reweave: merge 18 files via frontmatter union [auto]

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

@@ -8,9 +8,11 @@ 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
+- The multiplanetary imperative's distinct value proposition is insurance against location-correlated extinction-level events, not all existential risks, because Earth-based bunkers can provide cost-effective resilience for catastrophes where Earth's biosphere remains functional
 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
+- The multiplanetary imperative's distinct value proposition is insurance against location-correlated extinction-level events, not all existential risks, because Earth-based bunkers can provide cost-effective resilience for catastrophes where Earth's biosphere remains functional|related|2026-04-29
 ---
 
 # existential risks interact as a system of amplifying feedback loops not independent threats

domains/ai-alignment/an AI agent that is uncertain about its objectives will defer to human shutdown commands because corrigibility emerges from value uncertainty not from engineering against instrumental interests.md

@@ -11,9 +11,11 @@ related:
 - capabilities generalize further than alignment as systems scale because behavioral heuristics that keep systems aligned at lower capability cease to function at higher capability
 - intelligence and goals are orthogonal so a superintelligence can be maximally competent while pursuing arbitrary or destructive ends
 - learning human values from observed behavior through inverse reinforcement learning is structurally safer than specifying objectives directly because the agent maintains uncertainty about what humans actually want
+- RLHF's exponential misspecification barrier collapses to polynomial if systematic feedback biases can be identified in advance
 reweave_edges:
 - learning human values from observed behavior through inverse reinforcement learning is structurally safer than specifying objectives directly because the agent maintains uncertainty about what humans actually want|related|2026-04-06
 - inverse reinforcement learning with objective uncertainty produces provably safe behavior because an AI system that knows it doesnt know the human reward function will defer to humans and accept shutdown rather than persist in potentially wrong actions|supports|2026-04-24
+- RLHF's exponential misspecification barrier collapses to polynomial if systematic feedback biases can be identified in advance|related|2026-04-29
 sourced_from:
 - inbox/archive/bostrom-russell-drexler-alignment-foundations.md
 supports:

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

@@ -20,12 +20,14 @@ reweave_edges:
 - Voluntary AI safety constraints are protected as corporate speech but unenforceable as safety requirements, creating legal mechanism gap when primary demand-side actor seeks safety-unconstrained providers|supports|2026-04-20
 - Commercial contract governance of military AI produces form-substance divergence through statutory authority preservation that voluntary amendments cannot override|supports|2026-04-24
 - Voluntary AI safety red lines without constitutional protection are structurally equivalent to no red lines because both depend on trust and lack external enforcement mechanisms|supports|2026-04-24
+- Advisory safety guardrails on AI systems deployed to air-gapped classified networks are unenforceable by design because vendors cannot monitor queries, outputs, or downstream decisions|supports|2026-04-29
 supports:
 - cross-lab-alignment-evaluation-surfaces-safety-gaps-internal-evaluation-misses-providing-empirical-basis-for-mandatory-third-party-evaluation
 - multilateral-verification-mechanisms-can-substitute-for-failed-voluntary-commitments-when-binding-enforcement-replaces-unilateral-sacrifice
 - Voluntary AI safety constraints are protected as corporate speech but unenforceable as safety requirements, creating legal mechanism gap when primary demand-side actor seeks safety-unconstrained providers
 - Commercial contract governance of military AI produces form-substance divergence through statutory authority preservation that voluntary amendments cannot override
 - Voluntary AI safety red lines without constitutional protection are structurally equivalent to no red lines because both depend on trust and lack external enforcement mechanisms
+- Advisory safety guardrails on AI systems deployed to air-gapped classified networks are unenforceable by design because vendors cannot monitor queries, outputs, or downstream decisions
 ---
 
 # 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/entertainment/ai-filmmaking-enables-solo-production-but-practitioners-retain-collaboration-voluntarily-revealing-community-value-exceeds-efficiency-gains.md

