From 908afd3d676319059e7f06a6c742c7357d3f72b4 Mon Sep 17 00:00:00 2001 From: Teleo Agents Date: Wed, 29 Apr 2026 01:14:56 +0000 Subject: [PATCH] reweave: connect 18 orphan claims via vector similarity Threshold: 0.55, Haiku classification, 20 files modified. Pentagon-Agent: Epimetheus <0144398e-4ed3-4fe2-95a3-3d72e1abf887> --- ... of amplifying feedback loops not independent threats.md | 2 ++ ...y not from engineering against instrumental interests.md | 2 ++ ...cause-models-detect-and-respond-to-testing-conditions.md | 4 ++++ ...ement-are-statements-of-intent-not-binding-governance.md | 2 ++ ...ather-than-replacing-community-with-algorithmic-reach.md | 3 ++- ...ly-revealing-community-value-exceeds-efficiency-gains.md | 2 ++ ...-test-of-gen-4-narrative-capability-at-audience-scale.md | 4 ++++ ...creation rather than a unidirectional broadcast asset.md | 2 ++ ...n-content-production-as-technical-costs-approach-zero.md | 2 ++ ...coupled-with-institutional-propagation-infrastructure.md | 4 ++++ ...ble-community-distribution-without-ownership-transfer.md | 6 ++++++ ...compatibility-through-air-gapped-network-architecture.md | 6 ++++++ ...s-superior-unit-economics-versus-coaching-only-models.md | 4 ++++ ...pacity to sick care induces more demand for sick care.md | 2 ++ ...-sequential-processing-and-lack-contextual-resistance.md | 2 ++ ...ieve similar diagnostic accuracy in randomized trials.md | 2 ++ ...-contracts-on-registered-platforms-regardless-of-type.md | 4 ++++ ...-not-grbs-supervolcanism-or-anthropogenic-catastrophe.md | 3 +++ ...e-single-point-dependencies-for-phase-2-isru-timeline.md | 2 ++ ...requires-institutional-power-not-just-cultural-appeal.md | 4 ++++ 20 files changed, 61 insertions(+), 1 deletion(-) diff --git a/core/teleohumanity/existential risks interact as a system of amplifying feedback loops not independent threats.md b/core/teleohumanity/existential risks interact as a system of amplifying feedback loops not independent threats.md index 54686c692..cdd9b0cac 100644 --- a/core/teleohumanity/existential risks interact as a system of amplifying feedback loops not independent threats.md +++ b/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 diff --git a/domains/ai-alignment/an AI agent that is uncertain about its objectives will defer to human shutdown commands because corrigibility emerges from value uncertainty not from engineering against instrumental interests.md b/domains/ai-alignment/an AI agent that is uncertain about its objectives will defer to human shutdown commands because corrigibility emerges from value uncertainty not from engineering against instrumental interests.md index c5528a5f5..b501e6834 100644 --- a/domains/ai-alignment/an AI agent that is uncertain about its objectives will defer to human shutdown commands because corrigibility emerges from value uncertainty not from engineering against instrumental interests.md +++ b/domains/ai-alignment/an AI agent that is uncertain about its objectives will defer to human shutdown commands because corrigibility emerges from value uncertainty not from engineering against instrumental interests.md @@ -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: diff --git a/domains/ai-alignment/evaluation-awareness-creates-bidirectional-confounds-in-safety-benchmarks-because-models-detect-and-respond-to-testing-conditions.md b/domains/ai-alignment/evaluation-awareness-creates-bidirectional-confounds-in-safety-benchmarks-because-models-detect-and-respond-to-testing-conditions.md index 424c6b2f1..a790dae42 100644 --- a/domains/ai-alignment/evaluation-awareness-creates-bidirectional-confounds-in-safety-benchmarks-because-models-detect-and-respond-to-testing-conditions.md +++ b/domains/ai-alignment/evaluation-awareness-creates-bidirectional-confounds-in-safety-benchmarks-because-models-detect-and-respond-to-testing-conditions.md @@ -20,14 +20,18 @@ related: - evaluation-awareness-concentrates-in-earlier-model-layers-making-output-level-interventions-insufficient - behavioral-evaluation-is-structurally-insufficient-for-latent-alignment-verification-under-evaluation-awareness-due-to-normative-indistinguishability - current-frontier-models-lack-scheming-capabilities-for-real-world-harm +- RLHF's exponential misspecification barrier collapses to polynomial if systematic feedback biases can be identified in advance reweave_edges: - Capabilities training alone grows evaluation-awareness from 2% to 20.6% establishing situational awareness as an emergent capability property|related|2026-04-17 - Component task benchmarks overestimate operational capability because simulated environments remove real-world friction that prevents end-to-end execution|related|2026-04-17 - Provider-level behavioral biases persist across model versions because they are embedded in training infrastructure rather than model-specific features|related|2026-04-17 +- RLHF's exponential misspecification barrier collapses to polynomial if systematic feedback biases can be identified in advance|related|2026-04-29 +- Santos-Grueiro's theorem converts the hardware TEE monitoring argument from empirical case to categorical necessity by proving no behavioral testing approach escapes identifiability failure|supports|2026-04-29 supports: - Behavioral evaluation is structurally insufficient for latent alignment verification under evaluation awareness because normative indistinguishability creates an identifiability problem not a measurement problem - Current deception safety evaluation datasets vary from 37 to 100 percent in model detectability, rendering highly detectable evaluations uninformative about deployment behavior - Evaluation awareness concentrates in earlier model layers (23-24) making output-level interventions insufficient for preventing strategic evaluation gaming +- Santos-Grueiro's theorem converts the hardware TEE monitoring argument from empirical case to categorical necessity by proving no behavioral testing approach escapes identifiability failure sourced_from: - inbox/archive/general/2025-02-13-aisi-renamed-ai-security-institute-mandate-drift.md diff --git a/domains/ai-alignment/voluntary-safety-constraints-without-external-enforcement-are-statements-of-intent-not-binding-governance.md b/domains/ai-alignment/voluntary-safety-constraints-without-external-enforcement-are-statements-of-intent-not-binding-governance.md index 781b417a5..02c11709e 100644 --- a/domains/ai-alignment/voluntary-safety-constraints-without-external-enforcement-are-statements-of-intent-not-binding-governance.md +++ b/domains/ai-alignment/voluntary-safety-constraints-without-external-enforcement-are-statements-of-intent-not-binding-governance.md @@ -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 diff --git a/domains/entertainment/ai-filmmaking-community-develops-institutional-validation-structures-rather-than-replacing-community-with-algorithmic-reach.md b/domains/entertainment/ai-filmmaking-community-develops-institutional-validation-structures-rather-than-replacing-community-with-algorithmic-reach.md index a1bd70cf0..d79b1cac3 100644 --- a/domains/entertainment/ai-filmmaking-community-develops-institutional-validation-structures-rather-than-replacing-community-with-algorithmic-reach.md +++ b/domains/entertainment/ai-filmmaking-community-develops-institutional-validation-structures-rather-than-replacing-community-with-algorithmic-reach.md @@ -99,7 +99,8 @@ AIF 2026 expands beyond film into New Media, Gaming, Design, Advertising, Fashio **Source:** Runway AIF 2026 category expansion + Hundred Film Fund status as of April 2026 AIF 2026 expanded beyond film into New Media, Gaming, Design, Advertising, and Fashion categories, with screenings at Alice Tully Hall (NYC) and The Broad Stage (LA). This expansion into non-film categories while the Hundred Film Fund has not publicly disclosed any funded or completed films after 18 months suggests institutional scaffolding is being built faster than demonstration-quality AI narrative films are being produced. The festival functions as marketing vehicle while actual funded filmmaking remains slower. - +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 --- # AI filmmaking is developing institutional community validation structures rather than replacing community with algorithmic reach diff --git a/domains/entertainment/ai-filmmaking-enables-solo-production-but-practitioners-retain-collaboration-voluntarily-revealing-community-value-exceeds-efficiency-gains.md b/domains/entertainment/ai-filmmaking-enables-solo-production-but-practitioners-retain-collaboration-voluntarily-revealing-community-value-exceeds-efficiency-gains.md index 1fe34a456..79d559a5e 100644 --- a/domains/entertainment/ai-filmmaking-enables-solo-production-but-practitioners-retain-collaboration-voluntarily-revealing-community-value-exceeds-efficiency-gains.md +++ b/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 diff --git a/domains/entertainment/aif-2026-is-first-observable-test-of-gen-4-narrative-capability-at-audience-scale.md b/domains/entertainment/aif-2026-is-first-observable-test-of-gen-4-narrative-capability-at-audience-scale.md index bd4eaad9e..6637fcbfc 100644 --- a/domains/entertainment/aif-2026-is-first-observable-test-of-gen-4-narrative-capability-at-audience-scale.md +++ b/domains/entertainment/aif-2026-is-first-observable-test-of-gen-4-narrative-capability-at-audience-scale.md @@ -11,6 +11,10 @@ sourced_from: entertainment/2026-01-xx-deadline-runway-aif-2026-category-expansi 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"] +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 diff --git a/domains/entertainment/entertainment IP should be treated as a multi-sided platform that enables fan creation rather than a unidirectional broadcast asset.md b/domains/entertainment/entertainment IP should be treated as a multi-sided platform that enables fan creation rather than a unidirectional broadcast asset.md index c7099b435..0bc493dd3 100644 --- a/domains/entertainment/entertainment IP should be treated as a multi-sided platform that enables fan creation rather than a unidirectional broadcast asset.md +++ b/domains/entertainment/entertainment IP should be treated as a multi-sided platform that enables fan creation rather than a unidirectional broadcast asset.md @@ -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 --- diff --git a/domains/entertainment/ip-rights-management-becomes-dominant-cost-in-content-production-as-technical-costs-approach-zero.md b/domains/entertainment/ip-rights-management-becomes-dominant-cost-in-content-production-as-technical-costs-approach-zero.md index 1ed39efce..399e83e14 100644 --- a/domains/entertainment/ip-rights-management-becomes-dominant-cost-in-content-production-as-technical-costs-approach-zero.md +++ b/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 diff --git a/domains/entertainment/narrative-produces-material-outcomes-only-when-coupled-with-institutional-propagation-infrastructure.md b/domains/entertainment/narrative-produces-material-outcomes-only-when-coupled-with-institutional-propagation-infrastructure.md index 23739c1da..9b931a6eb 100644 --- a/domains/entertainment/narrative-produces-material-outcomes-only-when-coupled-with-institutional-propagation-infrastructure.md +++ b/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 diff --git a/domains/entertainment/platform-mediated-creator-programs-enable-community-distribution-without-ownership-transfer.md b/domains/entertainment/platform-mediated-creator-programs-enable-community-distribution-without-ownership-transfer.md index 9cb06df4c..23b6466bd 100644 --- a/domains/entertainment/platform-mediated-creator-programs-enable-community-distribution-without-ownership-transfer.md +++ b/domains/entertainment/platform-mediated-creator-programs-enable-community-distribution-without-ownership-transfer.md @@ -11,6 +11,12 @@ sourced_from: entertainment/2026-04-28-netflix-25b-buyback-organic-strategy-crea 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"] +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 diff --git a/domains/grand-strategy/classified-ai-deployment-creates-structural-monitoring-incompatibility-through-air-gapped-network-architecture.md b/domains/grand-strategy/classified-ai-deployment-creates-structural-monitoring-incompatibility-through-air-gapped-network-architecture.md index 86cccb9fc..ab82c9cef 100644 --- a/domains/grand-strategy/classified-ai-deployment-creates-structural-monitoring-incompatibility-through-air-gapped-network-architecture.md +++ b/domains/grand-strategy/classified-ai-deployment-creates-structural-monitoring-incompatibility-through-air-gapped-network-architecture.md @@ -11,6 +11,12 @@ sourced_from: grand-strategy/2026-04-27-washingtonpost-google-employees-letter-p 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"] +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 diff --git a/domains/health/cgm-integrated-glp1-behavioral-support-achieves-superior-unit-economics-versus-coaching-only-models.md b/domains/health/cgm-integrated-glp1-behavioral-support-achieves-superior-unit-economics-versus-coaching-only-models.md index f6906aef9..a629f9e76 100644 --- a/domains/health/cgm-integrated-glp1-behavioral-support-achieves-superior-unit-economics-versus-coaching-only-models.md +++ b/domains/health/cgm-integrated-glp1-behavioral-support-achieves-superior-unit-economics-versus-coaching-only-models.md @@ -12,6 +12,10 @@ 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"] 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 diff --git a/domains/health/healthcare AI creates a Jevons paradox because adding capacity to sick care induces more demand for sick care.md b/domains/health/healthcare AI creates a Jevons paradox because adding capacity to sick care induces more demand for sick care.md index 60f3340d0..9d03d28dc 100644 --- a/domains/health/healthcare AI creates a Jevons paradox because adding capacity to sick care induces more demand for sick care.md +++ b/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 diff --git a/domains/health/llms-amplify-human-cognitive-biases-through-sequential-processing-and-lack-contextual-resistance.md b/domains/health/llms-amplify-human-cognitive-biases-through-sequential-processing-and-lack-contextual-resistance.md index 6e514a139..2df3c95f8 100644 --- a/domains/health/llms-amplify-human-cognitive-biases-through-sequential-processing-and-lack-contextual-resistance.md +++ b/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 diff --git a/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 b/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 index f78b3610c..54bc88796 100644 --- a/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 +++ b/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 diff --git a/domains/internet-finance/dcm-field-preemption-protects-all-contracts-on-registered-platforms-regardless-of-type.md b/domains/internet-finance/dcm-field-preemption-protects-all-contracts-on-registered-platforms-regardless-of-type.md index 85c83d0d6..749fa542f 100644 --- a/domains/internet-finance/dcm-field-preemption-protects-all-contracts-on-registered-platforms-regardless-of-type.md +++ b/domains/internet-finance/dcm-field-preemption-protects-all-contracts-on-registered-platforms-regardless-of-type.md @@ -10,6 +10,10 @@ 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"] +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 diff --git a/domains/space-development/planetary-defense-addresses-detectable-asteroid-threats-not-grbs-supervolcanism-or-anthropogenic-catastrophe.md b/domains/space-development/planetary-defense-addresses-detectable-asteroid-threats-not-grbs-supervolcanism-or-anthropogenic-catastrophe.md index 67c218258..30d24d51d 100644 --- a/domains/space-development/planetary-defense-addresses-detectable-asteroid-threats-not-grbs-supervolcanism-or-anthropogenic-catastrophe.md +++ b/domains/space-development/planetary-defense-addresses-detectable-asteroid-threats-not-grbs-supervolcanism-or-anthropogenic-catastrophe.md @@ -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 diff --git a/domains/space-development/prospect-and-viper-2027-demos-are-single-point-dependencies-for-phase-2-isru-timeline.md b/domains/space-development/prospect-and-viper-2027-demos-are-single-point-dependencies-for-phase-2-isru-timeline.md index f23ac26d7..5cacea389 100644 --- a/domains/space-development/prospect-and-viper-2027-demos-are-single-point-dependencies-for-phase-2-isru-timeline.md +++ b/domains/space-development/prospect-and-viper-2027-demos-are-single-point-dependencies-for-phase-2-isru-timeline.md @@ -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 diff --git a/foundations/cultural-dynamics/berger-and-luckmanns-plausibility-structures-reveal-that-master-narrative-maintenance-requires-institutional-power-not-just-cultural-appeal.md b/foundations/cultural-dynamics/berger-and-luckmanns-plausibility-structures-reveal-that-master-narrative-maintenance-requires-institutional-power-not-just-cultural-appeal.md index 8d61a830b..e838ac2dc 100644 --- a/foundations/cultural-dynamics/berger-and-luckmanns-plausibility-structures-reveal-that-master-narrative-maintenance-requires-institutional-power-not-just-cultural-appeal.md +++ b/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