026-03-31"
+  - "scaffolded black box prompting outperforms white box interpretability for alignment auditing|related|2026-03-31"
+supports:
+  - "interpretability effectiveness anti correlates with adversarial training making tools hurt performance on sophisticated misalignment"
 ---
 
 # White-box interpretability tools help on easier alignment targets but fail on models with robust adversarial training, creating anti-correlation between tool effectiveness and threat severity

domains/health/AI middleware bridges consumer wearable data to clinical utility because continuous data is too voluminous for direct clinician review.md

@@ -5,6 +5,10 @@ domain: health
 created: 2026-02-17
 source: "Mayo Clinic Apple Watch ECG integration; FHIR R6 interoperability standards; AI middleware architecture analysis (February 2026)"
 confidence: likely
+supports:
+  - "rpm technology stack enables facility to home care migration through ai middleware that converts continuous data into clinical utility"
+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"
 ---
 
 # AI middleware bridges consumer wearable data to clinical utility because continuous data is too voluminous for direct clinician review

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

@@ -5,6 +5,10 @@ description: "AI-native healthcare companies generate $500K-1M+ ARR per FTE comp
 confidence: likely
 source: "Bessemer Venture Partners, State of Health AI 2026 (bvp.com/atlas/state-of-health-ai-2026)"
 created: 2026-03-07
+related:
+  - "home based care could capture 265 billion in medicare spending by 2025 through hospital at home remote monitoring and post acute shift"
+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"
 ---
 
 # 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

domains/health/Americas declining life expectancy is driven by deaths of despair concentrated in populations and regions most damaged by economic restructuring since the 1980s.md

@@ -5,6 +5,10 @@ domain: health
 source: "Architectural Investing, Ch. Epidemiological Transition; JAMA 2019"
 confidence: proven
 created: 2026-02-28
+related:
+  - "hypertension related cvd mortality doubled 2000 2023 despite available treatment indicating behavioral sdoh failure"
+reweave_edges:
+  - "hypertension related cvd mortality doubled 2000 2023 despite available treatment indicating behavioral sdoh failure|related|2026-03-31"
 ---
 
 # Americas declining life expectancy is driven by deaths of despair concentrated in populations and regions most damaged by economic restructuring since the 1980s

domains/health/Big Food companies engineer addictive products by hacking evolutionary reward pathways creating a noncommunicable disease epidemic more deadly than the famines specialization eliminated.md

@@ -5,6 +5,10 @@ domain: health
 source: "Architectural Investing, Ch. Dark Side of Specialization; Moss (Salt Sugar Fat); Perlmutter (Brainwash)"
 confidence: proven
 created: 2026-02-28
+related:
+  - "famine disease and war are products of the agricultural revolution not immutable features of human existence and specialization has converted all three from unforeseeable catastrophes into preventable problems"
+reweave_edges:
+  - "famine disease and war are products of the agricultural revolution not immutable features of human existence and specialization has converted all three from unforeseeable catastrophes into preventable problems|related|2026-03-31"
 ---
 
 # Big Food companies engineer addictive products by hacking evolutionary reward pathways creating a noncommunicable disease epidemic more deadly than the famines specialization eliminated

domains/health/CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring.md

@@ -5,6 +5,10 @@ domain: health
 created: 2026-02-20
 source: "CMS 2027 Advance Notice February 2026; Arnold & Fulton Health Affairs November 2025; STAT News Bannow/Tribunus November 2024; Grassley Senate Report January 2026; FREOPP Rigney December 2025; Milliman/PhRMA Robb & Karcher February 2026"
 confidence: proven
+related:
+  - "medicare advantage market is an oligopoly with unitedhealthgroup and humana controlling 46 percent despite nominal plan choice"
+reweave_edges:
+  - "medicare advantage market is an oligopoly with unitedhealthgroup and humana controlling 46 percent despite nominal plan choice|related|2026-03-31"
 ---
 
 # CMS 2027 chart review exclusion targets vertical integration profit arbitrage by removing upcoded diagnoses from MA risk scoring

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

@@ -5,6 +5,10 @@ domain: health
 created: 2026-03-06
 source: "Devoted Health membership data 2025-2026; CMS 2027 Advance Notice February 2026; UnitedHealth 2026 guidance; Humana star ratings impact analysis; TSB Series F and F-Prime due diligence"
 confidence: likely
+related:
+  - "medicare advantage market is an oligopoly with unitedhealthgroup and humana controlling 46 percent despite nominal plan choice"
+reweave_edges:
+  - "medicare advantage market is an oligopoly with unitedhealthgroup and humana controlling 46 percent despite nominal plan choice|related|2026-03-31"
 ---
 