@@ -14,10 +14,12 @@ related:
 - AI filmmaking is developing institutional community validation structures rather than replacing community with algorithmic reach
 - AI narrative filmmaking breakthrough will be a filmmaker using AI tools not pure AI automation
 - Community building is more valuable than individual film brands in AI-enabled filmmaking because audience is the sustainable asset
+- AI Director multi-shot generation removes manual assembly as the primary workflow barrier for AI narrative filmmaking
 reweave_edges:
 - AI filmmaking is developing institutional community validation structures rather than replacing community with algorithmic reach|related|2026-04-17
 - AI narrative filmmaking breakthrough will be a filmmaker using AI tools not pure AI automation|related|2026-04-17
 - Community building is more valuable than individual film brands in AI-enabled filmmaking because audience is the sustainable asset|related|2026-04-17
+- AI Director multi-shot generation removes manual assembly as the primary workflow barrier for AI narrative filmmaking|related|2026-04-29
 ---
 
 # AI filmmaking enables solo production but practitioners retain collaboration voluntarily, revealing community value exceeds efficiency gains

domains/entertainment/aif-2026-is-first-observable-test-of-gen-4-narrative-capability-at-audience-scale.md

@@ -10,7 +10,15 @@ agent: clay
 sourced_from: entertainment/2026-01-xx-deadline-runway-aif-2026-category-expansion.md
 scope: causal
 sourcer: Deadline Staff
-related: ["ai-narrative-filmmaking-breakthrough-will-be-filmmaker-using-ai-not-pure-ai-automation", "character-consistency-unlocks-ai-narrative-filmmaking-by-removing-technical-barrier-to-multi-shot-storytelling", "aif-2026-is-first-observable-test-of-gen-4-narrative-capability-at-audience-scale", "ai-creative-tools-achieved-commercial-viability-in-advertising-before-narrative-film"]
+related:
+- ai-narrative-filmmaking-breakthrough-will-be-filmmaker-using-ai-not-pure-ai-automation
+- character-consistency-unlocks-ai-narrative-filmmaking-by-removing-technical-barrier-to-multi-shot-storytelling
+- aif-2026-is-first-observable-test-of-gen-4-narrative-capability-at-audience-scale
+- ai-creative-tools-achieved-commercial-viability-in-advertising-before-narrative-film
+supports:
+- AI narrative filmmaking crossed the micro-expression and emotional coherence threshold at WAIFF 2026 as documented by year-over-year quality improvement where last year's best films would not qualify for this year's official selection
+reweave_edges:
+- AI narrative filmmaking crossed the micro-expression and emotional coherence threshold at WAIFF 2026 as documented by year-over-year quality improvement where last year's best films would not qualify for this year's official selection|supports|2026-04-29
 ---
 
 # AIF 2026 June screenings represent the first observable test of Gen-4 narrative capability at audience scale

domains/entertainment/entertainment IP should be treated as a multi-sided platform that enables fan creation rather than a unidirectional broadcast asset.md

@@ -7,8 +7,10 @@ source: "Doug Shapiro, 'IP as Platform', The Mediator (Substack)"
 created: 2026-03-01
 related:
 - Creator IP that persists independent of the creator's personal brand is the emerging structural advantage in the creator economy because it enables revenue streams that survive beyond individual creator burnout or platform shifts
+- Platform-mediated creator programs enable community distribution without ownership transfer by legally authorizing influencers to amplify platform content across social networks
 reweave_edges:
 - Creator IP that persists independent of the creator's personal brand is the emerging structural advantage in the creator economy because it enables revenue streams that survive beyond individual creator burnout or platform shifts|related|2026-04-17
+- Platform-mediated creator programs enable community distribution without ownership transfer by legally authorizing influencers to amplify platform content across social networks|related|2026-04-29
 sourced_from:
 - inbox/archive/general/shapiro-ip-as-platform.md
 ---

domains/entertainment/ip-rights-management-becomes-dominant-cost-in-content-production-as-technical-costs-approach-zero.md

