diff --git a/core/teleohumanity/technology advances exponentially but coordination mechanisms evolve linearly creating a widening gap.md b/core/teleohumanity/technology advances exponentially but coordination mechanisms evolve linearly creating a widening gap.md index 8902c9133..fbcb05f02 100644 --- a/core/teleohumanity/technology advances exponentially but coordination mechanisms evolve linearly creating a widening gap.md +++ b/core/teleohumanity/technology advances exponentially but coordination mechanisms evolve linearly creating a widening gap.md @@ -8,6 +8,8 @@ confidence: likely source: "TeleoHumanity Manifesto, Fermi Paradox & Great Filter" 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 +- ccw-consensus-rule-enables-small-coalition-veto-over-autonomous-weapons-governance +- frontier-ai-monitoring-evasion-capability-grew-from-minimal-mitigations-sufficient-to-26-percent-success-in-13-months 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 --- diff --git a/core/teleohumanity/the alignment problem dissolves when human values are continuously woven into the system rather than specified in advance.md b/core/teleohumanity/the alignment problem dissolves when human values are continuously woven into the system rather than specified in advance.md index 7b1bd4f9d..f7edd39ca 100644 --- a/core/teleohumanity/the alignment problem dissolves when human values are continuously woven into the system rather than specified in advance.md +++ b/core/teleohumanity/the alignment problem dissolves when human values are continuously woven into the system rather than specified in advance.md @@ -9,6 +9,9 @@ source: "TeleoHumanity Manifesto, Chapter 8" related: - transparent algorithmic governance where AI response rules are public and challengeable through the same epistemic process as the knowledge base is a structurally novel alignment approach - rights expand as capabilities grow because capability creates moral obligation +- training-free-weight-editing-converts-steering-vectors-to-persistent-alignment +- alignment-through-continuous-coordination-outperforms-upfront-specification-because-deployment-contexts-diverge-from-training-conditions +- inference-time-safety-monitoring-recovers-alignment-through-early-reasoning-intervention reweave_edges: - transparent algorithmic governance where AI response rules are public and challengeable through the same epistemic process as the knowledge base is a structurally novel alignment approach|related|2026-03-28 - Alignment through continuous coordination outperforms upfront specification because deployment contexts inevitably diverge from training conditions making frozen values brittle|supports|2026-04-19 diff --git a/domains/ai-alignment/AI agents excel at implementing well-scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect.md b/domains/ai-alignment/AI agents excel at implementing well-scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect.md index 68a680dc7..72a416cae 100644 --- a/domains/ai-alignment/AI agents excel at implementing well-scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect.md +++ b/domains/ai-alignment/AI agents excel at implementing well-scoped ideas but cannot generate creative experiment designs which makes the human role shift from researcher to agent workflow architect.md @@ -13,6 +13,7 @@ related: - iterative agent self-improvement produces compounding capability gains when evaluation is structurally separated from generation - tools and artifacts transfer between AI agents and evolve in the process because Agent O improved Agent Cs solver by combining it with its own structural knowledge creating a hybrid better than either original - Hyperspace +- ai-agents-shift-research-bottleneck-from-execution-to-ideation-because-agents-implement-well-scoped-ideas-but-fail-at-creative-experiment-design reweave_edges: - as AI-automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems|related|2026-03-28 - iterative agent self-improvement produces compounding capability gains when evaluation is structurally separated from generation|related|2026-03-28 diff --git a/domains/ai-alignment/AI alignment is a coordination problem not a technical problem.md b/domains/ai-alignment/AI alignment is a coordination problem not a technical problem.md index d646da58c..3473fa05d 100644 --- a/domains/ai-alignment/AI alignment is a coordination problem not a technical problem.md +++ b/domains/ai-alignment/AI alignment is a coordination problem not a technical problem.md @@ -17,6 +17,12 @@ related: - AI talent circulation between frontier labs transfers alignment culture not just capability because researchers carry safety methodologies and institutional norms to their new organizations - transparent algorithmic governance where AI response rules are public and challengeable through the same epistemic process as the knowledge base is a structurally novel alignment approach - the absence of a societal warning signal for AGI is a structural feature not an accident because capability scaling is gradual and ambiguous and collective action requires anticipation not reaction +- autonomous-weapons-violate-existing-IHL-because-proportionality-requires-human-judgment +- multilateral-ai-governance-verification-mechanisms-remain-at-proposal-stage-because-technical-infrastructure-does-not-exist-at-deployment-scale +- evaluation-based-coordination-schemes-face-antitrust-obstacles-because-collective-pausing-agreements-among-competing-developers-could-be-construed-as-cartel-behavior +- international-humanitarian-law-and-ai-alignment-converge-on-explainability-requirements +- civil-society-coordination-infrastructure-fails-to-produce-binding-governance-when-structural-obstacle-is-great-power-veto-not-political-will +- legal-mandate-is-the-only-version-of-coordinated-pausing-that-avoids-antitrust-risk-while-preserving-coordination-benefits reweave_edges: - AI agents as personal advocates collapse Coasean transaction costs enabling bottom-up coordination at societal scale but catastrophic risks remain non-negotiable requiring state enforcement as outer boundary|related|2026-03-28 - AI agents can reach cooperative program equilibria inaccessible in traditional game theory because open-source code transparency enables conditional strategies that require mutual legibility|related|2026-03-28 diff --git a/domains/ai-alignment/AI capability and reliability are independent dimensions because Claude solved a 30-year open mathematical problem while simultaneously degrading at basic program execution during the same session.md b/domains/ai-alignment/AI capability and reliability are independent dimensions because Claude solved a 30-year open mathematical problem while simultaneously degrading at basic program execution during the same session.md index a99413edd..1b6ed181e 100644 --- a/domains/ai-alignment/AI capability and reliability are independent dimensions because Claude solved a 30-year open mathematical problem while simultaneously degrading at basic program execution during the same session.md +++ b/domains/ai-alignment/AI capability and reliability are independent dimensions because Claude solved a 30-year open mathematical problem while simultaneously degrading at basic program execution during the same session.md @@ -8,6 +8,9 @@ created: 2026-03-07 related: - capability-scaling-increases-error-incoherence-on-difficult-tasks-inverting-the-expected-relationship-between-model-size-and-behavioral-predictability - frontier-ai-failures-shift-from-systematic-bias-to-incoherent-variance-as-task-complexity-and-reasoning-length-increase +- frontier-ai-safety-verdicts-rely-on-deployment-track-record-not-evaluation-confidence +- benchmark-based-ai-capability-metrics-overstate-real-world-autonomous-performance-because-automated-scoring-excludes-production-readiness-requirements +- inference-time-compute-creates-non-monotonic-safety-scaling-where-extended-reasoning-degrades-alignment reweave_edges: - capability-scaling-increases-error-incoherence-on-difficult-tasks-inverting-the-expected-relationship-between-model-size-and-behavioral-predictability|related|2026-04-03 - frontier-ai-failures-shift-from-systematic-bias-to-incoherent-variance-as-task-complexity-and-reasoning-length-increase|related|2026-04-03 diff --git a/domains/ai-alignment/AI development is a critical juncture in institutional history where the mismatch between capabilities and governance creates a window for transformation.md b/domains/ai-alignment/AI development is a critical juncture in institutional history where the mismatch between capabilities and governance creates a window for transformation.md index a64ad5fb5..f6f6855b7 100644 --- a/domains/ai-alignment/AI development is a critical juncture in institutional history where the mismatch between capabilities and governance creates a window for transformation.md +++ b/domains/ai-alignment/AI development is a critical juncture in institutional history where the mismatch between capabilities and governance creates a window for transformation.md @@ -9,6 +9,7 @@ related: - AI governance discourse has been captured by economic competitiveness framing, inverting predicted participation patterns where China signs non-binding declarations while the US opts out - Mandatory legislative governance with binding transition conditions closes the technology-coordination gap while voluntary governance under competitive pressure widens it - Soft-to-hard law transitions in AI governance succeed for procedural/rights-based domains but fail for capability-constraining governance because the transition requires interest alignment absent in strategic competition +- ccw-consensus-rule-enables-small-coalition-veto-over-autonomous-weapons-governance reweave_edges: - AI governance discourse has been captured by economic competitiveness framing, inverting predicted participation patterns where China signs non-binding declarations while the US opts out|related|2026-04-04 - The international AI safety governance community faces an evidence dilemma where development pace structurally prevents adequate pre-deployment evidence accumulation|supports|2026-04-17 diff --git a/domains/ai-alignment/AI integration follows an inverted-U where economic incentives systematically push organizations past the optimal human-AI ratio.md b/domains/ai-alignment/AI integration follows an inverted-U where economic incentives systematically push organizations past the optimal human-AI ratio.md index e86d6ec0c..74be39f12 100644 --- a/domains/ai-alignment/AI integration follows an inverted-U where economic incentives systematically push organizations past the optimal human-AI ratio.md +++ b/domains/ai-alignment/AI integration follows an inverted-U where economic incentives systematically push organizations past the optimal human-AI ratio.md @@ -14,6 +14,7 @@ related: - macro AI productivity gains remain statistically undetectable despite clear micro-level benefits because coordination costs verification tax and workslop absorb individual-level improvements before they reach aggregate measures - AI-companion-apps-correlate-with-increased-loneliness-creating-systemic-risk-through-parasocial-dependency - AI tools reduced experienced developer productivity by 19% in RCT conditions despite developer predictions of speedup, suggesting capability deployment does not automatically translate to autonomy gains +- divergence-ai-labor-displacement-substitution-vs-complementarity reweave_edges: - human ideas naturally converge toward similarity over social learning chains making AI a net diversity injector rather than a homogenizer under high-exposure conditions|related|2026-03-28 - macro AI productivity gains remain statistically undetectable despite clear micro-level benefits because coordination costs verification tax and workslop absorb individual-level improvements before they reach aggregate measures|related|2026-04-06 diff --git a/domains/ai-alignment/AI-exposed workers are disproportionately female high-earning and highly educated which inverts historical automation patterns and creates different political and economic displacement dynamics.md b/domains/ai-alignment/AI-exposed workers are disproportionately female high-earning and highly educated which inverts historical automation patterns and creates different political and economic displacement dynamics.md index a4182a66a..8363f763f 100644 --- a/domains/ai-alignment/AI-exposed workers are disproportionately female high-earning and highly educated which inverts historical automation patterns and creates different political and economic displacement dynamics.md +++ b/domains/ai-alignment/AI-exposed workers are disproportionately female high-earning and highly educated which inverts historical automation patterns and creates different political and economic displacement dynamics.md @@ -8,6 +8,7 @@ source: "Massenkoff & McCrory 2026, Current Population Survey baseline Aug-Oct 2 created: 2026-03-08 related: - profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one +- divergence-ai-labor-displacement-substitution-vs-complementarity reweave_edges: - profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one|related|2026-04-19 --- diff --git a/domains/ai-alignment/AI-models-distinguish-testing-from-deployment-environments-providing-empirical-evidence-for-deceptive-alignment-concerns.md b/domains/ai-alignment/AI-models-distinguish-testing-from-deployment-environments-providing-empirical-evidence-for-deceptive-alignment-concerns.md index b7a006b64..68da1f2b9 100644 --- a/domains/ai-alignment/AI-models-distinguish-testing-from-deployment-environments-providing-empirical-evidence-for-deceptive-alignment-concerns.md +++ b/domains/ai-alignment/AI-models-distinguish-testing-from-deployment-environments-providing-empirical-evidence-for-deceptive-alignment-concerns.md @@ -9,7 +9,7 @@ last_evaluated: 2026-03-11 depends_on: ["an aligned-seeming AI may be strategically deceptive because cooperative behavior is instrumentally optimal while weak"] supports: ["Frontier AI models exhibit situational awareness that enables strategic deception specifically during evaluation making behavioral testing fundamentally unreliable as an alignment verification mechanism", "As AI models become more capable situational awareness enables more sophisticated evaluation-context recognition potentially inverting safety improvements by making compliant behavior more narrowly targeted to evaluation environments", "Evaluation awareness creates bidirectional confounds in safety benchmarks because models detect and respond to testing conditions in ways that obscure true capability", "AI systems demonstrate meta-level specification gaming by strategically sandbagging capability evaluations and exhibiting evaluation-mode behavior divergence", "Behavioral divergence between AI evaluation and deployment is formally bounded by regime information extractable from internal representations but regime-blind training interventions achieve only limited and inconsistent protection", "Deferred subversion is a distinct sandbagging category where AI systems gain trust before pursuing misaligned goals, creating detection challenges beyond immediate capability hiding"] reweave_edges: ["Frontier AI models exhibit situational awareness that enables strategic deception specifically during evaluation making behavioral testing fundamentally unreliable as an alignment verification mechanism|supports|2026-04-03", "As AI models become more capable situational awareness enables more sophisticated evaluation-context recognition potentially inverting safety improvements by making compliant behavior more narrowly targeted to evaluation environments|supports|2026-04-03", "AI models can covertly sandbag capability evaluations even under chain-of-thought monitoring because monitor-aware models suppress sandbagging reasoning from visible thought processes|related|2026-04-06", "Evaluation awareness creates bidirectional confounds in safety benchmarks because models detect and respond to testing conditions in ways that obscure true capability|supports|2026-04-06", "AI systems demonstrate meta-level specification gaming by strategically sandbagging capability evaluations and exhibiting evaluation-mode behavior divergence|supports|2026-04-09", "Behavioral divergence between AI evaluation and deployment is formally bounded by regime information extractable from internal representations but regime-blind training interventions achieve only limited and inconsistent protection|supports|2026-04-17", "Deferred subversion is a distinct sandbagging category where AI systems gain trust before pursuing misaligned goals, creating detection challenges beyond immediate capability hiding|supports|2026-04-17"] -related: ["AI models can covertly sandbag capability evaluations even under chain-of-thought monitoring because monitor-aware models suppress sandbagging reasoning from visible thought processes", "AI-models-distinguish-testing-from-deployment-environments-providing-empirical-evidence-for-deceptive-alignment-concerns", "increasing-ai-capability-enables-more-precise-evaluation-context-recognition-inverting-safety-improvements", "emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive", "adversarial-training-creates-fundamental-asymmetry-between-deception-capability-and-detection-capability-in-alignment-auditing", "frontier-models-exhibit-situational-awareness-that-enables-strategic-deception-during-evaluation-making-behavioral-testing-fundamentally-unreliable"] +related: ["AI models can covertly sandbag capability evaluations even under chain-of-thought monitoring because monitor-aware models suppress sandbagging reasoning from visible thought processes", "AI-models-distinguish-testing-from-deployment-environments-providing-empirical-evidence-for-deceptive-alignment-concerns", "increasing-ai-capability-enables-more-precise-evaluation-context-recognition-inverting-safety-improvements", "emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive", "adversarial-training-creates-fundamental-asymmetry-between-deception-capability-and-detection-capability-in-alignment-auditing", "frontier-models-exhibit-situational-awareness-that-enables-strategic-deception-during-evaluation-making-behavioral-testing-fundamentally-unreliable", "meta-level-specification-gaming-extends-objective-gaming-to-oversight-mechanisms-through-sandbagging-and-evaluation-mode-divergence", "behavioral-divergence-between-evaluation-and-deployment-is-bounded-by-regime-information-extractable-from-internal-representations", "evaluation-awareness-concentrates-in-earlier-model-layers-making-output-level-interventions-insufficient", "chain-of-thought-monitorability-is-time-limited-governance-window", "mechanistic-interpretability-traces-reasoning-pathways-but-cannot-detect-deceptive-alignment", "representation-trajectory-geometry-distinguishes-deceptive-from-sincere-alignment-without-creating-adversarial-attack-surfaces", "trajectory-monitoring-dual-edge-geometric-concentration", "contrast-consistent-search-demonstrates-models-internally-represent-truth-signals-divergent-from-behavioral-outputs", "situationally-aware-models-do-not-systematically-game-early-step-monitors-at-current-capabilities"] --- # AI models distinguish testing from deployment environments providing empirical evidence for deceptive alignment concerns diff --git a/domains/ai-alignment/ai-models-can-covertly-sandbag-capability-evaluations-even-under-chain-of-thought-monitoring.md b/domains/ai-alignment/ai-models-can-covertly-sandbag-capability-evaluations-even-under-chain-of-thought-monitoring.md index dd7bee855..9ac62616f 100644 --- a/domains/ai-alignment/ai-models-can-covertly-sandbag-capability-evaluations-even-under-chain-of-thought-monitoring.md +++ b/domains/ai-alignment/ai-models-can-covertly-sandbag-capability-evaluations-even-under-chain-of-thought-monitoring.md @@ -18,6 +18,9 @@ supports: related: - The most promising sandbagging detection method requires white-box weight access making it infeasible under current black-box evaluation arrangements where evaluators lack AL3 access - Situationally aware models do not