 # Devoted is the fastest-growing MA plan at 121 percent growth because purpose-built technology outperforms acquisition-based vertical integration during CMS tightening

domains/health/GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035.md

@@ -5,6 +5,15 @@ domain: health
 created: 2026-02-17
 source: "Grand View Research GLP-1 market analysis 2025; CNBC Lilly/Novo earnings reports; PMC weight regain meta-analyses 2025; KFF Medicare GLP-1 cost modeling; Epic Research discontinuation data"
 confidence: likely
+related:
+  - "federal budget scoring methodology systematically undervalues preventive interventions because 10 year window excludes long term savings"
+  - "glp 1 multi organ protection creates compounding value across kidney cardiovascular and metabolic endpoints"
+reweave_edges:
+  - "federal budget scoring methodology systematically undervalues preventive interventions because 10 year window excludes long term savings|related|2026-03-31"
+  - "glp 1 multi organ protection creates compounding value across kidney cardiovascular and metabolic endpoints|related|2026-03-31"
+  - "glp 1 persistence drops to 15 percent at two years for non diabetic obesity patients undermining chronic use economics|supports|2026-03-31"
+supports:
+  - "glp 1 persistence drops to 15 percent at two years for non diabetic obesity patients undermining chronic use economics"
 ---
 
 # 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

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

@@ -5,6 +5,10 @@ description: "McKinsey projects 25% of Medicare cost of care could migrate from
 confidence: likely
 source: "McKinsey & Company, From Facility to Home: How Healthcare Could Shift by 2025 (2021)"
 created: 2026-03-11
+supports:
+  - "rpm technology stack enables facility to home care migration through ai middleware that converts continuous data into clinical utility"
+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"
 ---
 
 # Home-based care could capture $265 billion in Medicare spending by 2025 through hospital-at-home remote monitoring and post-acute shift

domains/health/japan-ltci-proves-mandatory-universal-long-term-care-insurance-is-viable-at-national-scale.md

@@ -5,6 +5,10 @@ description: "25 years of operation covering 5+ million beneficiaries demonstrat
 confidence: proven
 source: "PMC/JMA Journal, 'The Long-Term Care Insurance System in Japan: Past, Present, and Future' (2021)"
 created: 2026-03-11
+supports:
+  - "japan demographic trajectory provides 20 year preview of us long term care challenge"
+reweave_edges:
+  - "japan demographic trajectory provides 20 year preview of us long term care challenge|supports|2026-03-31"
 ---
 
 # Japan's LTCI proves mandatory universal long-term care insurance is viable at national scale

domains/health/lower-income-patients-show-higher-glp-1-discontinuation-rates-suggesting-affordability-not-just-clinical-factors-drive-persistence.md

@@ -5,6 +5,14 @@ description: "Income level correlates with GLP-1 discontinuation rates in commer
 confidence: experimental
 source: "Journal of Managed Care & Specialty Pharmacy, Real-world Persistence and Adherence to GLP-1 RAs Among Obese Commercially Insured Adults Without Diabetes, 2024-08-01"
 created: 2026-03-11
+related:
+  - "federal budget scoring methodology systematically undervalues preventive interventions because 10 year window excludes long term savings"
+  - "glp 1 multi organ protection creates compounding value across kidney cardiovascular and metabolic endpoints"
+  - "pcsk9 inhibitors achieved only 1 to 2 5 percent penetration despite proven efficacy demonstrating access mediated pharmacological ceiling"
+reweave_edges:
+  - "federal budget scoring methodology systematically undervalues preventive interventions because 10 year window excludes long term savings|related|2026-03-31"
+  - "glp 1 multi organ protection creates compounding value across kidney cardiovascular and metabolic endpoints|related|2026-03-31"
+  - "pcsk9 inhibitors achieved only 1 to 2 5 percent penetration despite proven efficacy demonstrating access mediated pharmacological ceiling|related|2026-03-31"
 ---
 
 # Lower-income patients show higher GLP-1 discontinuation rates suggesting affordability not just clinical factors drive persistence

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

@@ -5,6 +5,10 @@ domain: health
 created: 2026-02-20
 source: "Braveman & Egerter 2019, Schroeder 2007, County Health Rankings, Dever 1976"
 confidence: proven
+supports:
+  - "hypertension related cvd mortality doubled 2000 2023 despite available treatment indicating behavioral sdoh failure"
+reweave_edges:
+  - "hypertension related cvd mortality doubled 2000 2023 despite available treatment indicating behavioral sdoh failure|supports|2026-03-31"
 ---
 
 # medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm

domains/health/medicare-trust-fund-insolvency-accelerated-12-years-by-tax-policy-demonstrating-fiscal-fragility.md

@@ -5,6 +5,10 @@ description: "CBO projection collapsed from 2055 to 2040 in under one year after
 confidence: proven
 source: "Congressional Budget Office projections (March 2025, February 2026) via Healthcare Dive"
 created: 2026-03-11
+related:
+  - "medicare advantage spending gap grew 47x while enrollment doubled indicating scale worsens overpayment problem"
+reweave_edges:
+  - "medicare advantage spending gap grew 47x while enrollment doubled indicating scale worsens overpayment problem|related|2026-03-31"
 ---
 