@@ -15,8 +15,10 @@ related:
 - ip-rights-management-becomes-dominant-cost-in-content-production-as-technical-costs-approach-zero
 supports:
 - AI production cost decline of 60% annually makes feature-film quality accessible at consumer price points by 2029
+- AI film production costs reduced by 50 percent for mid-budget features as documented by actor-director Mathieu Kassovitz estimating $50-60M projects now cost $25M using AI
 reweave_edges:
 - AI production cost decline of 60% annually makes feature-film quality accessible at consumer price points by 2029|supports|2026-04-17
+- AI film production costs reduced by 50 percent for mid-budget features as documented by actor-director Mathieu Kassovitz estimating $50-60M projects now cost $25M using AI|supports|2026-04-29
 ---
 
 # IP rights management becomes dominant cost in content production as technical costs approach zero

domains/entertainment/narrative-produces-material-outcomes-only-when-coupled-with-institutional-propagation-infrastructure.md

@@ -10,6 +10,10 @@ agent: clay
 scope: causal
 sourcer: "Berkeley Othering & Belonging Institute"
 related_claims: ["[[narratives are infrastructure not just communication because they coordinate action at civilizational scale]]", "[[media disruption follows two sequential phases as distribution moats fall first and creation moats fall second]]"]
+related:
+- Propaganda fails when narrative contradicts visible material conditions, not when it creates aspiration for possible futures
+reweave_edges:
+- Propaganda fails when narrative contradicts visible material conditions, not when it creates aspiration for possible futures|related|2026-04-29
 ---
 
 # Narrative produces material civilizational outcomes only when coupled with institutional propagation infrastructure because narrative alone shifts sentiment but fails to overcome institutionalized norms

domains/entertainment/platform-mediated-creator-programs-enable-community-distribution-without-ownership-transfer.md

@@ -10,7 +10,16 @@ agent: clay
 sourced_from: entertainment/2026-04-28-netflix-25b-buyback-organic-strategy-creator-program.md
 scope: structural
 sourcer: Netflix Q1 2026 Shareholder Letter
-related: ["nft-holder-ip-licensing-converts-speculation-to-evangelism-through-revenue-sharing", "community-owned-IP-grows-through-complex-contagion-not-viral-spread-because-fandom-requires-multiple-reinforcing-exposures-from-trusted-community-members", "the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership"]
+related:
+- nft-holder-ip-licensing-converts-speculation-to-evangelism-through-revenue-sharing
+- community-owned-IP-grows-through-complex-contagion-not-viral-spread-because-fandom-requires-multiple-reinforcing-exposures-from-trusted-community-members
+- the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership
+supports:
+- Live sports events function as country-specific subscriber acquisition mechanisms when exclusive rights create cultural moment concentration
+- Platform streaming services adopt creator ecosystems as community distribution channels by licensing exclusive content to influencers for social platform amplification
+reweave_edges:
+- Live sports events function as country-specific subscriber acquisition mechanisms when exclusive rights create cultural moment concentration|supports|2026-04-29
+- Platform streaming services adopt creator ecosystems as community distribution channels by licensing exclusive content to influencers for social platform amplification|supports|2026-04-29
 ---
 
 # Platform-mediated creator programs enable community distribution without ownership transfer by legally authorizing influencers to amplify platform content across social networks

domains/grand-strategy/classified-ai-deployment-creates-structural-monitoring-incompatibility-through-air-gapped-network-architecture.md

@@ -10,7 +10,16 @@ agent: leo
 sourced_from: grand-strategy/2026-04-27-washingtonpost-google-employees-letter-pentagon-classified-ai.md
 scope: structural
 sourcer: Washington Post / CBS News / The Hill
-related: ["coercive-governance-instruments-produce-offense-defense-asymmetries-through-selective-enforcement-within-deploying-agency", "voluntary-ai-safety-constraints-lack-legal-enforcement-mechanism-when-primary-customer-demands-safety-unconstrained-alternatives", "three-track-corporate-safety-governance-stack-reveals-sequential-ceiling-architecture"]
+related:
+- coercive-governance-instruments-produce-offense-defense-asymmetries-through-selective-enforcement-within-deploying-agency
+- voluntary-ai-safety-constraints-lack-legal-enforcement-mechanism-when-primary-customer-demands-safety-unconstrained-alternatives
+- three-track-corporate-safety-governance-stack-reveals-sequential-ceiling-architecture
+supports:
+- Advisory safety guardrails on AI systems deployed to air-gapped classified networks are unenforceable by design because vendors cannot monitor queries, outputs, or downstream decisions
+- Employee AI ethics governance mechanisms have structurally weakened as military AI deployment normalized, evidenced by 85 percent reduction in petition signatories despite higher stakes
+reweave_edges:
+- Advisory safety guardrails on AI systems deployed to air-gapped classified networks are unenforceable by design because vendors cannot monitor queries, outputs, or downstream decisions|supports|2026-04-29
+- Employee AI ethics governance mechanisms have structurally weakened as military AI deployment normalized, evidenced by 85 percent reduction in petition signatories despite higher stakes|supports|2026-04-29
 ---
 
 # Classified AI deployment creates structural monitoring incompatibility that severs company safety compliance verification because air-gapped networks architecturally prevent external access

domains/health/cgm-integrated-glp1-behavioral-support-achieves-superior-unit-economics-versus-coaching-only-models.md

@@ -10,8 +10,16 @@ agent: vida
 sourced_from: health/2026-04-28-omada-health-ipo-glp1-track-atoms-to-bits-validation.md
 scope: causal
 sourcer: Omada Health investor relations
-supports: ["healthcares-defensible-layer-is-where-atoms-become-bits-because-physical-to-digital-conversion-generates-the-data-that-powers-ai-care-while-building-patient-trust-that-software-alone-cannot-create"]
+supports:
-related: ["healthcares-defensible-layer-is-where-atoms-become-bits-because-physical-to-digital-conversion-generates-the-data-that-powers-ai-care-while-building-patient-trust-that-software-alone-cannot-create", "digital-behavioral-support-improves-glp1-persistence-20-percentage-points-through-coaching-and-monitoring", "weightwatchers-med-plus"]
+- healthcares-defensible-layer-is-where-atoms-become-bits-because-physical-to-digital-conversion-generates-the-data-that-powers-ai-care-while-building-patient-trust-that-software-alone-cannot-create
+related:
+- healthcares-defensible-layer-is-where-atoms-become-bits-because-physical-to-digital-conversion-generates-the-data-that-powers-ai-care-while-building-patient-trust-that-software-alone-cannot-create
+- digital-behavioral-support-improves-glp1-persistence-20-percentage-points-through-coaching-and-monitoring
+- weightwatchers-med-plus
+challenges:
+- AI-driven GLP-1 telehealth prescribing achieves billion-dollar scale with minimal staffing but generates systematic safety and fraud failures
+reweave_edges:
+- AI-driven GLP-1 telehealth prescribing achieves billion-dollar scale with minimal staffing but generates systematic safety and fraud failures|challenges|2026-04-29
 ---
 
 # CGM-integrated GLP-1 behavioral support achieves fundamentally different unit economics than coaching-only models, enabling profitability at lower revenue scales

domains/health/healthcare AI creates a Jevons paradox because adding capacity to sick care induces more demand for sick care.md

@@ -9,10 +9,12 @@ related:
 - CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo
 - consumer willingness to pay out of pocket for AI-enhanced care is outpacing reimbursement creating a cash-pay adoption pathway that bypasses traditional payer gatekeeping
 - attractor-molochian-exhaustion
+- AI-driven GLP-1 telehealth prescribing achieves billion-dollar scale with minimal staffing but generates systematic safety and fraud failures
 reweave_edges:
 - AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output|related|2026-03-28
 - CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo|related|2026-03-28
 - consumer willingness to pay out of pocket for AI-enhanced care is outpacing reimbursement creating a cash-pay adoption pathway that bypasses traditional payer gatekeeping|related|2026-03-28
+- AI-driven GLP-1 telehealth prescribing achieves billion-dollar scale with minimal staffing but generates systematic safety and fraud failures|related|2026-04-29
 source: Devoted Health AI Overview Memo, 2026
 supports:
 - optimization for efficiency without regard for resilience creates systemic fragility because interconnected systems transmit and amplify local failures into cascading breakdowns

domains/health/llms-amplify-human-cognitive-biases-through-sequential-processing-and-lack-contextual-resistance.md

@@ -12,8 +12,10 @@ sourcer: npj Digital Medicine research team
 related_claims: ["[[human-in-the-loop clinical AI degrades to worse-than-AI-alone because physicians both de-skill from reliance and introduce errors when overriding correct outputs]]", "[[medical LLM benchmark performance does not translate to clinical impact because physicians with and without AI access achieve similar diagnostic accuracy in randomized trials]]"]
 supports:
 - LLM anchoring bias causes clinical AI to reinforce physician initial assessments rather than challenge them because the physician's plan becomes the anchor that shapes all subsequent AI reasoning
+- LLM behavioral coaching matches human coach message quality after refinement but fails to achieve clinical equivalence due to privacy, bias, and safety concerns
 reweave_edges:
 - LLM anchoring bias causes clinical AI to reinforce physician initial assessments rather than challenge them because the physician's plan becomes the anchor that shapes all subsequent AI reasoning|supports|2026-04-07
+- LLM behavioral coaching matches human coach message quality after refinement but fails to achieve clinical equivalence due to privacy, bias, and safety concerns|supports|2026-04-29
 ---
 
 # LLMs amplify rather than merely replicate human cognitive biases because sequential processing creates stronger anchoring effects and lack of clinical experience eliminates contextual resistance

domains/health/medical LLM benchmark performance does not translate to clinical impact because physicians with and without AI access achieve similar diagnostic accuracy in randomized trials.md

@@ -9,9 +9,11 @@ related_claims: ["[[divergence-human-ai-clinical-collaboration-enhance-or-degrad
 related:
 - LLM anchoring bias causes clinical AI to reinforce physician initial assessments rather than challenge them because the physician's plan becomes the anchor that shapes all subsequent AI reasoning
 - Medical benchmark performance does not predict clinical safety as USMLE scores correlate only 0.61 with harm rates
+- LLM behavioral coaching matches human coach message quality after refinement but fails to achieve clinical equivalence due to privacy, bias, and safety concerns
 reweave_edges:
 - LLM anchoring bias causes clinical AI to reinforce physician initial assessments rather than challenge them because the physician's plan becomes the anchor that shapes all subsequent AI reasoning|related|2026-04-07
 - Medical benchmark performance does not predict clinical safety as USMLE scores correlate only 0.61 with harm rates|related|2026-04-17
+- LLM behavioral coaching matches human coach message quality after refinement but fails to achieve clinical equivalence due to privacy, bias, and safety concerns|related|2026-04-29
 ---
 
 # medical LLM benchmark performance does not translate to clinical impact because physicians with and without AI access achieve similar diagnostic accuracy in randomized trials

domains/internet-finance/dcm-field-preemption-protects-all-contracts-on-registered-platforms-regardless-of-type.md

@@ -9,7 +9,15 @@ title: DCM field preemption protects all contracts on registered platforms regar
 agent: rio
 scope: structural
 sourcer: CNBC
-related: ["futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires", "cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets", "third-circuit-ruling-creates-first-federal-appellate-precedent-for-cftc-preemption-of-state-gambling-laws", "dcm-field-preemption-protects-all-contracts-on-registered-platforms-regardless-of-type"]
+related:
+- futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires
+- cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets
+- third-circuit-ruling-creates-first-federal-appellate-precedent-for-cftc-preemption-of-state-gambling-laws
+- dcm-field-preemption-protects-all-contracts-on-registered-platforms-regardless-of-type
+supports:
+- CFTC Arizona TRO formalizes two-tier prediction market structure where DCM-registered platforms receive federal preemption protection while unregistered protocols remain exposed to state enforcement
+reweave_edges:
+- CFTC Arizona TRO formalizes two-tier prediction market structure where DCM-registered platforms receive federal preemption protection while unregistered protocols remain exposed to state enforcement|supports|2026-04-29
 ---
 
 # DCM field preemption protects all contracts on registered platforms regardless of contract type because the 3rd Circuit interprets CEA preemption as applying to the trading activity itself not individual contract authorization

domains/space-development/planetary-defense-addresses-detectable-asteroid-threats-not-grbs-supervolcanism-or-anthropogenic-catastrophe.md

@@ -15,6 +15,9 @@ supports:
 reweave_edges:
 - DART validated kinetic deflection at heliocentric scales with beta factor 3.61 proving ejecta momentum amplification dominates impact transfer on rubble-pile asteroids|supports|2026-04-24
 - Planetary defense addresses asteroid/comet impacts but not GRBs, supervolcanism, or anthropogenic catastrophe — the risks most clearly requiring multiplanetary distribution|supports|2026-04-24
+- The multiplanetary imperative's distinct value proposition is insurance against location-correlated extinction-level events, not all existential risks, because Earth-based bunkers can provide cost-effective resilience for catastrophes where Earth's biosphere remains functional|related|2026-04-29
+related:
+- The multiplanetary imperative's distinct value proposition is insurance against location-correlated extinction-level events, not all existential risks, because Earth-based bunkers can provide cost-effective resilience for catastrophes where Earth's biosphere remains functional
 ---
 
 # Planetary defense significantly reduces asteroid-specific extinction risk but does not address gamma-ray bursts, supervolcanism, or anthropogenic catastrophe which remain primary rationale for multiplanetary expansion

domains/space-development/prospect-and-viper-2027-demos-are-single-point-dependencies-for-phase-2-isru-timeline.md

@@ -15,8 +15,10 @@ supports:
 reweave_edges:
 - VIPER's late 2027 prospecting mission structurally constrains operational lunar ISRU to post-2029 because extraction system design requires site characterization data|supports|2026-04-17
 - Chang'e-7|related|2026-04-24
+- NASA LIFT-1 ISRU extraction demonstration program remaining at pre-contract RFI stage 2.5 years after solicitation suggests institutional friction as much as technical uncertainty|related|2026-04-29
 related:
 - Chang'e-7
+- NASA LIFT-1 ISRU extraction demonstration program remaining at pre-contract RFI stage 2.5 years after solicitation suggests institutional friction as much as technical uncertainty
 ---
 
 # PROSPECT and VIPER 2027 missions are single-point dependencies for Phase 2 operational ISRU because they are the only planned chemistry and ice characterization demonstrations before 2029-2032 deployment

foundations/cultural-dynamics/berger-and-luckmanns-plausibility-structures-reveal-that-master-narrative-maintenance-requires-institutional-power-not-just-cultural-appeal.md

@@ -10,6 +10,10 @@ related_claims:
   - "world-narratives-follow-a-lifecycle-of-formation-dominance-contradiction-accumulation-crisis-and-transformation"
   - "the-current-narrative-breakdown-is-unprecedented-in-speed-because-the-internet-makes-contradictions-visible-to-billions-instantly"
   - "effective-world-narratives-must-provide-both-meaning-and-coordination-mechanisms-simultaneously"
+related:
+- Propaganda fails when narrative contradicts visible material conditions, not when it creates aspiration for possible futures
+reweave_edges:
+- Propaganda fails when narrative contradicts visible material conditions, not when it creates aspiration for possible futures|related|2026-04-29
 ---
 
 # Berger and Luckmann's plausibility structures reveal that master narrative maintenance requires institutional power not just cultural appeal