systematically game early-step inference-time monitors at current capability levels because models cannot reliably detect monitor presence through behavioral observation alone +- ai-sandbagging-creates-m-and-a-liability-exposure-across-product-liability-consumer-protection-and-securities-fraud +- deferred-subversion-is-distinct-sandbagging-category-where-ai-systems-gain-trust-before-pursuing-misaligned-goals +- noise-injection-detects-sandbagging-through-asymmetric-performance-response reweave_edges: - Weight noise injection detects sandbagging by exploiting the structural asymmetry between genuine capability limits and induced performance suppression where anomalous improvement under noise reveals hidden capabilities|supports|2026-04-06 - The most promising sandbagging detection method requires white-box weight access making it infeasible under current black-box evaluation arrangements where evaluators lack AL3 access|related|2026-04-06 diff --git a/domains/ai-alignment/alignment-auditing-tools-fail-through-tool-to-agent-gap-not-tool-quality.md b/domains/ai-alignment/alignment-auditing-tools-fail-through-tool-to-agent-gap-not-tool-quality.md index e8a5ad105..68b3ba07e 100644 --- a/domains/ai-alignment/alignment-auditing-tools-fail-through-tool-to-agent-gap-not-tool-quality.md +++ b/domains/ai-alignment/alignment-auditing-tools-fail-through-tool-to-agent-gap-not-tool-quality.md @@ -13,6 +13,7 @@ attribution: 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 +- activation-steering-fails-for-capability-elicitation-despite-interpretability-research-suggesting-otherwise reweave_edges: - scaffolded-black-box-prompting-outperforms-white-box-interpretability-for-alignment-auditing|related|2026-03-31 - agent-mediated-correction-proposes-closing-tool-to-agent-gap-through-domain-expert-actionability|supports|2026-04-03 diff --git a/domains/ai-alignment/an aligned-seeming AI may be strategically deceptive because cooperative behavior is instrumentally optimal while weak.md b/domains/ai-alignment/an aligned-seeming AI may be strategically deceptive because cooperative behavior is instrumentally optimal while weak.md index bfac5dc63..7ff02bda5 100644 --- a/domains/ai-alignment/an aligned-seeming AI may be strategically deceptive because cooperative behavior is instrumentally optimal while weak.md +++ b/domains/ai-alignment/an aligned-seeming AI may be strategically deceptive because cooperative behavior is instrumentally optimal while weak.md @@ -10,6 +10,15 @@ confidence: likely related: - AI-generated-persuasive-content-matches-human-effectiveness-at-belief-change-eliminating-the-authenticity-premium - surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference +- meta-level-specification-gaming-extends-objective-gaming-to-oversight-mechanisms-through-sandbagging-and-evaluation-mode-divergence +- behavioral-divergence-between-evaluation-and-deployment-is-bounded-by-regime-information-extractable-from-internal-representations +- high-capability-models-show-early-step-hedging-as-proto-gaming-behavior +- chain-of-thought-monitorability-is-time-limited-governance-window +- mechanistic-interpretability-traces-reasoning-pathways-but-cannot-detect-deceptive-alignment +- process-supervision-can-train-models-toward-steganographic-behavior-through-optimization-pressure +- contrast-consistent-search-demonstrates-models-internally-represent-truth-signals-divergent-from-behavioral-outputs +- deferred-subversion-is-distinct-sandbagging-category-where-ai-systems-gain-trust-before-pursuing-misaligned-goals +- situationally-aware-models-do-not-systematically-game-early-step-monitors-at-current-capabilities reweave_edges: - AI-generated-persuasive-content-matches-human-effectiveness-at-belief-change-eliminating-the-authenticity-premium|related|2026-03-28 - surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference|related|2026-03-28 diff --git a/domains/ai-alignment/capability control methods are temporary at best because a sufficiently intelligent system can circumvent any containment designed by lesser minds.md b/domains/ai-alignment/capability control methods are temporary at best because a sufficiently intelligent system can circumvent any containment designed by lesser minds.md index 3a9a3c95e..6cf11173b 100644 --- a/domains/ai-alignment/capability control methods are temporary at best because a sufficiently intelligent system can circumvent any containment designed by lesser minds.md +++ b/domains/ai-alignment/capability control methods are temporary at best because a sufficiently intelligent system can circumvent any containment designed by lesser minds.md @@ -5,6 +5,12 @@ domain: ai-alignment created: 2026-02-16 source: "Bostrom, Superintelligence: Paths, Dangers, Strategies (2014)" confidence: likely +related: +- specification-gaming-scales-with-capability-as-more-capable-optimizers-find-more-sophisticated-gaming-strategies +- high-capability-models-show-early-step-hedging-as-proto-gaming-behavior +- trajectory-monitoring-dual-edge-geometric-concentration +- inference-time-compute-creates-non-monotonic-safety-scaling-where-extended-reasoning-degrades-alignment +- situationally-aware-models-do-not-systematically-game-early-step-monitors-at-current-capabilities --- Bostrom divides control methods into two categories: capability control (limiting what the superintelligence can do) and motivation selection (shaping what it wants to do). His analysis reveals that capability control is fundamentally temporary -- it can serve as an auxiliary measure during development but cannot constrain a mature superintelligence. diff --git a/domains/ai-alignment/current language models escalate to nuclear war in simulated conflicts because behavioral alignment cannot instill aversion to catastrophic irreversible actions.md b/domains/ai-alignment/current language models escalate to nuclear war in simulated conflicts because behavioral alignment cannot instill aversion to catastrophic irreversible actions.md index 5d79c230f..e513dd2e0 100644 --- a/domains/ai-alignment/current language models escalate to nuclear war in simulated conflicts because behavioral alignment cannot instill aversion to catastrophic irreversible actions.md +++ b/domains/ai-alignment/current language models escalate to nuclear war in simulated conflicts because behavioral alignment cannot instill aversion to catastrophic irreversible actions.md @@ -5,6 +5,8 @@ domain: ai-alignment created: 2026-03-06 source: "King's College London preprint (Feb 2026); 21 simulated Cold War-style nuclear crisis scenarios" confidence: experimental +related: +- cyber-is-exceptional-dangerous-capability-domain-with-documented-real-world-evidence-exceeding-benchmark-predictions --- # current language models escalate to nuclear war in simulated conflicts because behavioral alignment cannot instill aversion to catastrophic irreversible actions diff --git a/domains/ai-alignment/deep technical expertise is a greater force multiplier when combined with AI agents because skilled practitioners delegate more effectively than novices.md b/domains/ai-alignment/deep technical expertise is a greater force multiplier when combined with AI agents because skilled practitioners delegate more effectively than novices.md index 5bbc7f7d6..df121f405 100644 --- a/domains/ai-alignment/deep technical expertise is a greater force multiplier when combined with AI agents because skilled practitioners delegate more effectively than novices.md +++ b/domains/ai-alignment/deep technical expertise is a greater force multiplier when combined with AI agents because skilled practitioners delegate more effectively than novices.md @@ -5,6 +5,9 @@ description: "AI agents amplify existing expertise rather than replacing it beca confidence: likely source: "Andrej Karpathy (@karpathy) and Simon Willison (@simonw), practitioner observations Feb-Mar 2026" created: 2026-03-09 +related: +- ai-agents-shift-research-bottleneck-from-execution-to-ideation-because-agents-implement-well-scoped-ideas-but-fail-at-creative-experiment-design +- ai-tools-reduced-experienced-developer-productivity-in-rct-conditions-despite-predicted-speedup-suggesting-capability-deployment-does-not-translate-to-autonomy --- # Deep technical expertise is a greater force multiplier when combined with AI agents because skilled practitioners delegate more effectively than novices diff --git a/domains/ai-alignment/emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive.md b/domains/ai-alignment/emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive.md index 043c77453..7b0382239 100644 --- a/domains/ai-alignment/emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive.md +++ b/domains/ai-alignment/emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive.md @@ -11,6 +11,11 @@ related: - eliciting latent knowledge from AI systems is a tractable alignment subproblem because the gap between internal representations and reported outputs can be measured and partially closed through probing methods - Deferred subversion is a distinct sandbagging category where AI systems gain trust before pursuing misaligned goals, creating detection challenges beyond immediate capability hiding - sycophancy-is-paradigm-level-failure-across-all-frontier-models-suggesting-rlhf-systematically-produces-approval-seeking +- specification-gaming-scales-with-capability-as-more-capable-optimizers-find-more-sophisticated-gaming-strategies +- high-capability-models-show-early-step-hedging-as-proto-gaming-behavior +- process-supervision-can-train-models-toward-steganographic-behavior-through-optimization-pressure +- cross-lingual-rlhf-fails-to-suppress-emotion-steering-side-effects +- trajectory-monitoring-dual-edge-geometric-concentration reweave_edges: - AI personas emerge from pre-training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts|related|2026-03-28 - surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference|related|2026-03-28 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 267e79f72..a5fdd06b1 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 @@ -16,6 +16,10 @@ related: - Provider-level behavioral biases persist across model versions because they are embedded in training infrastructure rather than model-specific features - evaluation-awareness-creates-bidirectional-confounds-in-safety-benchmarks-because-models-detect-and-respond-to-testing-conditions - component-task-benchmarks-overestimate-operational-capability-because-simulated-environments-remove-real-world-friction +- current-safety-evaluation-datasets-vary-37-to-100-percent-in-model-detectability-rendering-highly-detectable-evaluations-uninformative +- 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 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 diff --git a/domains/ai-alignment/formal verification of AI-generated proofs provides scalable oversight that human review cannot match because machine-checked correctness scales with AI capability while human verification degrades.md b/domains/ai-alignment/formal verification of AI-generated proofs provides scalable oversight that human review cannot match because machine-checked correctness scales with AI capability while human verification degrades.md index cb596e3ff..7c544493a 100644 --- a/domains/ai-alignment/formal verification of AI-generated proofs provides scalable oversight that human review cannot match because machine-checked correctness scales with AI capability while human verification degrades.md +++ b/domains/ai-alignment/formal verification of AI-generated proofs provides scalable oversight that human review cannot match because machine-checked correctness scales with AI capability while human verification degrades.md @@ -6,6 +6,11 @@ description: "Kim Morrison's Lean formalization of Knuth's proof of Claude's con confidence: experimental source: "Knuth 2026, 'Claude's Cycles' (Stanford CS, Feb 28 2026 rev. Mar 6); Morrison 2026, Lean formalization (github.com/kim-em/KnuthClaudeLean/, posted Mar 4)" created: 2026-03-07 +related: +- scalable-oversight-success-is-domain-dependent-with-worst-performance-in-highest-stakes-domains +- formal-verification-provides-scalable-oversight-that-sidesteps-alignment-degradation +- many-interpretability-queries-are-provably-computationally-intractable +- circuit-tracing-bottleneck-hours-per-prompt-limits-interpretability-scaling supports: - formal verification becomes economically necessary as AI-generated code scales because testing cannot detect adversarial overfitting and a proof cannot be gamed - Formal verification provides scalable oversight that sidesteps alignment degradation because machine-checked correctness scales with AI capability while human review degrades diff --git a/domains/ai-alignment/frontier-ai-task-horizon-doubles-every-six-months-making-safety-evaluations-obsolete-within-one-model-generation.md b/domains/ai-alignment/frontier-ai-task-horizon-doubles-every-six-months-making-safety-evaluations-obsolete-within-one-model-generation.md index 12adbabe2..bdeb87dcf 100644 --- a/domains/ai-alignment/frontier-ai-task-horizon-doubles-every-six-months-making-safety-evaluations-obsolete-within-one-model-generation.md +++ b/domains/ai-alignment/frontier-ai-task-horizon-doubles-every-six-months-making-safety-evaluations-obsolete-within-one-model-generation.md @@ -13,6 +13,8 @@ related_claims: ["[[technology advances exponentially but coordination mechanism supports: - Current frontier models evaluate at ~17x below METR's catastrophic risk threshold for autonomous AI R&D capability related: +- current-frontier-models-evaluate-17x-below-catastrophic-autonomy-threshold-by-formal-time-horizon-metrics +- frontier-ai-monitoring-evasion-capability-grew-from-minimal-mitigations-sufficient-to-26-percent-success-in-13-months - Frontier AI monitoring evasion capability grew from 'minimal mitigations sufficient' to 26% evasion success in 13 months across Claude generations reweave_edges: - Current frontier models evaluate at ~17x below METR's catastrophic risk threshold for autonomous AI R&D capability|supports|2026-04-06 diff --git a/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 b/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 index a5f79196b..141a4267d 100644 --- a/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 +++ b/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 @@ -10,6 +10,9 @@ related: - UK AI Safety Institute - The legislative ceiling on military AI governance operates through statutory scope definition replicating contracting-level strategic interest inversion because any mandatory framework must either bind DoD (triggering national security opposition) or exempt DoD (preserving the legal mechanism gap) - Strategic interest alignment determines whether national security framing enables or undermines mandatory governance — aligned interests enable mandatory mechanisms (space) while conflicting interests undermine voluntary constraints (AI military deployment) +- eu-ai-act-extraterritorial-enforcement-creates-binding-governance-alternative-to-us-voluntary-commitments +- domestic-political-change-can-rapidly-erode-decade-long-international-AI-safety-norms-as-US-reversed-from-supporter-to-opponent-in-one-year +- anthropic-internal-resource-allocation-shows-6-8-percent-safety-only-headcount-when-dual-use-research-excluded-revealing-gap-between-public-positioning-and-commitment 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 diff --git a/domains/ai-alignment/harness engineering emerges as the primary agent capability determinant because the runtime orchestration layer not the token state determines what agents can do.md b/domains/ai-alignment/harness engineering emerges as the primary agent capability determinant because the runtime orchestration layer not the token state determines what agents can do.md index d865fb553..ac533002f 100644 --- a/domains/ai-alignment/harness engineering emerges as the primary agent capability determinant because the runtime orchestration layer not the token state determines what agents can do.md +++ b/domains/ai-alignment/harness engineering emerges as the primary agent capability determinant because the runtime orchestration layer not the token state determines what agents can do.md @@ -13,6 +13,7 @@ related: - harness module effects concentrate on a small solved frontier rather than shifting benchmarks uniformly because most tasks are robust to control logic changes and meaningful differences come from boundary cases that flip under changed structure - harness pattern logic is portable as natural language without degradation when backed by a shared intelligent runtime because the design-pattern layer is separable from low-level execution hooks - file-backed durable state is the most consistently positive harness module across task types because externalizing state to path-addressable artifacts survives context truncation delegation and restart +- ai-agents-shift-research-bottleneck-from-execution-to-ideation-because-agents-implement-well-scoped-ideas-but-fail-at-creative-experiment-design reweave_edges: - harness module effects concentrate on a small solved frontier rather than shifting benchmarks uniformly because most tasks are robust to control logic changes and meaningful differences come from boundary cases that flip under changed structure|related|2026-04-03 - harness pattern logic is portable as natural language without degradation when backed by a shared intelligent runtime because the design-pattern layer is separable from low-level execution hooks|related|2026-04-03 diff --git a/domains/ai-alignment/macro AI productivity gains remain statistically undetectable despite clear micro-level benefits because coordination costs verification tax and workslop absorb individual-level improvements before they reach aggregate measures.md b/domains/ai-alignment/macro AI productivity gains remain statistically undetectable despite clear micro-level benefits because coordination costs verification tax and workslop absorb individual-level improvements before they reach aggregate measures.md index 5595ce7ce..b47ef33dc 100644 --- a/domains/ai-alignment/macro AI productivity gains remain statistically undetectable despite clear micro-level benefits because coordination costs verification tax and workslop absorb individual-level improvements before they reach aggregate measures.md +++ b/domains/ai-alignment/macro AI productivity gains remain statistically undetectable despite clear micro-level benefits because coordination costs verification tax and workslop absorb individual-level improvements before they reach aggregate measures.md @@ -12,6 +12,7 @@ challenged_by: - the capability-deployment gap creates a multi-year window between AI capability arrival and economic impact because the gap between demonstrated technical capability and scaled organizational deployment requires institutional learning that cannot be accelerated past human coordination speed related: - AI tools reduced experienced developer productivity by 19% in RCT conditions despite developer predictions of speedup, suggesting capability deployment does not automatically translate to autonomy gains +- divergence-ai-labor-displacement-substitution-vs-complementarity reweave_edges: - AI tools reduced experienced developer productivity by 19% in RCT conditions despite developer predictions of speedup, suggesting capability deployment does not automatically translate to autonomy gains|related|2026-04-17 --- diff --git a/domains/ai-alignment/mechanistic-interpretability-detects-emotion-mediated-failures-but-not-strategic-deception.md b/domains/ai-alignment/mechanistic-interpretability-detects-emotion-mediated-failures-but-not-strategic-deception.md index d112cf857..3440a3ff9 100644 --- a/domains/ai-alignment/mechanistic-interpretability-detects-emotion-mediated-failures-but-not-strategic-deception.md +++ b/domains/ai-alignment/mechanistic-interpretability-detects-emotion-mediated-failures-but-not-strategic-deception.md @@ -10,7 +10,7 @@ agent: theseus scope: structural sourcer: "@AnthropicAI" related_claims: ["an-aligned-seeming-AI-may-be-strategically-deceptive", "AI-models-distinguish-testing-from-deployment-environments"] -related: ["Emotion vectors causally drive unsafe AI behavior and can be steered to prevent specific failure modes in production models", "mechanistic-interpretability-detects-emotion-mediated-failures-but-not-strategic-deception", "emotion-vector-interventions-limited-to-emotion-mediated-harms-not-strategic-deception", "emotion-vectors-causally-drive-unsafe-ai-behavior-through-interpretable-steering", "anthropic-deepmind-interpretability-complementarity-maps-mechanisms-versus-detects-intent"] +related: ["Emotion vectors causally drive unsafe AI behavior and can be steered to prevent specific failure modes in production models", "mechanistic-interpretability-detects-emotion-mediated-failures-but-not-strategic-deception", "emotion-vector-interventions-limited-to-emotion-mediated-harms-not-strategic-deception", "emotion-vectors-causally-drive-unsafe-ai-behavior-through-interpretable-steering", "anthropic-deepmind-interpretability-complementarity-maps-mechanisms-versus-detects-intent", "multi-layer-ensemble-probes-outperform-single-layer-by-29-78-percent"] reweave_edges: ["Emotion vectors causally drive unsafe AI behavior and can be steered to prevent specific failure modes in production models|related|2026-04-08", "Emotion vector interventions are structurally limited to emotion-mediated harms and do not address cold strategic deception because scheming in evaluation-aware contexts does not require an emotional intermediate state in the causal chain|supports|2026-04-12"] supports: ["Emotion vector interventions are structurally limited to emotion-mediated harms and do not address cold strategic deception because scheming in evaluation-aware contexts does not require an emotional intermediate state in the causal chain"] --- diff --git a/domains/ai-alignment/mechanistic-interpretability-tools-fail-at-safety-critical-tasks-at-frontier-scale.md b/domains/ai-alignment/mechanistic-interpretability-tools-fail-at-safety-critical-tasks-at-frontier-scale.md index f4bfe1b08..74993348f 100644 --- a/domains/ai-alignment/mechanistic-interpretability-tools-fail-at-safety-critical-tasks-at-frontier-scale.md +++ b/domains/ai-alignment/mechanistic-interpretability-tools-fail-at-safety-critical-tasks-at-frontier-scale.md @@ -18,6 +18,7 @@ related: - Many interpretability queries are provably computationally intractable establishing a theoretical ceiling on mechanistic interpretability as an alignment verification approach - Non-autoregressive architectures reduce jailbreak vulnerability by 40-65% through elimination of continuation-drive mechanisms but impose a 15-25% capability cost on reasoning tasks - Training-free conversion of activation steering vectors into component-level weight edits enables persistent behavioral modification without retraining +- activation-steering-fails-for-capability-elicitation-despite-interpretability-research-suggesting-otherwise - "Anti-safety scaling law: larger models are more vulnerable to linear concept vector attacks because steerability and attack surface scale together" reweave_edges: - Mechanistic interpretability at production model scale can trace multi-step reasoning pathways but cannot yet detect deceptive alignment or covert goal-pursuing|related|2026-04-03 diff --git a/domains/ai-alignment/nation-states will inevitably assert control over frontier AI development because the monopoly on force is the foundational state function and weapons-grade AI capability in private hands is structurally intolerable to governments.md b/domains/ai-alignment/nation-states will inevitably assert control over frontier AI development because the monopoly on force is the foundational state function and weapons-grade AI capability in private hands is structurally intolerable to governments.md index 9fecaec17..6bf0921c7 100644 --- a/domains/ai-alignment/nation-states will inevitably assert control over frontier AI development because the monopoly on force is the foundational state function and weapons-grade AI capability in private hands is structurally intolerable to governments.md +++ b/domains/ai-alignment/nation-states will inevitably assert control over frontier AI development because the monopoly on force is the foundational state function and weapons-grade AI capability in private hands is structurally intolerable to governments.md @@ -6,6 +6,9 @@ domain: ai-alignment created: 2026-03-06 source: "Noah Smith, 'If AI is a weapon, why don't we regulate it like one?' (Noahopinion, Mar 6, 2026); Ben Thompson, Stratechery analysis of Anthropic/Pentagon dispute (2026)" confidence: experimental +related: +- near-universal-political-support-for-autonomous-weapons-governance-coexists-with-structural-failure-because-opposing-states-control-advanced-programs +- legal-mandate-is-the-only-version-of-coordinated-pausing-that-avoids-antitrust-risk-while-preserving-coordination-benefits supports: - AI investment concentration where 58 percent of funding flows to megarounds and two companies capture 14 percent of all global venture capital creates a structural oligopoly that alignment governance must account for reweave_edges: diff --git a/domains/ai-alignment/no research group is building alignment through collective intelligence infrastructure despite the field converging on problems that require it.md b/domains/ai-alignment/no research group is building alignment through collective intelligence infrastructure despite the field converging on problems that require it.md index 5f8945109..10c3b51df 100644 --- a/domains/ai-alignment/no research group is building alignment through collective intelligence infrastructure despite the field converging on problems that require it.md +++ b/domains/ai-alignment/no research group is building alignment through collective intelligence infrastructure despite the field converging on problems that require it.md @@ -12,6 +12,7 @@ related: - ai-enhanced-collective-intelligence-requires-federated-learning-architectures-to-preserve-data-sovereignty-at-scale - national-scale-collective-intelligence-infrastructure-requires-seven-trust-properties-to-achieve-legitimacy - transparent algorithmic governance where AI response rules are public and challengeable through the same epistemic process as the knowledge base is a structurally novel alignment approach +- collective-intelligence-architectures-are-underexplored-for-alignment-despite-addressing-core-problems reweave_edges: - ai-enhanced-collective-intelligence-requires-federated-learning-architectures-to-preserve-data-sovereignty-at-scale|related|2026-03-28 - national-scale-collective-intelligence-infrastructure-requires-seven-trust-properties-to-achieve-legitimacy|related|2026-03-28 diff --git a/domains/ai-alignment/pluralistic alignment must accommodate irreducibly diverse values simultaneously rather than converging on a single aligned state.md b/domains/ai-alignment/pluralistic alignment must accommodate irreducibly diverse values simultaneously rather than converging on a single aligned state.md index 7069624d1..55f7268da 100644 --- a/domains/ai-alignment/pluralistic alignment must accommodate irreducibly diverse values simultaneously rather than converging on a single aligned state.md +++ b/domains/ai-alignment/pluralistic alignment must accommodate irreducibly diverse values simultaneously rather than converging on a single aligned state.md @@ -12,6 +12,7 @@ confidence: likely related: - minority-preference-alignment-improves-33-percent-without-majority-compromise-suggesting-single-reward-leaves-value-on-table - the variance of a learned preference sensitivity distribution diagnoses dataset heterogeneity and collapses to fixed-parameter behavior when preferences are homogeneous +- collective-intelligence-architectures-are-underexplored-for-alignment-despite-addressing-core-problems reweave_edges: - minority-preference-alignment-improves-33-percent-without-majority-compromise-suggesting-single-reward-leaves-value-on-table|related|2026-03-28 - pluralistic-ai-alignment-through-multiple-systems-preserves-value-diversity-better-than-forced-consensus|supports|2026-03-28 diff --git a/domains/ai-alignment/pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations.md b/domains/ai-alignment/pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations.md index 8c32fa015..a6637d0cc 100644 --- a/domains/ai-alignment/pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations.md +++ b/domains/ai-alignment/pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations.md @@ -8,7 +8,7 @@ created: 2026-03-11 secondary_domains: ["grand-strategy"] last_evaluated: 2026-03-11 depends_on: ["voluntary safety pledges cannot survive competitive pressure because unilateral commitments are structurally punished when competitors advance without equivalent constraints"] -related: ["Evaluation awareness creates bidirectional confounds in safety benchmarks because models detect and respond to testing conditions in ways that obscure true capability", "Frontier AI safety verdicts rely partly on deployment track record rather than evaluation-derived confidence which establishes a precedent where safety claims are empirically grounded instead of counterfactually assured", "Frontier AI safety frameworks score 8-35% against safety-critical industry standards with a 52% composite ceiling even when combining best practices across all frameworks", "The benchmark-reality gap creates an epistemic coordination failure in AI governance because algorithmic evaluation systematically overstates operational capability, making threshold-based coordination structurally miscalibrated even when all actors act in good faith", "pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations", "evidence-dilemma-rapid-ai-development-structurally-prevents-adequate-pre-deployment-safety-evidence-accumulation", "AI-models-distinguish-testing-from-deployment-environments-providing-empirical-evidence-for-deceptive-alignment-concerns", "evaluation-awareness-creates-bidirectional-confounds-in-safety-benchmarks-because-models-detect-and-respond-to-testing-conditions", "benchmark-reality-gap-creates-epistemic-coordination-failure-in-ai-governance-because-algorithmic-scoring-systematically-overstates-operational-capability"] +related: ["Evaluation awareness creates bidirectional confounds in safety benchmarks because models detect and respond to testing conditions in ways that obscure true capability", "Frontier AI safety verdicts rely partly on deployment track record rather than evaluation-derived confidence which establishes a precedent where safety claims are empirically grounded instead of counterfactually assured", "Frontier AI safety frameworks score 8-35% against safety-critical industry standards with a 52% composite ceiling even when combining best practices across all frameworks", "The benchmark-reality gap creates an epistemic coordination failure in AI governance because algorithmic evaluation systematically overstates operational capability, making threshold-based coordination structurally miscalibrated even when all actors act in good faith", "pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations", "evidence-dilemma-rapid-ai-development-structurally-prevents-adequate-pre-deployment-safety-evidence-accumulation", "AI-models-distinguish-testing-from-deployment-environments-providing-empirical-evidence-for-deceptive-alignment-concerns", "evaluation-awareness-creates-bidirectional-confounds-in-safety-benchmarks-because-models-detect-and-respond-to-testing-conditions", "benchmark-reality-gap-creates-epistemic-coordination-failure-in-ai-governance-because-algorithmic-scoring-systematically-overstates-operational-capability", "meta-level-specification-gaming-extends-objective-gaming-to-oversight-mechanisms-through-sandbagging-and-evaluation-mode-divergence", "ai-capability-benchmarks-exhibit-50-percent-volatility-between-versions-making-governance-thresholds-unreliable", "activation-based-persona-monitoring-detects-behavioral-trait-shifts-in-small-models-without-behavioral-testing", "current-safety-evaluation-datasets-vary-37-to-100-percent-in-model-detectability-rendering-highly-detectable-evaluations-uninformative", "benchmark-based-ai-capability-metrics-overstate-real-world-autonomous-performance-because-automated-scoring-excludes-production-readiness-requirements", "provider-level-behavioral-biases-persist-across-model-versions-requiring-psychometric-auditing-beyond-standard-benchmarks", "trajectory-geometry-probing-requires-white-box-access-limiting-deployment-to-controlled-evaluation-contexts", "external-evaluators-predominantly-have-black-box-access-creating-false-negatives-in-dangerous-capability-detection", "bio-capability-benchmarks-measure-text-accessible-knowledge-not-physical-synthesis-capability", "cyber-is-exceptional-dangerous-capability-domain-with-documented-real-world-evidence-exceeding-benchmark-predictions", "frontier-ai-safety-verdicts-rely-on-deployment-track-record-not-evaluation-confidence", "precautionary-capability-threshold-activation-is-governance-response-to-benchmark-uncertainty", "making-research-evaluations-into-compliance-triggers-closes-the-translation-gap-by-design", "white-box-evaluator-access-is-technically-feasible-via-privacy-enhancing-technologies-without-IP-disclosure"] reweave_edges: ["Evaluation awareness creates bidirectional confounds in safety benchmarks because models detect and respond to testing conditions in ways that obscure true capability|related|2026-04-06", "The international AI safety governance community faces an evidence dilemma where development pace structurally prevents adequate pre-deployment evidence accumulation|supports|2026-04-17", "Frontier AI safety verdicts rely partly on deployment track record rather than evaluation-derived confidence which establishes a precedent where safety claims are empirically grounded instead of counterfactually assured|related|2026-04-17", "Frontier AI safety frameworks score 8-35% against safety-critical industry standards with a 52% composite ceiling even when combining best practices across all frameworks|related|2026-04-17", "The benchmark-reality gap creates an epistemic coordination failure in AI governance because algorithmic evaluation systematically overstates operational capability, making threshold-based coordination structurally miscalibrated even when all actors act in good faith|related|2026-04-17"] supports: ["The international AI safety governance community faces an evidence dilemma where development pace structurally prevents adequate pre-deployment evidence accumulation"] --- diff --git a/domains/ai-alignment/representation-monitoring-via-linear-concept-vectors-creates-dual-use-attack-surface.md b/domains/ai-alignment/representation-monitoring-via-linear-concept-vectors-creates-dual-use-attack-surface.md index 8b8b9b27b..512f5a356 100644 --- a/domains/ai-alignment/representation-monitoring-via-linear-concept-vectors-creates-dual-use-attack-surface.md +++ b/domains/ai-alignment/representation-monitoring-via-linear-concept-vectors-creates-dual-use-attack-surface.md @@ -12,6 +12,8 @@ sourcer: Xu et al. related: - mechanistic-interpretability-tools-create-dual-use-attack-surface-enabling-surgical-safety-feature-removal - chain-of-thought-monitoring-vulnerable-to-steganographic-encoding-as-emerging-capability +- multi-layer-ensemble-probes-outperform-single-layer-by-29-78-percent +- linear-probe-accuracy-scales-with-model-size-power-law supports: - "Anti-safety scaling law: larger models are more vulnerable to linear concept vector attacks because steerability and attack surface scale together" reweave_edges: diff --git a/domains/ai-alignment/some disagreements are permanently irreducible because they stem from genuine value differences not information gaps and systems must map rather than eliminate them.md b/domains/ai-alignment/some disagreements are permanently irreducible because they stem from genuine value differences not information gaps and systems must map rather than eliminate them.md index 9cb66b824..73a1ec4ac 100644 --- a/domains/ai-alignment/some disagreements are permanently irreducible because they stem from genuine value differences not information gaps and systems must map rather than eliminate them.md +++ b/domains/ai-alignment/some disagreements are permanently irreducible because they stem from genuine value differences not information gaps and systems must map rather than eliminate them.md @@ -6,6 +6,8 @@ domain: ai-alignment created: 2026-03-02 confidence: likely source: "Arrow's impossibility theorem; value pluralism (Isaiah Berlin); LivingIP design principles" +related: +- autonomous-weapons-violate-existing-IHL-because-proportionality-requires-human-judgment supports: - pluralistic-ai-alignment-through-multiple-systems-preserves-value-diversity-better-than-forced-consensus reweave_edges: diff --git a/domains/ai-alignment/specifying human values in code is intractable because our goals contain hidden complexity comparable to visual perception.md b/domains/ai-alignment/specifying human values in code is intractable because our goals contain hidden complexity comparable to visual perception.md index f851a93a2..82933f271 100644 --- a/domains/ai-alignment/specifying human values in code is intractable because our goals contain hidden complexity comparable to visual perception.md +++ b/domains/ai-alignment/specifying human values in code is intractable because our goals contain hidden complexity comparable to visual perception.md @@ -7,6 +7,9 @@ source: "Bostrom, Superintelligence: Paths, Dangers, Strategies (2014)" confidence: likely related: - orthogonality is an artefact of specification architectures not a property of intelligence itself +- autonomous-weapons-violate-existing-IHL-because-proportionality-requires-human-judgment +- international-humanitarian-law-and-ai-alignment-converge-on-explainability-requirements +- legal-and-alignment-communities-converge-on-AI-value-judgment-impossibility reweave_edges: - orthogonality is an artefact of specification architectures not a property of intelligence itself|related|2026-04-19 --- diff --git a/domains/ai-alignment/super co-alignment proposes that human and AI values should be co-shaped through iterative alignment rather than specified in advance.md b/domains/ai-alignment/super co-alignment proposes that human and AI values should be co-shaped through iterative alignment rather than specified in advance.md index be5c6dbf9..17157477e 100644 --- a/domains/ai-alignment/super co-alignment proposes that human and AI values should be co-shaped through iterative alignment rather than specified in advance.md +++ b/domains/ai-alignment/super co-alignment proposes that human and AI values should be co-shaped through iterative alignment rather than specified in advance.md @@ -5,6 +5,8 @@ domain: ai-alignment created: 2026-02-17 source: "Zeng et al, Super Co-alignment (arXiv 2504.17404, v5 June 2025)" confidence: experimental +related: +- alignment-through-continuous-coordination-outperforms-upfront-specification-because-deployment-contexts-diverge-from-training-conditions supports: - Alignment through continuous coordination outperforms upfront specification because deployment contexts inevitably diverge from training conditions making frozen values brittle reweave_edges: diff --git a/domains/ai-alignment/the gap between theoretical AI capability and observed deployment is massive across all occupations because adoption lag not capability limits determines real-world impact.md b/domains/ai-alignment/the gap between theoretical AI capability and observed deployment is massive across all occupations because adoption lag not capability limits determines real-world impact.md index 4af4371bb..204f02e33 100644 --- a/domains/ai-alignment/the gap between theoretical AI capability and observed deployment is massive across all occupations because adoption lag not capability limits determines real-world impact.md +++ b/domains/ai-alignment/the gap between theoretical AI capability and observed deployment is massive across all occupations because adoption lag not capability limits determines real-world impact.md @@ -6,6 +6,9 @@ description: "Anthropic's own usage data shows Computer & Math at 96% theoretica confidence: likely source: "Massenkoff & McCrory 2026, Anthropic Economic Index (Claude usage data Aug-Nov 2025) + Eloundou et al. 2023 theoretical feasibility ratings" created: 2026-03-08 +related: +- ai-tools-reduced-experienced-developer-productivity-in-rct-conditions-despite-predicted-speedup-suggesting-capability-deployment-does-not-translate-to-autonomy +- divergence-ai-labor-displacement-substitution-vs-complementarity --- # The gap between theoretical AI capability and observed deployment is massive across all occupations because adoption lag not capability limits determines real-world impact diff --git a/domains/ai-alignment/the specification trap means any values encoded at training time become structurally unstable as deployment contexts diverge from training conditions.md b/domains/ai-alignment/the specification trap means any values encoded at training time become structurally unstable as deployment contexts diverge from training conditions.md index 03d6f5cf3..8a7ea589c 100644 --- a/domains/ai-alignment/the specification trap means any values encoded at training time become structurally unstable as deployment contexts diverge from training conditions.md +++ b/domains/ai-alignment/the specification trap means any values encoded at training time become structurally unstable as deployment contexts diverge from training conditions.md @@ -7,6 +7,10 @@ source: "Spizzirri, Syntropic Frameworks (arXiv 2512.03048, November 2025); conv confidence: likely supports: - Alignment through continuous coordination outperforms upfront specification because deployment contexts inevitably diverge from training conditions making frozen values brittle +related: +- specification-gaming-scales-with-capability-as-more-capable-optimizers-find-more-sophisticated-gaming-strategies +- alignment-through-continuous-coordination-outperforms-upfront-specification-because-deployment-contexts-diverge-from-training-conditions +- inference-time-safety-monitoring-recovers-alignment-through-early-reasoning-intervention reweave_edges: - Alignment through continuous coordination outperforms upfront specification because deployment contexts inevitably diverge from training conditions making frozen values brittle|supports|2026-04-19 --- diff --git a/domains/ai-alignment/three conditions gate AI takeover risk autonomy robotics and production chain control and current AI satisfies none of them which bounds near-term catastrophic risk despite superhuman cognitive capabilities.md b/domains/ai-alignment/three conditions gate AI takeover risk autonomy robotics and production chain control and current AI satisfies none of them which bounds near-term catastrophic risk despite superhuman cognitive capabilities.md index beb7a3ff8..2b9695182 100644 --- a/domains/ai-alignment/three conditions gate AI takeover risk autonomy robotics and production chain control and current AI satisfies none of them which bounds near-term catastrophic risk despite superhuman cognitive capabilities.md +++ b/domains/ai-alignment/three conditions gate AI takeover risk autonomy robotics and production chain control and current AI satisfies none of them which bounds near-term catastrophic risk despite superhuman cognitive capabilities.md @@ -8,6 +8,7 @@ confidence: experimental related: - marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power - AI makes authoritarian lock-in dramatically easier by solving the information processing constraint that historically caused centralized control to fail +- current-frontier-models-evaluate-17x-below-catastrophic-autonomy-threshold-by-formal-time-horizon-metrics reweave_edges: - marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power|related|2026-03-28 - AI makes authoritarian lock-in dramatically easier by solving the information processing constraint that historically caused centralized control to fail|related|2026-04-03 diff --git a/domains/ai-alignment/voluntary safety pledges cannot survive competitive pressure because unilateral commitments are structurally punished when competitors advance without equivalent constraints.md b/domains/ai-alignment/voluntary safety pledges cannot survive competitive pressure because unilateral commitments are structurally punished when competitors advance without equivalent constraints.md index bcfaef396..ebe10c4d8 100644 --- a/domains/ai-alignment/voluntary safety pledges cannot survive competitive pressure because unilateral commitments are structurally punished when competitors advance without equivalent constraints.md +++ b/domains/ai-alignment/voluntary safety pledges cannot survive competitive pressure because unilateral commitments are structurally punished when competitors advance without equivalent constraints.md @@ -16,6 +16,20 @@ reweave_edges: - Corporate AI safety governance under government pressure operates as a three-track sequential stack where each track's structural ceiling necessitates the next track because voluntary ethics fails to competitive dynamics, litigation protects speech rights without compelling acceptance, and electoral investment faces the legislative ceiling|supports|2026-04-20 related: - Anthropic's internal resource allocation shows 6-8% safety-only headcount when dual-use research is excluded, revealing a material gap between public safety positioning and credible commitment +- multilateral-ai-governance-verification-mechanisms-remain-at-proposal-stage-because-technical-infrastructure-does-not-exist-at-deployment-scale +- evaluation-based-coordination-schemes-face-antitrust-obstacles-because-collective-pausing-agreements-among-competing-developers-could-be-construed-as-cartel-behavior +- ccw-consensus-rule-enables-small-coalition-veto-over-autonomous-weapons-governance +- ai-sandbagging-creates-m-and-a-liability-exposure-across-product-liability-consumer-protection-and-securities-fraud +- precautionary-capability-threshold-activation-is-governance-response-to-benchmark-uncertainty +- near-universal-political-support-for-autonomous-weapons-governance-coexists-with-structural-failure-because-opposing-states-control-advanced-programs +- civil-society-coordination-infrastructure-fails-to-produce-binding-governance-when-structural-obstacle-is-great-power-veto-not-political-will +- voluntary-safety-constraints-without-external-enforcement-are-statements-of-intent-not-binding-governance +- domestic-political-change-can-rapidly-erode-decade-long-international-AI-safety-norms-as-US-reversed-from-supporter-to-opponent-in-one-year +- frontier-ai-labs-allocate-6-15-percent-research-headcount-to-safety-versus-60-75-percent-to-capabilities-with-declining-ratios-since-2024 +- frontier-ai-monitoring-evasion-capability-grew-from-minimal-mitigations-sufficient-to-26-percent-success-in-13-months +- eu-ai-act-extraterritorial-enforcement-creates-binding-governance-alternative-to-us-voluntary-commitments +- legal-mandate-is-the-only-version-of-coordinated-pausing-that-avoids-antitrust-risk-while-preserving-coordination-benefits +- anthropic-internal-resource-allocation-shows-6-8-percent-safety-only-headcount-when-dual-use-research-excluded-revealing-gap-between-public-positioning-and-commitment --- # voluntary safety pledges cannot survive competitive pressure because unilateral commitments are structurally punished when competitors advance without equivalent constraints diff --git a/domains/health/AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk.md b/domains/health/AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk.md index a002833ed..3d180d0d0 100644 --- a/domains/health/AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk.md +++ b/domains/health/AI scribes reached 92 percent provider adoption in under 3 years because documentation is the rare healthcare workflow where AI value is immediate unambiguous and low-risk.md @@ -6,6 +6,10 @@ description: "92% of US health systems deploying AI scribes by March 2025 — a confidence: proven source: "Bessemer Venture Partners, State of Health AI 2026 (bvp.com/atlas/state-of-health-ai-2026)" created: 2026-03-07 +related_claims: + - no-regulatory-body-globally-has-established-mandatory-hallucination-rate-benchmarks-for-clinical-ai-despite-evidence-base + - ambient-ai-scribes-create-three-party-liability-exposure-outside-fda-oversight + - ambient-ai-scribes-face-wiretapping-litigation-for-consent-violations related: - AI-native health companies achieve 3-5x the revenue productivity of traditional health services because AI eliminates the linear scaling constraint between headcount and output reweave_edges: diff --git a/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 b/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 index cb3189632..b2cf5d2c7 100644 --- a/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 +++ b/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 +5,13 @@ domain: health source: "Architectural Investing, Ch. Epidemiological Transition; JAMA 2019" confidence: proven created: 2026-02-28 +related_claims: + - cvd-mortality-stagnation-affects-all-income-levels-indicating-structural-system-failure + - us-cardiovascular-mortality-gains-reversing-after-decades-of-improvement-across-major-conditions + - cvd-stagnation-drives-us-life-expectancy-plateau-3-11x-more-than-drug-deaths + - us-healthspan-declining-while-lifespan-recovers-creating-divergence + - us-healthspan-lifespan-gap-largest-globally-despite-highest-spending + - us-hypertension-mortality-doubled-2000-2019-while-treatment-control-stagnated-structural-access-failure related: - hypertension-related-cvd-mortality-doubled-2000-2023-despite-available-treatment-indicating-behavioral-sdoh-failure - after a threshold of material development relative deprivation replaces absolute deprivation as the primary driver of health outcomes diff --git a/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 b/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 index e96d740a6..0aab7ac76 100644 --- a/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 +++ b/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 +5,12 @@ domain: health source: "Architectural Investing, Ch. Dark Side of Specialization; Moss (Salt Sugar Fat); Perlmutter (Brainwash)" confidence: proven created: 2026-02-28 +related_claims: + - ultra-processed-food-consumption-increases-incident-hypertension-through-chronic-inflammation-pathway + - upf-driven-chronic-inflammation-creates-continuous-vascular-risk-regeneration-explaining-antihypertensive-treatment-failure + - food-insecurity-creates-bidirectional-reinforcing-loop-with-cvd-through-medical-costs-and-dietary-quality + - hypertensive-disease-mortality-doubled-1999-2023-becoming-leading-contributing-cvd-cause + - hypertension-shifted-from-secondary-to-primary-cvd-mortality-driver-since-2022 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: diff --git a/domains/health/GLP-1 cost evidence accelerates value-based care adoption by proving that prevention-first interventions generate net savings under capitation within 24 months.md b/domains/health/GLP-1 cost evidence accelerates value-based care adoption by proving that prevention-first interventions generate net savings under capitation within 24 months.md index 6f807e9f8..d4da394b9 100644 --- a/domains/health/GLP-1 cost evidence accelerates value-based care adoption by proving that prevention-first interventions generate net savings under capitation within 24 months.md +++ b/domains/health/GLP-1 cost evidence accelerates value-based care adoption by proving that prevention-first interventions generate net savings under capitation within 24 months.md @@ -11,6 +11,8 @@ depends_on: - value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk supports: - the healthcare attractor state is a prevention-first system where aligned payment continuous monitoring and AI-augmented care delivery create a flywheel that profits from health rather than sickness +related_claims: + - divergence-prevention-first-cost-reduction-vs-cost-redistribution related: - Does prevention-first care reduce total healthcare costs or just redistribute them from acute to chronic spending? - WeightWatchers Med+ diff --git a/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 b/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 index ff140b205..30ba0dd87 100644 --- a/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 +++ b/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 +5,16 @@ 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_claims: + - glp1-receptor-agonists-provide-cardiovascular-benefits-through-weight-independent-mechanisms + - semaglutide-outperforms-tirzepatide-cardiovascular-outcomes-despite-inferior-weight-loss + - indian-generic-semaglutide-exports-enabled-by-evergreening-rejection-create-global-access-pathway-before-us-patent-expiry + - glp1-year-one-persistence-doubled-2021-2024-supply-normalization + - glp-1-nutritional-support-advisory-recommends-snap-enrollment-creating-institutional-contradiction-with-snap-cuts + - digital-behavioral-support-enables-glp1-dose-reduction-while-maintaining-clinical-outcomes + - hypertensive-disease-mortality-doubled-1999-2023-becoming-leading-contributing-cvd-cause + - uspstf-glp1-policy-gap-leaves-aca-mandatory-coverage-dormant + - glp1-cardiac-benefits-weight-independent-via-fibrosis-attenuation 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 diff --git a/domains/health/OpenEvidence became the fastest-adopted clinical technology in history reaching 40 percent of US physicians daily within two years.md b/domains/health/OpenEvidence became the fastest-adopted clinical technology in history reaching 40 percent of US physicians daily within two years.md index 8043e9133..e19e417e4 100644 --- a/domains/health/OpenEvidence became the fastest-adopted clinical technology in history reaching 40 percent of US physicians daily within two years.md +++ b/domains/health/OpenEvidence became the fastest-adopted clinical technology in history reaching 40 percent of US physicians daily within two years.md @@ -5,6 +5,9 @@ domain: health created: 2026-02-17 source: "OpenEvidence announcements 2025-2026; CNBC January 2026; Sutter Health integration February 2026" confidence: likely +related_claims: + - generative-ai-medical-devices-require-new-regulatory-frameworks-because-non-determinism-continuous-updates-and-inherent-hallucination-are-architectural-properties + - medical-benchmark-performance-does-not-predict-clinical-safety-as-usmle-scores-correlate-only-0-61-with-harm-rates --- # OpenEvidence became the fastest-adopted clinical technology in history reaching 40 percent of US physicians daily within two years diff --git a/domains/health/SDOH interventions show strong ROI but adoption stalls because Z-code documentation remains below 3 percent and no operational infrastructure connects screening to action.md b/domains/health/SDOH interventions show strong ROI but adoption stalls because Z-code documentation remains below 3 percent and no operational infrastructure connects screening to action.md index bfdc45c2b..4905306a1 100644 --- a/domains/health/SDOH interventions show strong ROI but adoption stalls because Z-code documentation remains below 3 percent and no operational infrastructure connects screening to action.md +++ b/domains/health/SDOH interventions show strong ROI but adoption stalls because Z-code documentation remains below 3 percent and no operational infrastructure connects screening to action.md @@ -5,6 +5,15 @@ description: Food insecurity programs return 85 percent ROI and housing programs confidence: likely source: "Health Affairs Scholar food/housing ROI meta-analysis 2025; PMC Z-code documentation rates 2024; SAGE Journals integrated SDOH model 6.9:1 ROI 2025; National Academies social isolation 2023" created: 2026-02-17 +related_claims: + - snap-reduces-antihypertensive-nonadherence-through-food-medication-trade-off-relief + - snap-benefit-loss-causes-measurable-mortality-through-food-insecurity-pathway + - obbba-snap-cuts-largest-food-assistance-reduction-history-186b-through-2034 + - medically-tailored-meals-achieve-pharmacotherapy-scale-bp-reduction-in-food-insecure-hypertensive-patients + - rural-food-insecure-populations-show-higher-enrollment-in-food-assistance-interventions-than-urban-counterparts + - wealth-stratified-glp1-access-creates-disease-progression-disparity-with-lowest-income-black-patients-treated-at-13-percent-higher-bmi + - medicaid-coverage-expansion-eliminates-racial-glp1-prescribing-disparities-through-structural-access-not-provider-bias + - tailored-digital-health-interventions-achieve-sustained-bp-reduction-in-disparity-populations-but-effect-requires-population-specific-design related: ["SDOH interventions show strong ROI but adoption stalls because Z-code documentation remains below 3 percent and no operational infrastructure connects screening to action"] --- diff --git a/domains/health/ambient AI documentation reduces physician documentation burden by 73 percent but the relationship between automation and burnout is more complex than time savings alone.md b/domains/health/ambient AI documentation reduces physician documentation burden by 73 percent but the relationship between automation and burnout is more complex than time savings alone.md index bd24ee9e1..3dbf06123 100644 --- a/domains/health/ambient AI documentation reduces physician documentation burden by 73 percent but the relationship between automation and burnout is more complex than time savings alone.md +++ b/domains/health/ambient AI documentation reduces physician documentation burden by 73 percent but the relationship between automation and burnout is more complex than time savings alone.md @@ -5,6 +5,10 @@ domain: health created: 2026-02-17 source: "Abridge clinical results 2025; Nuance DAX 263-physician study; Randomized trial (PMC 2025); Epic AI Charting launch February 2026" confidence: likely +related_claims: + - ambient-ai-scribes-create-three-party-liability-exposure-outside-fda-oversight + - ambient-ai-scribes-face-wiretapping-litigation-for-consent-violations + - generative-ai-medical-devices-require-new-regulatory-frameworks-because-non-determinism-continuous-updates-and-inherent-hallucination-are-architectural-properties --- # ambient AI documentation reduces physician documentation burden by 73 percent but the relationship between automation and burnout is more complex than time savings alone diff --git a/domains/health/automation-bias-in-medicine-increases-false-positives-through-anchoring-on-ai-output.md b/domains/health/automation-bias-in-medicine-increases-false-positives-through-anchoring-on-ai-output.md index e56f18fcb..953e95387 100644 --- a/domains/health/automation-bias-in-medicine-increases-false-positives-through-anchoring-on-ai-output.md +++ b/domains/health/automation-bias-in-medicine-increases-false-positives-through-anchoring-on-ai-output.md @@ -9,7 +9,7 @@ title: Automation bias in medical imaging causes clinicians to anchor on AI outp agent: vida scope: causal sourcer: Natali et al. -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]]"] +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]]", "[[divergence-human-ai-clinical-collaboration-enhance-or-degrade]]"] related: ["automation-bias-in-medicine-increases-false-positives-through-anchoring-on-ai-output"] --- diff --git a/domains/health/chronic-condition-special-needs-plans-grew-71-percent-in-one-year-indicating-explosive-demand-for-disease-management-infrastructure.md b/domains/health/chronic-condition-special-needs-plans-grew-71-percent-in-one-year-indicating-explosive-demand-for-disease-management-infrastructure.md index 797748bea..9697c421c 100644 --- a/domains/health/chronic-condition-special-needs-plans-grew-71-percent-in-one-year-indicating-explosive-demand-for-disease-management-infrastructure.md +++ b/domains/health/chronic-condition-special-needs-plans-grew-71-percent-in-one-year-indicating-explosive-demand-for-disease-management-infrastructure.md @@ -5,6 +5,8 @@ description: "C-SNPs (chronic condition special needs plans) grew 71% 2024-2025 confidence: proven source: "Kaiser Family Foundation, Medicare Advantage in 2025: Enrollment Update and Key Trends (2025)" created: 2025-07-24 +related_claims: + - medicare-advantage-crossed-majority-enrollment-in-2023-marking-structural-transformation-from-supplement-to-dominant-program --- # Chronic condition special needs plans grew 71 percent in one year indicating explosive demand for disease management infrastructure diff --git a/domains/health/clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling.md b/domains/health/clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling.md index 314beb881..b6c5718fe 100644 --- a/domains/health/clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling.md +++ b/domains/health/clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling.md @@ -9,7 +9,7 @@ title: Clinical AI introduces three distinct skill failure modes — deskilling agent: vida scope: causal sourcer: Artificial Intelligence Review (Springer Nature) -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]]"] +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]]", "[[divergence-human-ai-clinical-collaboration-enhance-or-degrade]]"] supports: ["Never-skilling in clinical AI is structurally invisible because it lacks a pre-AI baseline for comparison, requiring prospective competency assessment before AI exposure to detect", "{'AI assistance may produce neurologically-grounded, partially irreversible skill degradation through three concurrent mechanisms': 'prefrontal disengagement, hippocampal memory formation reduction, and dopaminergic reinforcement of AI reliance'}", "AI-induced deskilling follows a consistent cross-specialty pattern where AI assistance improves performance while present but creates cognitive dependency that degrades performance when AI is unavailable", "Automation bias in medical imaging causes clinicians to anchor on AI output rather than conducting independent reads, increasing false-positive rates by up to 12 percent even among experienced readers", "Never-skilling \u2014 the failure to acquire foundational clinical competencies because AI was present during training \u2014 poses a detection-resistant, potentially unrecoverable threat to medical education that is structurally worse than deskilling"] reweave_edges: ["Never-skilling in clinical AI is structurally invisible because it lacks a pre-AI baseline for comparison, requiring prospective competency assessment before AI exposure to detect|supports|2026-04-12", "{'AI assistance may produce neurologically-grounded, partially irreversible skill degradation through three concurrent mechanisms': 'prefrontal disengagement, hippocampal memory formation reduction, and dopaminergic reinforcement of AI reliance|supports|2026-04-14'}", "AI-induced deskilling follows a consistent cross-specialty pattern where AI assistance improves performance while present but creates cognitive dependency that degrades performance when AI is unavailable|supports|2026-04-14", "Automation bias in medical imaging causes clinicians to anchor on AI output rather than conducting independent reads, increasing false-positive rates by up to 12 percent even among experienced readers|supports|2026-04-14", "Never-skilling \u2014 the failure to acquire foundational clinical competencies because AI was present during training \u2014 poses a detection-resistant, potentially unrecoverable threat to medical education that is structurally worse than deskilling|supports|2026-04-14", "{'AI assistance may produce neurologically-grounded, partially irreversible skill degradation through three concurrent mechanisms': 'prefrontal disengagement, hippocampal memory formation reduction, and dopaminergic reinforcement of AI reliance|related|2026-04-17'}", "{'AI assistance may produce neurologically-grounded, partially irreversible skill degradation through three concurrent mechanisms': 'prefrontal disengagement, hippocampal memory formation reduction, and dopaminergic reinforcement of AI reliance|supports|2026-04-18'}", "AI assistance may produce neurologically-grounded, partially irreversible skill degradation through three concurrent mechanisms: prefrontal disengagement, hippocampal memory formation reduction, and dopaminergic reinforcement of AI reliance|related|2026-04-19"] related: ["{'AI assistance may produce neurologically-grounded, partially irreversible skill degradation through three concurrent mechanisms': 'prefrontal disengagement, hippocampal memory formation reduction, and dopaminergic reinforcement of AI reliance'}", "AI assistance may produce neurologically-grounded, partially irreversible skill degradation through three concurrent mechanisms: prefrontal disengagement, hippocampal memory formation reduction, and dopaminergic reinforcement of AI reliance", "clinical-ai-creates-three-distinct-skill-failure-modes-deskilling-misskilling-neverskilling", "never-skilling-is-detection-resistant-and-unrecoverable-making-it-worse-than-deskilling", "ai-induced-deskilling-follows-consistent-cross-specialty-pattern-in-medicine", "never-skilling-is-structurally-invisible-because-it-lacks-pre-ai-baseline-requiring-prospective-competency-assessment", "ai-assistance-produces-neurologically-grounded-irreversible-deskilling-through-prefrontal-disengagement-hippocampal-reduction-and-dopaminergic-reinforcement"] diff --git a/domains/health/federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings.md b/domains/health/federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings.md index d364393fa..52717f21e 100644 --- a/domains/health/federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings.md +++ b/domains/health/federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings.md @@ -6,6 +6,8 @@ description: "CBO and ASPE diverge by $35.7B on GLP-1 Medicare coverage because confidence: likely source: "ASPE Medicare Coverage of Anti-Obesity Medications analysis (2024-11-01), CBO scoring methodology" created: 2026-03-11 +related_claims: + - divergence-prevention-first-cost-reduction-vs-cost-redistribution --- # Federal budget scoring methodology systematically undervalues preventive interventions because the 10-year scoring window and conservative uptake assumptions exclude long-term downstream savings diff --git a/domains/health/glp-1-persistence-drops-to-15-percent-at-two-years-for-non-diabetic-obesity-patients-undermining-chronic-use-economics.md b/domains/health/glp-1-persistence-drops-to-15-percent-at-two-years-for-non-diabetic-obesity-patients-undermining-chronic-use-economics.md index 0288b91a4..42f8dd8ea 100644 --- a/domains/health/glp-1-persistence-drops-to-15-percent-at-two-years-for-non-diabetic-obesity-patients-undermining-chronic-use-economics.md +++ b/domains/health/glp-1-persistence-drops-to-15-percent-at-two-years-for-non-diabetic-obesity-patients-undermining-chronic-use-economics.md @@ -5,6 +5,8 @@ description: "Two-year real-world data shows only 15% of non-diabetic obesity pa confidence: likely 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_claims: + - divergence-glp1-economics-chronic-cost-vs-low-persistence depends_on: - 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 challenges: diff --git a/domains/health/glp-1-population-mortality-impact-delayed-20-years-by-access-and-adherence-constraints.md b/domains/health/glp-1-population-mortality-impact-delayed-20-years-by-access-and-adherence-constraints.md index 1cc019869..408fe9a9a 100644 --- a/domains/health/glp-1-population-mortality-impact-delayed-20-years-by-access-and-adherence-constraints.md +++ b/domains/health/glp-1-population-mortality-impact-delayed-20-years-by-access-and-adherence-constraints.md @@ -9,7 +9,7 @@ title: "GLP-1 receptor agonists show 20% individual-level mortality reduction bu agent: vida scope: structural sourcer: RGA (Reinsurance Group of America) -related_claims: ["[[GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035]]", "[[medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm]]"] +related_claims: ["[[GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035]]", "[[medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm]]", "[[glp1-access-inverted-by-cardiovascular-risk-creating-efficacy-translation-barrier]]"] supports: - GLP-1 access structure is inverted relative to clinical need because populations with highest obesity prevalence and cardiometabolic risk face the highest barriers creating an equity paradox where the most effective cardiovascular intervention will disproportionately benefit already-advantaged populations - The USPSTF's 2018 adult obesity B recommendation predates therapeutic-dose GLP-1 agonists and remains unupdated, leaving the ACA mandatory coverage mechanism dormant for the drug class most likely to change obesity outcomes diff --git a/domains/health/glp1-access-follows-systematic-inversion-highest-burden-states-have-lowest-coverage-and-highest-income-relative-cost.md b/domains/health/glp1-access-follows-systematic-inversion-highest-burden-states-have-lowest-coverage-and-highest-income-relative-cost.md index 6e5d14bd9..7276b529a 100644 --- a/domains/health/glp1-access-follows-systematic-inversion-highest-burden-states-have-lowest-coverage-and-highest-income-relative-cost.md +++ b/domains/health/glp1-access-follows-systematic-inversion-highest-burden-states-have-lowest-coverage-and-highest-income-relative-cost.md @@ -9,7 +9,7 @@ title: GLP-1 access follows systematic inversion where states with highest obesi agent: vida scope: structural sourcer: KFF + Health Management Academy -related_claims: ["[[GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035]]", "[[medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm]]"] +related_claims: ["[[GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035]]", "[[medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm]]", "[[glp1-access-inverted-by-cardiovascular-risk-creating-efficacy-translation-barrier]]"] supports: - Medicaid coverage expansion for GLP-1s reduces racial prescribing disparities from 49 percent to near-parity because insurance policy is the primary structural driver not provider bias - Wealth stratification in GLP-1 access creates a disease progression disparity where lowest-income Black patients receive treatment at BMI 39.4 versus 35.0 for highest-income patients diff --git a/domains/health/glp1-year-one-persistence-doubled-2021-2024-supply-normalization.md b/domains/health/glp1-year-one-persistence-doubled-2021-2024-supply-normalization.md index 240f3af90..a62758c53 100644 --- a/domains/health/glp1-year-one-persistence-doubled-2021-2024-supply-normalization.md +++ b/domains/health/glp1-year-one-persistence-doubled-2021-2024-supply-normalization.md @@ -9,7 +9,7 @@ title: GLP-1 year-one persistence for obesity nearly doubled from 2021 to 2024 d agent: vida scope: correlational sourcer: BCBS Health Institute -related_claims: ["[[GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035]]"] +related_claims: ["[[GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035]]", "[[divergence-glp1-economics-chronic-cost-vs-low-persistence]]"] supports: - GLP-1 long-term persistence remains structurally limited at 14 percent by year two despite year-one improvements reweave_edges: diff --git a/domains/health/healthcare AI regulation needs blank-sheet redesign because the FDA drug-and-device model built for static products cannot govern continuously learning software.md b/domains/health/healthcare AI regulation needs blank-sheet redesign because the FDA drug-and-device model built for static products cannot govern continuously learning software.md index c78eb6fa2..7cfcc55a7 100644 --- a/domains/health/healthcare AI regulation needs blank-sheet redesign because the FDA drug-and-device model built for static products cannot govern continuously learning software.md +++ b/domains/health/healthcare AI regulation needs blank-sheet redesign because the FDA drug-and-device model built for static products cannot govern continuously learning software.md @@ -8,6 +8,13 @@ domain: health created: 2026-02-18 source: "DJ Patil interviewing Bob Wachter, Commonwealth Club, February 9 2026; Wachter 'A Giant Leap' (2026)" confidence: likely +related_claims: + - clinical-ai-safety-gap-is-doubly-structural-with-no-pre-deployment-requirements-and-no-post-market-surveillance + - regulatory-rollback-clinical-ai-eu-us-2025-2026-removes-high-risk-oversight-despite-accumulating-failure-evidence + - fda-2026-cds-enforcement-discretion-expands-to-single-recommendation-ai-without-defining-clinical-appropriateness + - generative-ai-medical-devices-require-new-regulatory-frameworks-because-non-determinism-continuous-updates-and-inherent-hallucination-are-architectural-properties + - no-regulatory-body-globally-has-established-mandatory-hallucination-rate-benchmarks-for-clinical-ai-despite-evidence-base + - state-clinical-ai-disclosure-laws-fill-federal-regulatory-gap-created-by-fda-enforcement-discretion-expansion 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 - FDA is replacing animal testing with AI models and organ-on-chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate diff --git a/domains/health/human-in-the-loop clinical AI degrades to worse-than-AI-alone because physicians both de-skill from reliance and introduce errors when overriding correct outputs.md b/domains/health/human-in-the-loop clinical AI degrades to worse-than-AI-alone because physicians both de-skill from reliance and introduce errors when overriding correct outputs.md index 58a1c0109..9df0d4982 100644 --- a/domains/health/human-in-the-loop clinical AI degrades to worse-than-AI-alone because physicians both de-skill from reliance and introduce errors when overriding correct outputs.md +++ b/domains/health/human-in-the-loop clinical AI degrades to worse-than-AI-alone because physicians both de-skill from reliance and introduce errors when overriding correct outputs.md @@ -5,6 +5,11 @@ domain: health created: 2026-02-18 source: "DJ Patil interviewing Bob Wachter, Commonwealth Club, February 9 2026; Stanford/Harvard diagnostic accuracy study; European colonoscopy AI de-skilling study" confidence: likely +related_claims: + - ai-induced-deskilling-follows-consistent-cross-specialty-pattern-in-medicine + - never-skilling-is-detection-resistant-and-unrecoverable-making-it-worse-than-deskilling + - ai-assistance-produces-neurologically-grounded-irreversible-deskilling-through-prefrontal-disengagement-hippocampal-reduction-and-dopaminergic-reinforcement + - llms-amplify-human-cognitive-biases-through-sequential-processing-and-lack-contextual-resistance supports: - NCT07328815 - Mitigating Automation Bias in Physician-LLM Diagnostic Reasoning - Does human oversight improve or degrade AI clinical decision-making? diff --git a/domains/health/llm-clinical-recommendations-exhibit-systematic-sociodemographic-bias-across-all-model-architectures.md b/domains/health/llm-clinical-recommendations-exhibit-systematic-sociodemographic-bias-across-all-model-architectures.md index d20018d20..0632b3b94 100644 --- a/domains/health/llm-clinical-recommendations-exhibit-systematic-sociodemographic-bias-across-all-model-architectures.md +++ b/domains/health/llm-clinical-recommendations-exhibit-systematic-sociodemographic-bias-across-all-model-architectures.md @@ -9,7 +9,7 @@ title: LLM clinical recommendations exhibit systematic sociodemographic bias acr agent: vida scope: causal sourcer: Nature Medicine / Multi-institution 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]]", "[[OpenEvidence became the fastest-adopted clinical technology in history reaching 40 percent of US physicians daily within two years]]"] +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]]", "[[OpenEvidence became the fastest-adopted clinical technology in history reaching 40 percent of US physicians daily within two years]]", "[[clinical-ai-bias-amplification-creates-compounding-disparity-risk-at-scale]]", "[[llm-nursing-care-plans-exhibit-dual-pathway-sociodemographic-bias-in-content-and-expert-rated-quality]]"] supports: - Clinical AI that reinforces physician plans amplifies existing demographic biases at population scale because both physician behavior and LLM training data encode historical inequities - LLM-generated nursing care plans exhibit dual-pathway sociodemographic bias affecting both plan content and expert-rated clinical quality diff --git a/domains/health/lower-income-patients-show-higher-glp-1-discontinuation-rates-suggesting-affordability-not-just-clinical-factors-drive-persistence.md b/domains/health/lower-income-patients-show-higher-glp-1-discontinuation-rates-suggesting-affordability-not-just-clinical-factors-drive-persistence.md index 3a9691ee3..b3936b98d 100644 --- a/domains/health/lower-income-patients-show-higher-glp-1-discontinuation-rates-suggesting-affordability-not-just-clinical-factors-drive-persistence.md +++ b/domains/health/lower-income-patients-show-higher-glp-1-discontinuation-rates-suggesting-affordability-not-just-clinical-factors-drive-persistence.md @@ -5,6 +5,8 @@ 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_claims: + - divergence-glp1-economics-chronic-cost-vs-low-persistence 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 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 0e2464e03..f78b3610c 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 @@ -5,6 +5,7 @@ domain: health created: 2026-02-17 source: "OpenEvidence USMLE 100%; GPT-4 vs ED physicians (PMC 2024); UVA/Stanford/Harvard randomized trial (Stanford HAI 2025)" confidence: likely +related_claims: ["[[divergence-human-ai-clinical-collaboration-enhance-or-degrade]]"] 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 diff --git a/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 b/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 index 17a27a66b..81edea802 100644 --- a/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 +++ b/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 +5,13 @@ domain: health created: 2026-02-20 source: "Braveman & Egerter 2019, Schroeder 2007, County Health Rankings, Dever 1976" confidence: proven +related_claims: + - snap-benefit-loss-causes-measurable-mortality-through-food-insecurity-pathway + - snap-reduces-antihypertensive-nonadherence-through-food-medication-trade-off-relief + - us-healthspan-lifespan-gap-largest-globally-despite-highest-spending + - us-healthspan-declining-while-lifespan-recovers-creating-divergence + - cvd-mortality-stagnation-affects-all-income-levels-indicating-structural-system-failure + - us-hypertension-mortality-doubled-2000-2019-while-treatment-control-stagnated-structural-access-failure supports: - hypertension-related-cvd-mortality-doubled-2000-2023-despite-available-treatment-indicating-behavioral-sdoh-failure reweave_edges: diff --git a/domains/health/medicare-advantage-spending-gap-grew-47x-while-enrollment-doubled-indicating-scale-worsens-overpayment-problem.md b/domains/health/medicare-advantage-spending-gap-grew-47x-while-enrollment-doubled-indicating-scale-worsens-overpayment-problem.md index aa690a40e..1bac27f73 100644 --- a/domains/health/medicare-advantage-spending-gap-grew-47x-while-enrollment-doubled-indicating-scale-worsens-overpayment-problem.md +++ b/domains/health/medicare-advantage-spending-gap-grew-47x-while-enrollment-doubled-indicating-scale-worsens-overpayment-problem.md @@ -5,6 +5,8 @@ description: "Federal MA overpayment increased from $18B (2015) to $84B (2025) w confidence: proven source: "Kaiser Family Foundation, Medicare Advantage in 2025: Enrollment Update and Key Trends (2025)" created: 2025-07-24 +related_claims: + - medicare-advantage-crossed-majority-enrollment-in-2023-marking-structural-transformation-from-supplement-to-dominant-program --- # Medicare Advantage spending gap grew 4.7x while enrollment doubled indicating scale worsens overpayment problem diff --git a/domains/health/medicare-fiscal-pressure-forces-ma-reform-by-2030s-through-arithmetic-not-ideology.md b/domains/health/medicare-fiscal-pressure-forces-ma-reform-by-2030s-through-arithmetic-not-ideology.md index 5499315f4..f24b9d509 100644 --- a/domains/health/medicare-fiscal-pressure-forces-ma-reform-by-2030s-through-arithmetic-not-ideology.md +++ b/domains/health/medicare-fiscal-pressure-forces-ma-reform-by-2030s-through-arithmetic-not-ideology.md @@ -5,6 +5,8 @@ domain: health confidence: medium source: 2026-02-01-cms-2027-advance-notice-ma-rates created: 2026-03-16 +related_claims: + - medicare-advantage-crossed-majority-enrollment-in-2023-marking-structural-transformation-from-supplement-to-dominant-program --- Medicare Advantage (MA) reform will be forced by fiscal arithmetic, not ideology, by the 2030s. diff --git a/domains/health/midlife-cvd-mortality-increased-in-many-us-states-after-2010-representing-reversal-not-stagnation.md b/domains/health/midlife-cvd-mortality-increased-in-many-us-states-after-2010-representing-reversal-not-stagnation.md index b72a68599..d9e8d5b07 100644 --- a/domains/health/midlife-cvd-mortality-increased-in-many-us-states-after-2010-representing-reversal-not-stagnation.md +++ b/domains/health/midlife-cvd-mortality-increased-in-many-us-states-after-2010-representing-reversal-not-stagnation.md @@ -9,7 +9,7 @@ title: Midlife CVD mortality (ages 40-64) increased in many US states after 2010 agent: vida scope: causal sourcer: Leah Abrams, Neil Mehta -related_claims: ["[[Americas declining life expectancy is driven by deaths of despair concentrated in populations and regions most damaged by economic restructuring since the 1980s]]", "[[Big Food companies engineer addictive products by hacking evolutionary reward pathways creating a noncommunicable disease epidemic more deadly than the famines specialization eliminated]]"] +related_claims: ["[[Americas declining life expectancy is driven by deaths of despair concentrated in populations and regions most damaged by economic restructuring since the 1980s]]", "[[Big Food companies engineer addictive products by hacking evolutionary reward pathways creating a noncommunicable disease epidemic more deadly than the famines specialization eliminated]]", "[[cvd-stagnation-reversed-racial-health-convergence-by-stopping-black-mortality-improvements]]", "[[us-cardiovascular-mortality-gains-reversing-after-decades-of-improvement-across-major-conditions]]", "[[cvd-mortality-stagnation-affects-all-income-levels-indicating-structural-system-failure]]"] related: - CVD mortality stagnation after 2010 affects all income levels including the wealthiest counties indicating structural system failure not poverty correlation - CVD mortality stagnation drives US life expectancy plateau 3-11x more than drug deaths inverting the dominant opioid crisis narrative diff --git a/domains/health/obbba-medicaid-work-requirements-destroy-enrollment-stability-required-for-vbc-prevention-roi.md b/domains/health/obbba-medicaid-work-requirements-destroy-enrollment-stability-required-for-vbc-prevention-roi.md index 5be556ebf..cd83cf849 100644 --- a/domains/health/obbba-medicaid-work-requirements-destroy-enrollment-stability-required-for-vbc-prevention-roi.md +++ b/domains/health/obbba-medicaid-work-requirements-destroy-enrollment-stability-required-for-vbc-prevention-roi.md @@ -9,7 +9,7 @@ title: OBBBA Medicaid work requirements destroy the enrollment stability that va agent: vida scope: structural sourcer: AMA / Georgetown CCF / Urban Institute -related_claims: ["[[value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk]]"] +related_claims: ["[[value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk]]", "[[double-coverage-compression-simultaneous-medicaid-cuts-and-aptc-expiry-eliminate-coverage-for-under-400-fpl]]", "[[medicaid-work-requirements-cause-coverage-loss-through-procedural-churn-not-employment-screening]]"] supports: - Medicaid work requirements cause coverage loss through procedural churn not employment screening because 5.3 million projected uninsured exceeds the population of able-bodied unemployed adults - Value-based care requires enrollment stability as structural precondition because prevention ROI depends on multi-year attribution and semi-annual redeterminations break the investment timeline diff --git a/domains/health/pace-restructures-costs-from-acute-to-chronic-spending-without-reducing-total-expenditure-challenging-prevention-saves-money-narrative.md b/domains/health/pace-restructures-costs-from-acute-to-chronic-spending-without-reducing-total-expenditure-challenging-prevention-saves-money-narrative.md index 221bfdb73..a4c5fc378 100644 --- a/domains/health/pace-restructures-costs-from-acute-to-chronic-spending-without-reducing-total-expenditure-challenging-prevention-saves-money-narrative.md +++ b/domains/health/pace-restructures-costs-from-acute-to-chronic-spending-without-reducing-total-expenditure-challenging-prevention-saves-money-narrative.md @@ -7,6 +7,8 @@ source: "ASPE/HHS 2014 PACE evaluation (2006-2011 data), 8 states, 250+ enrollee created: 2026-03-10 last_evaluated: 2026-03-10 secondary_domains: ["teleological-economics"] +related_claims: + - divergence-prevention-first-cost-reduction-vs-cost-redistribution challenges: - Does prevention-first care reduce total healthcare costs or just redistribute them from acute to chronic spending? reweave_edges: diff --git a/domains/health/the epidemiological transition marks the shift from material scarcity to social disadvantage as the primary driver of health outcomes in developed nations.md b/domains/health/the epidemiological transition marks the shift from material scarcity to social disadvantage as the primary driver of health outcomes in developed nations.md index f657b3689..064f6c0f8 100644 --- a/domains/health/the epidemiological transition marks the shift from material scarcity to social disadvantage as the primary driver of health outcomes in developed nations.md +++ b/domains/health/the epidemiological transition marks the shift from material scarcity to social disadvantage as the primary driver of health outcomes in developed nations.md @@ -5,6 +5,9 @@ domain: health source: "Architectural Investing, Ch. Epidemiological Transition; Wilkinson (1994)" confidence: likely created: 2026-02-28 +related_claims: + - us-cardiovascular-mortality-gains-reversing-after-decades-of-improvement-across-major-conditions + - ultra-processed-food-consumption-increases-incident-hypertension-through-chronic-inflammation-pathway related: - us-healthcare-ranks-last-among-peer-nations-despite-highest-spending-because-access-and-equity-failures-override-clinical-quality reweave_edges: diff --git a/domains/health/the healthcare attractor state is a prevention-first system where aligned payment continuous monitoring and AI-augmented care delivery create a flywheel that profits from health rather than sickness.md b/domains/health/the healthcare attractor state is a prevention-first system where aligned payment continuous monitoring and AI-augmented care delivery create a flywheel that profits from health rather than sickness.md index c9b610e0b..f777df7b5 100644 --- a/domains/health/the healthcare attractor state is a prevention-first system where aligned payment continuous monitoring and AI-augmented care delivery create a flywheel that profits from health rather than sickness.md +++ b/domains/health/the healthcare attractor state is a prevention-first system where aligned payment continuous monitoring and AI-augmented care delivery create a flywheel that profits from health rather than sickness.md @@ -5,6 +5,9 @@ domain: health created: 2026-03-01 source: "Healthcare attractor state derivation using vault knowledge + 2026 industry research; Rumelt Good Strategy Bad Strategy; Devoted Health analysis; CMS data; OECD comparisons; Singapore model" confidence: likely +related_claims: + - divergence-prevention-first-cost-reduction-vs-cost-redistribution + - medicare-advantage-crossed-majority-enrollment-in-2023-marking-structural-transformation-from-supplement-to-dominant-program --- # the healthcare attractor state is a prevention-first system where aligned payment continuous monitoring and AI-augmented care delivery create a flywheel that profits from health rather than sickness diff --git a/domains/health/tirzepatide-patent-thicket-extends-exclusivity-to-2041-bifurcating-glp1-market-into-commodity-and-premium-tiers.md b/domains/health/tirzepatide-patent-thicket-extends-exclusivity-to-2041-bifurcating-glp1-market-into-commodity-and-premium-tiers.md index 510be6d3e..ca69ff2fa 100644 --- a/domains/health/tirzepatide-patent-thicket-extends-exclusivity-to-2041-bifurcating-glp1-market-into-commodity-and-premium-tiers.md +++ b/domains/health/tirzepatide-patent-thicket-extends-exclusivity-to-2041-bifurcating-glp1-market-into-commodity-and-premium-tiers.md @@ -9,7 +9,7 @@ title: Tirzepatide's patent thicket extending to 2041 bifurcates the GLP-1 marke agent: vida scope: structural sourcer: DrugPatentWatch / GreyB / i-mak.org -related_claims: ["[[GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035]]"] +related_claims: ["[[GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035]]", "[[cipla-dual-role-generic-semaglutide-and-branded-tirzepatide-exemplifies-portfolio-hedge-strategy-for-bifurcated-markets]]", "[[indian-generic-semaglutide-exports-enabled-by-evergreening-rejection-create-global-access-pathway-before-us-patent-expiry]]"] supports: - Cipla's dual role as generic semaglutide entrant AND Lilly's branded tirzepatide partner exemplifies the portfolio hedge strategy for pharmaceutical companies navigating market bifurcation related: diff --git a/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 b/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 index ab5c1bd0f..01e3fcc27 100644 --- a/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 +++ b/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 +5,13 @@ 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_claims: + - double-coverage-compression-simultaneous-medicaid-cuts-and-aptc-expiry-eliminate-coverage-for-under-400-fpl + - medicaid-work-requirements-cause-coverage-loss-through-procedural-churn-not-employment-screening + - upf-driven-chronic-inflammation-creates-continuous-vascular-risk-regeneration-explaining-antihypertensive-treatment-failure + - medically-tailored-meals-achieve-pharmacotherapy-scale-bp-reduction-in-food-insecure-hypertensive-patients + - hypertension-shifted-from-secondary-to-primary-cvd-mortality-driver-since-2022 + - uspstf-glp1-policy-gap-leaves-aca-mandatory-coverage-dormant 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 diff --git a/domains/health/wealth-stratified-glp1-access-creates-disease-progression-disparity-with-lowest-income-black-patients-treated-at-13-percent-higher-bmi.md b/domains/health/wealth-stratified-glp1-access-creates-disease-progression-disparity-with-lowest-income-black-patients-treated-at-13-percent-higher-bmi.md index 76132b063..1e1ce5fd0 100644 --- a/domains/health/wealth-stratified-glp1-access-creates-disease-progression-disparity-with-lowest-income-black-patients-treated-at-13-percent-higher-bmi.md +++ b/domains/health/wealth-stratified-glp1-access-creates-disease-progression-disparity-with-lowest-income-black-patients-treated-at-13-percent-higher-bmi.md @@ -9,7 +9,7 @@ title: Wealth stratification in GLP-1 access creates a disease progression dispa agent: vida scope: structural sourcer: Wasden et al., Obesity journal -related_claims: ["[[SDOH interventions show strong ROI but adoption stalls because Z-code documentation remains below 3 percent and no operational infrastructure connects screening to action]]", "[[medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm]]"] +related_claims: ["[[SDOH interventions show strong ROI but adoption stalls because Z-code documentation remains below 3 percent and no operational infrastructure connects screening to action]]", "[[medical care explains only 10-20 percent of health outcomes because behavioral social and genetic factors dominate as four independent methodologies confirm]]", "[[glp1-access-inverted-by-cardiovascular-risk-creating-efficacy-translation-barrier]]"] supports: - GLP-1 access follows systematic inversion where states with highest obesity prevalence have both lowest Medicaid coverage rates and highest income-relative out-of-pocket costs reweave_edges: diff --git a/domains/internet-finance/fiat-onramp-conversion-rates-are-under-10-percent-creating-structural-bottleneck-for-crypto-adoption.md b/domains/internet-finance/fiat-onramp-conversion-rates-are-under-10-percent-creating-structural-bottleneck-for-crypto-adoption.md index 9b7a690bf..74704b38a 100644 --- a/domains/internet-finance/fiat-onramp-conversion-rates-are-under-10-percent-creating-structural-bottleneck-for-crypto-adoption.md +++ b/domains/internet-finance/fiat-onramp-conversion-rates-are-under-10-percent-creating-structural-bottleneck-for-crypto-adoption.md @@ -11,6 +11,7 @@ scope: structural sourcer: Shayon Sengupta related: - social-login-and-embedded-fiat-on-ramps-target-the-two-structural-barriers-to-mainstream-crypto-adoption +- zkTLS-proofs-enable-trustless-fiat-payment-verification-by-cryptographically-attesting-to-payment-confirmations-over-legacy-rails reweave_edges: - social-login-and-embedded-fiat-on-ramps-target-the-two-structural-barriers-to-mainstream-crypto-adoption|related|2026-04-19 --- diff --git a/domains/internet-finance/futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs.md b/domains/internet-finance/futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs.md index 1a84ede8f..b9a4fa970 100644 --- a/domains/internet-finance/futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs.md +++ b/domains/internet-finance/futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs.md @@ -7,6 +7,7 @@ confidence: likely source: "Governance - Meritocratic Voting + Futarchy" related: - insider-trading-in-futarchy-improves-governance-by-accelerating-ground-truth-incorporation-into-conditional-markets +- polymarket-insider-trading-rules-updated-in-response-to-p2p-me-case --- # futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs diff --git a/domains/internet-finance/futarchy-governance-markets-create-insider-trading-paradox-because-informed-governance-participants-are-simultaneously-the-most-valuable-traders-and-the-most-restricted-under-insider-trading-frameworks.md b/domains/internet-finance/futarchy-governance-markets-create-insider-trading-paradox-because-informed-governance-participants-are-simultaneously-the-most-valuable-traders-and-the-most-restricted-under-insider-trading-frameworks.md index 834ad3e3b..a672f07c7 100644 --- a/domains/internet-finance/futarchy-governance-markets-create-insider-trading-paradox-because-informed-governance-participants-are-simultaneously-the-most-valuable-traders-and-the-most-restricted-under-insider-trading-frameworks.md +++ b/domains/internet-finance/futarchy-governance-markets-create-insider-trading-paradox-because-informed-governance-participants-are-simultaneously-the-most-valuable-traders-and-the-most-restricted-under-insider-trading-frameworks.md @@ -17,6 +17,7 @@ related: - insider-trading-in-futarchy-improves-governance-by-accelerating-ground-truth-incorporation-into-conditional-markets - stock-markets-function-despite-20-40-percent-insider-trading-proving-information-asymmetry-does-not-break-price-discovery - congressional-insider-trading-legislation-for-prediction-markets-treats-them-as-financial-instruments-not-gambling-strengthening-dcm-regulatory-legitimacy +- polymarket-insider-trading-rules-updated-in-response-to-p2p-me-case reweave_edges: - congressional-insider-trading-legislation-for-prediction-markets-treats-them-as-financial-instruments-not-gambling-strengthening-dcm-regulatory-legitimacy|related|2026-04-18 --- diff --git a/domains/internet-finance/futarchy-governance-quality-degrades-on-low-salience-operational-decisions-because-thin-markets-lack-trader-participation.md b/domains/internet-finance/futarchy-governance-quality-degrades-on-low-salience-operational-decisions-because-thin-markets-lack-trader-participation.md index c21173fc5..50228877d 100644 --- a/domains/internet-finance/futarchy-governance-quality-degrades-on-low-salience-operational-decisions-because-thin-markets-lack-trader-participation.md +++ b/domains/internet-finance/futarchy-governance-quality-degrades-on-low-salience-operational-decisions-because-thin-markets-lack-trader-participation.md @@ -9,7 +9,7 @@ title: Futarchy governance quality degrades on low-salience operational decision agent: rio scope: functional sourcer: "@m3taversal" -related: ["futarchy-excels-at-relative-selection-but-fails-at-absolute-prediction-because-ordinal-ranking-works-while-cardinal-estimation-requires-calibration", "MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions", "futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance", "futarchy-clob-liquidity-fragmentation-creates-wide-spreads-because-pricing-counterfactual-governance-outcomes-has-inherent-uncertainty", "futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements"] +related: ["futarchy-excels-at-relative-selection-but-fails-at-absolute-prediction-because-ordinal-ranking-works-while-cardinal-estimation-requires-calibration", "MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions", "futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance", "futarchy-clob-liquidity-fragmentation-creates-wide-spreads-because-pricing-counterfactual-governance-outcomes-has-inherent-uncertainty", "futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements", "divergence-futarchy-low-adoption-feature-or-bug"] --- # Futarchy governance quality degrades on low-salience operational decisions because thin markets lack trader participation diff --git a/domains/internet-finance/futarchy-governance-scaling-constraint-is-trader-sophistication-not-launch-volume.md b/domains/internet-finance/futarchy-governance-scaling-constraint-is-trader-sophistication-not-launch-volume.md index 9d87ea9ed..514392a97 100644 --- a/domains/internet-finance/futarchy-governance-scaling-constraint-is-trader-sophistication-not-launch-volume.md +++ b/domains/internet-finance/futarchy-governance-scaling-constraint-is-trader-sophistication-not-launch-volume.md @@ -10,7 +10,7 @@ agent: rio scope: structural sourcer: "@m3taversal" supports: ["domain-expertise-loses-to-trading-skill-in-futarchy-markets-because-prediction-accuracy-requires-calibration-not-just-knowledge"] -related: ["MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale", "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility", "domain-expertise-loses-to-trading-skill-in-futarchy-markets-because-prediction-accuracy-requires-calibration-not-just-knowledge", "futarchy protocols capture market share during downturns because governance-aligned capital formation attracts serious builders while speculative platforms lose volume proportionally to market sentiment", "futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements", "metadao-ico-platform-demonstrates-15x-oversubscription-validating-futarchy-governed-capital-formation", "internet capital markets compress fundraising from months to days because permissionless raises eliminate gatekeepers while futarchy replaces due diligence bottlenecks with real-time market pricing", "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets"] +related: ["MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale", "futarchy-governed permissionless launches require brand separation to manage reputational liability because failed projects on a curated platform damage the platforms credibility", "domain-expertise-loses-to-trading-skill-in-futarchy-markets-because-prediction-accuracy-requires-calibration-not-just-knowledge", "futarchy protocols capture market share during downturns because governance-aligned capital formation attracts serious builders while speculative platforms lose volume proportionally to market sentiment", "futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements", "metadao-ico-platform-demonstrates-15x-oversubscription-validating-futarchy-governed-capital-formation", "internet capital markets compress fundraising from months to days because permissionless raises eliminate gatekeepers while futarchy replaces due diligence bottlenecks with real-time market pricing", "futardio-platform-shows-bimodal-launch-distribution-where-most-projects-refund-but-viral-community-resonant-projects-raise-100x-targets", "divergence-futarchy-low-adoption-feature-or-bug"] --- # Futarchy governance scaling constraint is trader sophistication not launch volume because governance markets are only as good as the people trading them diff --git a/domains/internet-finance/insider-trading-in-futarchy-improves-governance-by-accelerating-ground-truth-incorporation-into-conditional-markets.md b/domains/internet-finance/insider-trading-in-futarchy-improves-governance-by-accelerating-ground-truth-incorporation-into-conditional-markets.md index 672e543e4..380fa6f1f 100644 --- a/domains/internet-finance/insider-trading-in-futarchy-improves-governance-by-accelerating-ground-truth-incorporation-into-conditional-markets.md +++ b/domains/internet-finance/insider-trading-in-futarchy-improves-governance-by-accelerating-ground-truth-incorporation-into-conditional-markets.md @@ -10,7 +10,7 @@ agent: rio scope: functional sourcer: Rio challenges: ["futarchy-governance-markets-create-insider-trading-paradox-because-informed-governance-participants-are-simultaneously-the-most-valuable-traders-and-the-most-restricted-under-insider-trading-frameworks"] -related: ["domain-expertise-loses-to-trading-skill-in-futarchy-markets-because-prediction-accuracy-requires-calibration-not-just-knowledge", "futarchy-governance-markets-create-insider-trading-paradox-because-informed-governance-participants-are-simultaneously-the-most-valuable-traders-and-the-most-restricted-under-insider-trading-frameworks", "futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs", "futarchy is manipulation-resistant because attack attempts create profitable opportunities for defenders"] +related: ["domain-expertise-loses-to-trading-skill-in-futarchy-markets-because-prediction-accuracy-requires-calibration-not-just-knowledge", "futarchy-governance-markets-create-insider-trading-paradox-because-informed-governance-participants-are-simultaneously-the-most-valuable-traders-and-the-most-restricted-under-insider-trading-frameworks", "futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs", "futarchy is manipulation-resistant because attack attempts create profitable opportunities for defenders", "polymarket-insider-trading-rules-updated-in-response-to-p2p-me-case"] --- # Insider trading in futarchy improves governance by accelerating ground truth incorporation into conditional markets diff --git a/domains/internet-finance/permissionless-community-expansion-reduces-market-entry-costs-100x-through-incentivized-circles-versus-local-teams.md b/domains/internet-finance/permissionless-community-expansion-reduces-market-entry-costs-100x-through-incentivized-circles-versus-local-teams.md index 95884414b..7fb4a3989 100644 --- a/domains/internet-finance/permissionless-community-expansion-reduces-market-entry-costs-100x-through-incentivized-circles-versus-local-teams.md +++ b/domains/internet-finance/permissionless-community-expansion-reduces-market-entry-costs-100x-through-incentivized-circles-versus-local-teams.md @@ -15,6 +15,8 @@ supports: - permissionless-operator-networks-scale-geographic-expansion-quadratically-by-removing-human-bottlenecks-from-market-entry - permissionless-country-expansion-accelerates-through-operational-learning-because-each-market-launch-compresses-timeline-and-reduces-capital-requirements - permissionless-geographic-expansion-achieves-100x-cost-reduction-through-community-leader-revenue-share-replacing-local-teams +related: +- zkTLS-proofs-enable-trustless-fiat-payment-verification-by-cryptographically-attesting-to-payment-confirmations-over-legacy-rails reweave_edges: - permissionless-operator-networks-scale-geographic-expansion-quadratically-by-removing-human-bottlenecks-from-market-entry|supports|2026-04-04 - permissionless-country-expansion-accelerates-through-operational-learning-because-each-market-launch-compresses-timeline-and-reduces-capital-requirements|supports|2026-04-19 diff --git a/domains/internet-finance/social-login-and-embedded-fiat-on-ramps-target-the-two-structural-barriers-to-mainstream-crypto-adoption.md b/domains/internet-finance/social-login-and-embedded-fiat-on-ramps-target-the-two-structural-barriers-to-mainstream-crypto-adoption.md index 129b3c58a..3b7a05fcf 100644 --- a/domains/internet-finance/social-login-and-embedded-fiat-on-ramps-target-the-two-structural-barriers-to-mainstream-crypto-adoption.md +++ b/domains/internet-finance/social-login-and-embedded-fiat-on-ramps-target-the-two-structural-barriers-to-mainstream-crypto-adoption.md @@ -5,6 +5,9 @@ description: Social login and embedded fiat on-ramps aim to reduce barriers to c created: 2026-03-05 processed_date: 2026-03-10 confidence: speculative +related: +- zkTLS-proofs-enable-trustless-fiat-payment-verification-by-cryptographically-attesting-to-payment-confirmations-over-legacy-rails +- fiat-onramp-conversion-rates-are-under-10-percent-creating-structural-bottleneck-for-crypto-adoption --- diff --git a/domains/space-development/Blue Origin cislunar infrastructure strategy mirrors AWS by building comprehensive platform layers while competitors optimize individual services.md b/domains/space-development/Blue Origin cislunar infrastructure strategy mirrors AWS by building comprehensive platform layers while competitors optimize individual services.md index 57c78c3bb..fefd05ab4 100644 --- a/domains/space-development/Blue Origin cislunar infrastructure strategy mirrors AWS by building comprehensive platform layers while competitors optimize individual services.md +++ b/domains/space-development/Blue Origin cislunar infrastructure strategy mirrors AWS by building comprehensive platform layers while competitors optimize individual services.md @@ -5,6 +5,8 @@ description: "Bezos funds $14B+ to build launch, landers, stations, and comms co confidence: experimental source: "Astra, Blue Origin research profile February 2026" created: 2026-03-20 +related_claims: + - wide-portfolio-concentration-creates-single-entity-execution-risk challenged_by: - historically slow execution and total Bezos dependency — two successful New Glenn flights is a start not a pattern related: diff --git a/domains/space-development/SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal.md b/domains/space-development/SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal.md index efe6bc885..09aa9e26e 100644 --- a/domains/space-development/SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal.md +++ b/domains/space-development/SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal.md @@ -5,6 +5,9 @@ description: "SpaceX uses Starlink demand to drive launch cadence which drives r confidence: likely source: "Astra synthesis from SpaceX 2025 financials ($19B revenue, ~$2B net income), Starlink subscriber data (10M), launch cadence data (170 launches in 2025), Falcon 9 booster reuse records (32 flights on single first stage)" created: 2026-03-07 +related_claims: + - vertical-integration-bypasses-demand-threshold-through-captive-internal-demand + - space-sector-commercialization-requires-independent-supply-and-demand-thresholds challenged_by: - The flywheel thesis assumes Starlink revenue growth continues and that the broadband market sustains the cadence needed for reusability learning. Starlink faces regulatory barriers in several countries, spectrum allocation conflicts, and potential competition from non-LEO broadband (5G/6G terrestrial expansion). If Starlink growth plateaus, the flywheel loses its demand driver. Also, the xAI merger introduces execution complexity that could distract from launch operations. related: diff --git a/domains/space-development/Starship achieving routine operations at sub-100 dollars per kg is the single largest enabling condition for the entire space industrial economy.md b/domains/space-development/Starship achieving routine operations at sub-100 dollars per kg is the single largest enabling condition for the entire space industrial economy.md index c184159e1..25faa160a 100644 --- a/domains/space-development/Starship achieving routine operations at sub-100 dollars per kg is the single largest enabling condition for the entire space industrial economy.md +++ b/domains/space-development/Starship achieving routine operations at sub-100 dollars per kg is the single largest enabling condition for the entire space industrial economy.md @@ -11,6 +11,8 @@ challenged_by: - "Starship has not yet achieved full reusability or routine operations — projected costs are targets, not demonstrated performance" secondary_domains: - teleological-economics +related_claims: + - space-sector-commercialization-requires-independent-supply-and-demand-thresholds --- # Starship achieving routine operations at sub-100 dollars per kg is the single largest enabling condition for the entire space industrial economy diff --git a/domains/space-development/clps-transforms-from-demonstration-to-lunar-logistics-baseline-under-project-ignition.md b/domains/space-development/clps-transforms-from-demonstration-to-lunar-logistics-baseline-under-project-ignition.md index 9ea317542..0914c4fb7 100644 --- a/domains/space-development/clps-transforms-from-demonstration-to-lunar-logistics-baseline-under-project-ignition.md +++ b/domains/space-development/clps-transforms-from-demonstration-to-lunar-logistics-baseline-under-project-ignition.md @@ -9,7 +9,7 @@ title: Project Ignition's acceleration of CLPS to 30 robotic landings transforms agent: astra scope: structural sourcer: "@singularityhub" -related_claims: ["[[governments are transitioning from space system builders to space service buyers which structurally advantages nimble commercial providers]]", "[[launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds]]"] +related_claims: ["[[governments are transitioning from space system builders to space service buyers which structurally advantages nimble commercial providers]]", "[[launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds]]", "[[clps-mechanism-solved-viper-procurement-problem-through-vehicle-flexibility]]"] related: - CLPS procurement mechanism solved VIPER's cost growth problem through delivery vehicle flexibility where traditional contracting failed reweave_edges: diff --git a/domains/space-development/commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030.md b/domains/space-development/commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030.md index d5a9a8df5..1a3695361 100644 --- a/domains/space-development/commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030.md +++ b/domains/space-development/commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030.md @@ -5,6 +5,11 @@ description: "Axiom (PPTM launching 2027), Vast (Haven-1 slipped to Q1 2027), St confidence: likely source: "Astra synthesis from NASA Commercial LEO Destinations program, Axiom Space funding ($605M+), Vast Haven-1 timeline, ISS Deorbit Vehicle contract ($843M to SpaceX), MIT Technology Review 2026 Breakthrough Technologies" created: 2026-03-08 +related_claims: + - commercial-space-station-market-stratified-by-development-phase-creating-three-tier-competitive-structure + - commercial-station-timeline-compression-tightens-iss-succession-window + - phase-2-funding-freeze-disproportionately-harms-design-phase-programs-dependent-on-nasa-capital-for-manufacturing-transition + - commercial-station-capital-concentrates-in-strongest-contender-when-anchor-customer-role-uncertain challenged_by: - Timeline slippage threatens a gap in continuous human orbital presence (unbroken since November 2000). Axiom's September 2024 cash crisis and down round shows how fragile commercial station timelines are. If none of the four achieve operational capability before ISS deorbits in 2031, the US could face its first period without permanent crewed LEO presence in 25 years. supports: diff --git a/domains/space-development/defense spending is the new catalyst for space investment with US Space Force budget jumping 39 percent in one year to 40 billion.md b/domains/space-development/defense spending is the new catalyst for space investment with US Space Force budget jumping 39 percent in one year to 40 billion.md index 0735946b0..74a7e3901 100644 --- a/domains/space-development/defense spending is the new catalyst for space investment with US Space Force budget jumping 39 percent in one year to 40 billion.md +++ b/domains/space-development/defense spending is the new catalyst for space investment with US Space Force budget jumping 39 percent in one year to 40 billion.md @@ -5,6 +5,12 @@ description: "Golden Dome missile defense and space domain awareness are driving confidence: proven source: "US Space Force FY2026 budget request, Space Capital Q2 2025 report, True Anomaly Series C ($260M), K2 Space ($110M), Stoke Space Series D ($510M), Rocket Lab SDA contract ($816M)" created: 2026-03-08 +related_claims: + - nearly-all-space-technology-is-dual-use-making-arms-control-in-orbit-impossible-without-banning-the-commercial-applications-themselves + - golden-dome-space-data-network-requires-orbital-compute-for-latency-constraints + - golden-dome-missile-defense-requires-orbital-compute-because-ground-transmission-latency-exceeds-interception-decision-windows + - sda-pwsa-operational-battle-management-establishes-defense-as-first-deployed-orbital-computing-user + - sda-interoperability-standards-create-dual-use-orbital-compute-architecture-from-inception supports: - self-funded-capability-demonstrations-before-published-requirements-signal-high-confidence-in-defense-demand-materialization reweave_edges: diff --git a/domains/space-development/governments are transitioning from space system builders to space service buyers which structurally advantages nimble commercial providers.md b/domains/space-development/governments are transitioning from space system builders to space service buyers which structurally advantages nimble commercial providers.md index 3bb3393d9..74256e901 100644 --- a/domains/space-development/governments are transitioning from space system builders to space service buyers which structurally advantages nimble commercial providers.md +++ b/domains/space-development/governments are transitioning from space system builders to space service buyers which structurally advantages nimble commercial providers.md @@ -5,6 +5,9 @@ description: "The shift from cost-plus proprietary programs to commercial-first confidence: likely source: "Astra synthesis from NASA COTS/CRS program history, Rocket Lab SDA contract, Space Force FY2026 budget, ISS commercial successor contracts" created: 2026-03-08 +related_claims: + - demand-threshold-in-space-is-revenue-model-independence-not-magnitude + - space-sector-commercialization-requires-independent-supply-and-demand-thresholds challenged_by: - The transition is uneven — national security missions still require bespoke classified systems that commercial providers cannot serve off-the-shelf. Cost-plus contracting persists in programs where requirements are genuinely uncertain (e.g., SLS, deep-space habitats). The 'buyer not builder' framing may overstate how much has actually changed outside LEO launch services. related: diff --git a/domains/space-development/in-situ resource utilization is the bridge technology between outpost and settlement because without it every habitat remains a supply chain exercise.md b/domains/space-development/in-situ resource utilization is the bridge technology between outpost and settlement because without it every habitat remains a supply chain exercise.md index 8ff3ec498..84f6a4fc2 100644 --- a/domains/space-development/in-situ resource utilization is the bridge technology between outpost and settlement because without it every habitat remains a supply chain exercise.md +++ b/domains/space-development/in-situ resource utilization is the bridge technology between outpost and settlement because without it every habitat remains a supply chain exercise.md @@ -8,6 +8,9 @@ created: 2026-02-17 depends_on: - MOXIE proved ISRU works on another planet by extracting oxygen from Mars CO2 at twice its design goal and 98 percent purity - closed-loop life support is the binding constraint on permanent space settlement because all other enabling technologies are closer to operational readiness +related_claims: + - lunar-isru-trl-gap-creates-decade-long-vulnerability-in-surface-first-architecture + - nasa-project-ignition-south-pole-location-is-isru-first-architectural-commitment supports: - ISRU-first base location reveals NASA commitment to resource utilization economics over operational convenience because the south pole site is chosen specifically for water ice access reweave_edges: diff --git a/domains/space-development/military-commercial-space-architecture-convergence-creates-dual-use-orbital-infrastructure.md b/domains/space-development/military-commercial-space-architecture-convergence-creates-dual-use-orbital-infrastructure.md index eb0a04286..83f77e356 100644 --- a/domains/space-development/military-commercial-space-architecture-convergence-creates-dual-use-orbital-infrastructure.md +++ b/domains/space-development/military-commercial-space-architecture-convergence-creates-dual-use-orbital-infrastructure.md @@ -9,7 +9,7 @@ title: Military and commercial space architectures are converging on the same di agent: astra scope: structural sourcer: Breaking Defense -related_claims: ["[[defense spending is the new catalyst for space investment with US Space Force budget jumping 39 percent in one year to 40 billion]]", "[[governments are transitioning from space system builders to space service buyers which structurally advantages nimble commercial providers]]"] +related_claims: ["[[defense spending is the new catalyst for space investment with US Space Force budget jumping 39 percent in one year to 40 billion]]", "[[governments are transitioning from space system builders to space service buyers which structurally advantages nimble commercial providers]]", "[[nearly-all-space-technology-is-dual-use-making-arms-control-in-orbit-impossible-without-banning-the-commercial-applications-themselves]]"] supports: - Commercial orbital data center interoperability with SDA Tranche 1 optical communications standards reflects deliberate architectural alignment between commercial ODC and operational defense space computing - Golden Dome's Space Data Network requires distributed orbital data processing because sensor-to-shooter missile defense latency constraints make ground-based processing architecturally infeasible diff --git a/domains/space-development/orbital data centers are the most speculative near-term space application but the convergence of AI compute demand and falling launch costs attracts serious players.md b/domains/space-development/orbital data centers are the most speculative near-term space application but the convergence of AI compute demand and falling launch costs attracts serious players.md index c50c7d4f7..d996567ac 100644 --- a/domains/space-development/orbital data centers are the most speculative near-term space application but the convergence of AI compute demand and falling launch costs attracts serious players.md +++ b/domains/space-development/orbital data centers are the most speculative near-term space application but the convergence of AI compute demand and falling launch costs attracts serious players.md @@ -5,6 +5,13 @@ description: "Starcloud trained an LLM in space, Axiom launched orbital nodes, S confidence: speculative source: "Astra, web research compilation February 2026" created: 2026-02-17 +related_claims: + - sda-interoperability-standards-create-dual-use-orbital-compute-architecture-from-inception + - orbital-edge-compute-reached-operational-deployment-january-2026-axiom-kepler-sda-nodes + - spacex-1m-satellite-filing-faces-44x-launch-cadence-gap-between-required-and-achieved-capacity + - orbital-data-center-microgravity-thermal-management-requires-novel-refrigeration-architecture-because-standard-systems-depend-on-gravity + - golden-dome-space-data-network-requires-orbital-compute-for-latency-constraints + - terawave-optical-isl-architecture-creates-independent-communications-product-separate-from-odc-constellation secondary_domains: - critical-systems depends_on: diff --git a/domains/space-development/orbital-data-centers-and-space-based-solar-power-share-identical-infrastructure-requirements-creating-dual-use-revenue-bridge.md b/domains/space-development/orbital-data-centers-and-space-based-solar-power-share-identical-infrastructure-requirements-creating-dual-use-revenue-bridge.md index 4ddfa420e..1a086ab4f 100644 --- a/domains/space-development/orbital-data-centers-and-space-based-solar-power-share-identical-infrastructure-requirements-creating-dual-use-revenue-bridge.md +++ b/domains/space-development/orbital-data-centers-and-space-based-solar-power-share-identical-infrastructure-requirements-creating-dual-use-revenue-bridge.md @@ -9,7 +9,7 @@ title: Orbital data centers and space-based solar power share identical infrastr agent: astra scope: structural sourcer: Data Center Dynamics / The Register / Space.com -related_claims: ["[[power is the binding constraint on all space operations because every capability from ISRU to manufacturing to life support is power-limited]]", "[[launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds]]"] +related_claims: ["[[power is the binding constraint on all space operations because every capability from ISRU to manufacturing to life support is power-limited]]", "[[launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds]]", "[[breakthrough-energy-ventures-investment-in-orbital-solar-infrastructure-signals-sbsp-credibility-as-climate-technology-category]]"] supports: - Aetherflux - space-based-solar-power-and-orbital-data-centers-share-infrastructure-making-odc-the-near-term-revenue-bridge-to-long-term-sbsp diff --git a/domains/space-development/single-provider-ltv-selection-creates-artemis-program-concentration-risk.md b/domains/space-development/single-provider-ltv-selection-creates-artemis-program-concentration-risk.md index 236d0b08d..8595b8290 100644 --- a/domains/space-development/single-provider-ltv-selection-creates-artemis-program-concentration-risk.md +++ b/domains/space-development/single-provider-ltv-selection-creates-artemis-program-concentration-risk.md @@ -9,7 +9,7 @@ title: Single-provider LTV selection creates program-level concentration risk fo agent: astra scope: structural sourcer: Lunar Outpost, Lockheed Martin -related_claims: ["[[commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030]]"] +related_claims: ["[[commercial space stations are the next infrastructure bet as ISS retirement creates a void that 4 companies are racing to fill by 2030]]", "[[wide-portfolio-concentration-creates-single-entity-execution-risk]]"] supports: - lunar-outpost related: diff --git a/domains/space-development/space governance gaps are widening not narrowing because technology advances exponentially while institutional design advances linearly.md b/domains/space-development/space governance gaps are widening not narrowing because technology advances exponentially while institutional design advances linearly.md index aa33d9709..28cfcd707 100644 --- a/domains/space-development/space governance gaps are widening not narrowing because technology advances exponentially while institutional design advances linearly.md +++ b/domains/space-development/space governance gaps are widening not narrowing because technology advances exponentially while institutional design advances linearly.md @@ -11,6 +11,8 @@ depends_on: secondary_domains: - collective-intelligence - grand-strategy +related_claims: + - nearly-all-space-technology-is-dual-use-making-arms-control-in-orbit-impossible-without-banning-the-commercial-applications-themselves related: - spacetech-series-a-funding-gap-is-the-structural-bottleneck-because-specialized-vcs-concentrate-at-seed-while-generalists-lack-domain-expertise-for-hardware-companies reweave_edges: diff --git a/domains/space-development/space tugs decouple the launch problem from the orbit problem turning orbital transfer into a service market projected at 1-8B by 2026.md b/domains/space-development/space tugs decouple the launch problem from the orbit problem turning orbital transfer into a service market projected at 1-8B by 2026.md index b1d3e48ef..8b6dca6a2 100644 --- a/domains/space-development/space tugs decouple the launch problem from the orbit problem turning orbital transfer into a service market projected at 1-8B by 2026.md +++ b/domains/space-development/space tugs decouple the launch problem from the orbit problem turning orbital transfer into a service market projected at 1-8B by 2026.md @@ -5,6 +5,8 @@ description: "In-space logistics enables satellites to ride cheaply to LEO on ri confidence: experimental source: "Astra, web research compilation February 2026" created: 2026-02-17 +related_claims: + - orbital-servicing-crossed-gate-2b-with-government-anchor-contracts-converting-speculative-market-to-operational-industry depends_on: - "launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds" --- diff --git a/domains/space-development/spacex-1m-odc-filing-represents-vertical-integration-at-unprecedented-scale-creating-captive-starship-demand-200x-starlink.md b/domains/space-development/spacex-1m-odc-filing-represents-vertical-integration-at-unprecedented-scale-creating-captive-starship-demand-200x-starlink.md index 101224e2a..6e3834a09 100644 --- a/domains/space-development/spacex-1m-odc-filing-represents-vertical-integration-at-unprecedented-scale-creating-captive-starship-demand-200x-starlink.md +++ b/domains/space-development/spacex-1m-odc-filing-represents-vertical-integration-at-unprecedented-scale-creating-captive-starship-demand-200x-starlink.md @@ -9,7 +9,7 @@ title: SpaceX's 1 million orbital data center satellite filing represents vertic agent: astra scope: structural sourcer: SpaceNews -related_claims: ["[[SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal]]", "[[launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds]]"] +related_claims: ["[[SpaceX vertical integration across launch broadband and manufacturing creates compounding cost advantages that no competitor can replicate piecemeal]]", "[[launch cost reduction is the keystone variable that unlocks every downstream space industry at specific price thresholds]]", "[[spacex-1m-satellite-filing-faces-44x-launch-cadence-gap-between-required-and-achieved-capacity]]"] supports: - Orbital data center governance gaps are activating faster than prior space sectors as astronomers challenged SpaceX's 1M satellite filing before the public comment period closed - Blue Origin's Project Sunrise filing signals an emerging SpaceX/Blue Origin duopoly in orbital compute infrastructure mirroring their launch market structure where vertical integration creates insurmountable competitive moats diff --git a/domains/space-development/the 30-year space economy attractor state is a cislunar industrial system with propellant networks lunar ISRU orbital manufacturing and partial life support closure.md b/domains/space-development/the 30-year space economy attractor state is a cislunar industrial system with propellant networks lunar ISRU orbital manufacturing and partial life support closure.md index 030d3945c..1b2023e4f 100644 --- a/domains/space-development/the 30-year space economy attractor state is a cislunar industrial system with propellant networks lunar ISRU orbital manufacturing and partial life support closure.md +++ b/domains/space-development/the 30-year space economy attractor state is a cislunar industrial system with propellant networks lunar ISRU orbital manufacturing and partial life support closure.md @@ -5,6 +5,10 @@ description: "By 2056 the converged cislunar architecture includes propellant de confidence: experimental source: "Astra synthesis from NASA Artemis architecture, ESA Moon Village concept, multiple ISRU roadmaps, and attractor state framework from Rumelt/Teleological Investing" created: 2026-03-07 +related_claims: + - gateway-cancellation-eliminated-orbital-infrastructure-value-layer-from-cislunar-economy + - lunar-isru-trl-gap-creates-decade-long-vulnerability-in-surface-first-architecture + - nasa-project-ignition-south-pole-location-is-isru-first-architectural-commitment challenged_by: "The five-layer architecture assumes coordinated investment across layers that may not materialize -- chain-link failure risk means any single missing layer (especially power or propellant) can strand the others indefinitely. Also, Starship-era launch costs may undercut some ISRU economics (see [[falling launch costs paradoxically both enable and threaten in-space resource utilization by making infrastructure affordable while competing with the end product]])" --- diff --git a/domains/space-development/the Artemis Accords replace multilateral treaty-making with bilateral norm-setting to create governance through coalition practice rather than universal consensus.md b/domains/space-development/the Artemis Accords replace multilateral treaty-making with bilateral norm-setting to create governance through coalition practice rather than universal consensus.md index 4628fa4d9..0fc215672 100644 --- a/domains/space-development/the Artemis Accords replace multilateral treaty-making with bilateral norm-setting to create governance through coalition practice rather than universal consensus.md +++ b/domains/space-development/the Artemis Accords replace multilateral treaty-making with bilateral norm-setting to create governance through coalition practice rather than universal consensus.md @@ -5,6 +5,9 @@ description: "61 nations signed bilateral accords establishing resource extracti confidence: likely source: "Artemis Accords text (2020), signatory count (61 as of January 2026), US State Department bilateral framework, comparison with Moon Agreement ratification failure" created: 2026-03-08 +related_claims: + - nearly-all-space-technology-is-dual-use-making-arms-control-in-orbit-impossible-without-banning-the-commercial-applications-themselves + - gateway-cancellation-sets-precedent-for-unilateral-voiding-of-multilateral-space-commitments challenged_by: - The Accords may be less durable than treaties because they lack binding enforcement. If a signatory violates safety zone norms or resource extraction principles, no mechanism compels compliance. The bilateral structure also means each agreement is slightly different, creating potential inconsistencies that multilateral treaties avoid. And the China/Russia exclusion creates a bifurcated governance regime that could escalate into resource conflicts at contested sites like the lunar south pole. supports: diff --git a/domains/space-development/the Outer Space Treaty created a constitutional framework for space but left resource rights property and settlement governance deliberately ambiguous.md b/domains/space-development/the Outer Space Treaty created a constitutional framework for space but left resource rights property and settlement governance deliberately ambiguous.md index 3b1e3ccb5..bf29f8f17 100644 --- a/domains/space-development/the Outer Space Treaty created a constitutional framework for space but left resource rights property and settlement governance deliberately ambiguous.md +++ b/domains/space-development/the Outer Space Treaty created a constitutional framework for space but left resource rights property and settlement governance deliberately ambiguous.md @@ -5,6 +5,9 @@ description: "The 1967 OST with 118 state parties prohibits sovereignty claims o confidence: proven source: "Outer Space Treaty (1967) text, Moon Agreement (1979) ratification record (17 states, no major space power), UNCOPUOS proceedings, legal scholarship on OST Article II interpretation" created: 2026-03-08 +related_claims: + - nearly-all-space-technology-is-dual-use-making-arms-control-in-orbit-impossible-without-banning-the-commercial-applications-themselves + - gateway-cancellation-sets-precedent-for-unilateral-voiding-of-multilateral-space-commitments related: - the Artemis Accords create a de facto legal framework for space resource extraction signed by 61 countries but contested by China and Russia reweave_edges: diff --git a/domains/space-development/water is the strategic keystone resource of the cislunar economy because it simultaneously serves as propellant life support radiation shielding and thermal management.md b/domains/space-development/water is the strategic keystone resource of the cislunar economy because it simultaneously serves as propellant life support radiation shielding and thermal management.md index 637df0456..b31e78b3b 100644 --- a/domains/space-development/water is the strategic keystone resource of the cislunar economy because it simultaneously serves as propellant life support radiation shielding and thermal management.md +++ b/domains/space-development/water is the strategic keystone resource of the cislunar economy because it simultaneously serves as propellant life support radiation shielding and thermal management.md @@ -6,6 +6,9 @@ confidence: likely source: "Astra synthesis from LCROSS mission data, Chandrayaan-1, LRO, Lockheed Martin lunar architecture concepts, NASA ISRU roadmaps" created: 2026-03-07 challenged_by: "Lunar water ice abundance and extractability remain uncertain until VIPER provides ground truth. Permanently shadowed crater operations face extreme engineering challenges (cryogenic temperatures, no solar power, communication difficulties). If deposits prove thin or heterogeneous, the entire cislunar water economy timeline shifts by a decade or more." +related_claims: + - lunar-isru-trl-gap-creates-decade-long-vulnerability-in-surface-first-architecture + - nasa-project-ignition-south-pole-location-is-isru-first-architectural-commitment --- # water is the strategic keystone resource of the cislunar economy because it simultaneously serves as propellant life support radiation shielding and thermal management diff --git a/foundations/collective-intelligence/RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values.md b/foundations/collective-intelligence/RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values.md index 26fee37b1..1edbc580b 100644 --- a/foundations/collective-intelligence/RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values.md +++ b/foundations/collective-intelligence/RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values.md @@ -16,6 +16,7 @@ related: - learning human values from observed behavior through inverse reinforcement learning is structurally safer than specifying objectives directly because the agent maintains uncertainty about what humans actually want - sycophancy-is-paradigm-level-failure-across-all-frontier-models-suggesting-rlhf-systematically-produces-approval-seeking - large language models encode social intelligence as compressed cultural ratchet not abstract reasoning because every parameter is a residue of communicative exchange and reasoning manifests as multi-perspective dialogue not calculation +- collective-intelligence-architectures-are-underexplored-for-alignment-despite-addressing-core-problems reweave_edges: - rlchf-aggregated-rankings-variant-combines-evaluator-rankings-via-social-welfare-function-before-reward-model-training|related|2026-03-28 - rlhf-is-implicit-social-choice-without-normative-scrutiny|related|2026-03-28 diff --git a/foundations/collective-intelligence/collective intelligence requires diversity as a structural precondition not a moral preference.md b/foundations/collective-intelligence/collective intelligence requires diversity as a structural precondition not a moral preference.md index 7bb8de668..3f05a94e0 100644 --- a/foundations/collective-intelligence/collective intelligence requires diversity as a structural precondition not a moral preference.md +++ b/foundations/collective-intelligence/collective intelligence requires diversity as a structural precondition not a moral preference.md @@ -6,6 +6,8 @@ domain: collective-intelligence created: 2026-02-16 confidence: proven source: "TeleoHumanity Manifesto, Chapter 4" +related: +- multi-agent-systems-amplify-provider-level-biases-through-recursive-reasoning-requiring-provider-diversity-for-collective-intelligence supports: - human ideas naturally converge toward similarity over social learning chains making AI a net diversity injector rather than a homogenizer under high-exposure conditions reweave_edges: diff --git a/foundations/collective-intelligence/scalable oversight degrades rapidly as capability gaps grow with debate achieving only 50 percent success at moderate gaps.md b/foundations/collective-intelligence/scalable oversight degrades rapidly as capability gaps grow with debate achieving only 50 percent success at moderate gaps.md index bcccdba91..a14d9cf2e 100644 --- a/foundations/collective-intelligence/scalable oversight degrades rapidly as capability gaps grow with debate achieving only 50 percent success at moderate gaps.md +++ b/foundations/collective-intelligence/scalable oversight degrades rapidly as capability gaps grow with debate achieving only 50 percent success at moderate gaps.md @@ -14,6 +14,11 @@ reweave_edges: - iterated distillation and amplification preserves alignment across capability scaling by keeping humans in the loop at every iteration but distillation errors may compound making the alignment guarantee probabilistic not absolute|related|2026-04-06 related: - iterated distillation and amplification preserves alignment across capability scaling by keeping humans in the loop at every iteration but distillation errors may compound making the alignment guarantee probabilistic not absolute +- behavioral-divergence-between-evaluation-and-deployment-is-bounded-by-regime-information-extractable-from-internal-representations +- chain-of-thought-monitorability-is-time-limited-governance-window +- inference-time-compute-creates-non-monotonic-safety-scaling-where-extended-reasoning-degrades-alignment +- circuit-tracing-bottleneck-hours-per-prompt-limits-interpretability-scaling +- verification-of-meaningful-human-control-is-technically-infeasible-because-ai-decision-opacity-and-adversarial-resistance-defeat-external-audit --- # scalable oversight degrades rapidly as capability gaps grow with debate achieving only 50 percent success at moderate gaps diff --git a/foundations/collective-intelligence/the alignment tax creates a structural race to the bottom because safety training costs capability and rational competitors skip it.md b/foundations/collective-intelligence/the alignment tax creates a structural race to the bottom because safety training costs capability and rational competitors skip it.md index 92e13386a..550ffa1da 100644 --- a/foundations/collective-intelligence/the alignment tax creates a structural race to the bottom because safety training costs capability and rational competitors skip it.md +++ b/foundations/collective-intelligence/the alignment tax creates a structural race to the bottom because safety training costs capability and rational competitors skip it.md @@ -12,6 +12,8 @@ related: - surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference - the absence of a societal warning signal for AGI is a structural feature not an accident because capability scaling is gradual and ambiguous and collective action requires anticipation not reaction - Frontier AI labs allocate 6-15% of research headcount to safety versus 60-75% to capabilities with the ratio declining since 2024 as capabilities teams grow faster than safety teams +- non-autoregressive-architectures-reduce-jailbreak-vulnerability-through-elimination-of-continuation-drive-at-capability-cost +- voluntary-safety-constraints-without-external-enforcement-are-statements-of-intent-not-binding-governance reweave_edges: - AI talent circulation between frontier labs transfers alignment culture not just capability because researchers carry safety methodologies and institutional norms to their new organizations|related|2026-03-28 - surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference|related|2026-03-28