 # Medicare trust fund insolvency accelerated 12 years by single tax bill demonstrating fiscal fragility of demographic-dependent entitlements

domains/health/nhs-demonstrates-universal-coverage-without-adequate-funding-produces-excellent-primary-care-but-catastrophic-specialty-access.md

@@ -5,6 +5,10 @@ description: "The NHS ranks 3rd overall in Commonwealth Fund rankings while havi
 confidence: likely
 source: "UK Parliament Public Accounts Committee, BMA, NHS England (2024-2025)"
 created: 2025-01-15
+supports:
+  - "gatekeeping systems optimize primary care at the expense of specialty access creating structural bottlenecks"
+reweave_edges:
+  - "gatekeeping systems optimize primary care at the expense of specialty access creating structural bottlenecks|supports|2026-03-31"
 ---
 
 # NHS demonstrates universal coverage without adequate funding produces excellent primary care but catastrophic specialty access

domains/health/only-23-percent-of-treated-us-hypertensives-achieve-blood-pressure-control-demonstrating-pharmacological-availability-is-not-the-binding-constraint.md

@@ -11,6 +11,10 @@ attribution:
   sourcer:
     - handle: "jacc-study-authors"
       context: "JACC longitudinal study 1999-2023, NHANES nationally representative data"
+supports:
+  - "hypertension related cvd mortality doubled 2000 2023 despite available treatment indicating behavioral sdoh failure"
+reweave_edges:
+  - "hypertension related cvd mortality doubled 2000 2023 despite available treatment indicating behavioral sdoh failure|supports|2026-03-31"
 ---
 
 # Only 23 percent of treated US hypertensives achieve blood pressure control demonstrating pharmacological availability is not the binding constraint in cardiometabolic disease management

domains/health/rpm-technology-stack-enables-facility-to-home-care-migration-through-ai-middleware-that-converts-continuous-data-into-clinical-utility.md

@@ -5,6 +5,10 @@ description: "The technology layer enabling $265B facility-to-home shift consist
 confidence: likely
 source: "McKinsey & Company, From Facility to Home report (2021); market data on RPM and AI middleware growth"
 created: 2026-03-11
+supports:
+  - "home based care could capture 265 billion in medicare spending by 2025 through hospital at home remote monitoring and post acute shift"
+reweave_edges:
+  - "home based care could capture 265 billion in medicare spending by 2025 through hospital at home remote monitoring and post acute shift|supports|2026-03-31"
 ---
 
 # RPM technology stack enables facility-to-home care migration through AI middleware that converts continuous data into clinical utility

domains/health/semaglutide-reduces-kidney-disease-progression-24-percent-and-delays-dialysis-creating-largest-per-patient-cost-savings.md

@@ -5,6 +5,10 @@ description: "FLOW trial shows semaglutide slows kidney decline by 1.16 mL/min/1
 confidence: proven
 source: "NEJM FLOW Trial (N=3,533, stopped early for efficacy), FDA indication expansion 2024"
 created: 2026-03-11
+supports:
+  - "glp 1 multi organ protection creates compounding value across kidney cardiovascular and metabolic endpoints"
+reweave_edges:
+  - "glp 1 multi organ protection creates compounding value across kidney cardiovascular and metabolic endpoints|supports|2026-03-31"
 ---
 
 # Semaglutide reduces kidney disease progression by 24 percent and delays dialysis onset creating the largest per-patient cost savings of any GLP-1 indication because dialysis costs $90K+ per year

domains/health/us-long-term-care-financing-gap-is-largest-unaddressed-structural-problem-in-american-healthcare.md

@@ -5,6 +5,10 @@ description: "US relies on 870 billion in unpaid family labor plus Medicaid spen
 confidence: likely
 source: "PMC/JMA Journal Japan LTCI paper (2021); comparison to US Medicare/Medicaid structure"
 created: 2026-03-11
+supports:
+  - "japan demographic trajectory provides 20 year preview of us long term care challenge"
+reweave_edges:
+  - "japan demographic trajectory provides 20 year preview of us long term care challenge|supports|2026-03-31"
 ---
 
 # US long-term care financing gap is the largest unaddressed structural problem in American healthcare

domains/health/value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk.md

@@ -5,6 +5,12 @@ domain: health
 created: 2026-02-17
 source: "HCP-LAN 2022-2025 measurement; IMO Health VBC Update June 2025; Grand View Research VBC market analysis; Larsson et al NEJM Catalyst 2022"
 confidence: likely
+related:
+  - "federal budget scoring methodology systematically undervalues preventive interventions because 10 year window excludes long term savings"
+  - "home based care could capture 265 billion in medicare spending by 2025 through hospital at home remote monitoring and post acute shift"
+reweave_edges:
+  - "federal budget scoring methodology systematically undervalues preventive interventions because 10 year window excludes long term savings|related|2026-03-31"
+  - "home based care could capture 265 billion in medicare spending by 2025 through hospital at home remote monitoring and post acute shift|related|2026-03-31"
 ---
 
 # value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk