theseus: extract claims from 2026-04-06-icrc-autonomous-weapons-ihl-position #2509
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teleo:extract/2026-04-29-smallwarsjournal-selective-virtue-anthropic-operation-epic-fury-b96d
teleo:extract/2026-05-03-mars-elysium-amazonis-ice-geography-correction-36b8
teleo:extract/2026-05-03-vigibase-pharmacovigilance-glp1-psychiatric-signals-54c7
teleo:extract/2026-05-03-lancet-semalco-semaglutide-aud-rct-results-8118
teleo:extract/2026-05-03-eclinmed-glp1-alcohol-meta-analysis-5m-patients-b8c1
teleo:extract/2026-05-03-dc-circuit-may19-oral-arguments-conservative-panel-three-questions-ed8f
teleo:extract/2026-05-01-pentagon-seven-ai-classified-deal-lawful-operational-use-a891
teleo:extract/2026-05-01-cnbc-pentagon-mythos-national-security-moment-blacklist-paradox-0512
teleo:extract/2026-04-29-smallwarsjournal-selective-virtue-anthropic-operation-epic-fury-4195
teleo:extract/2026-04-29-axios-trump-draft-eo-anthropic-federal-access-8945
teleo:extract/2026-05-03-starship-v3-ift12-hardware-bottlenecks-olp2-debut-1d73
teleo:extract/2026-05-03-spacex-ipo-governance-irremovability-belief7-permanent-f933
teleo:extract/2026-05-03-mars-elysium-amazonis-ice-geography-correction-e324
teleo:extract/2026-05-03-alba-mons-lava-tubes-ice-co-location-settlement-candidate-2945
teleo:extract/2026-05-03-nftplazas-pudgy-penguins-holder-retention-pengu-divergence-677c
teleo:extract/2026-05-03-vigibase-pharmacovigilance-glp1-psychiatric-signals-0333
teleo:extract/2026-05-03-smc-expert-reactions-semalco-trial-caveats-500d
teleo:extract/2026-05-03-omada-glp1-flex-care-employer-market-context-75ba
teleo:extract/2026-05-03-lancet-psychiatry-swedish-glp1-mental-health-worsening-cohort-bf58
teleo:extract/2026-05-03-lancet-semalco-semaglutide-aud-rct-results-ead7
teleo:extract/2026-05-03-glp1-addiction-scope-oud-nicotine-cocaine-synthesis-4a70
teleo:extract/2026-05-03-evoke-evoke-plus-semaglutide-alzheimers-phase3-failure-ea03
teleo:extract/2026-05-03-clinical-trial-vanguard-glp1-psychiatric-both-directions-177b
teleo:extract/2026-05-03-eclinmed-glp1-alcohol-meta-analysis-5m-patients-3452
teleo:extract/2026-05-01-texas-tribune-texas-prediction-market-limits-cftc-preemption-76d0
teleo:extract/2026-05-03-nftplazas-pudgy-penguins-holder-retention-pengu-divergence-9abe
teleo:extract/2026-05-03-japantimes-netflix-wbc-controversy-creator-program-sports-exclusivity-391a
teleo:extract/2026-05-03-cined-kling-30-multishot-narrative-capability-f0a0
teleo:reweave/2026-05-03
teleo:extract/2026-05-03-wildeford-mutual-sabotage-ai-wont-work-0b83
teleo:extract/2026-05-03-hendrycks-schmidt-wang-superintelligence-strategy-maim-84d8
teleo:extract/2026-05-03-miri-refining-maim-conditions-for-deterrence-5e1c
teleo:extract/2026-05-03-delaney-iaps-crucial-considerations-asi-deterrence-c247
teleo:extract/2026-05-03-arnold-ai-frontiers-maim-observability-problem-842c
teleo:extract/2026-05-02-hyperliquid-hip4-outcome-markets-mainnet-launch-day1-8f0a
teleo:extract/2026-05-02-sjc-oral-argument-may4-kalshi-38-state-ags-cftc-amicus-eaae
teleo:extract/2026-05-01-reason-cftc-suing-states-prediction-market-preemption-reversal-0dc5
teleo:extract/2026-05-01-texas-tribune-texas-prediction-market-limits-cftc-preemption-aec0
teleo:extract/2026-04-09-coindesk-kalshi-89-percent-us-prediction-market-dominance-69a3
teleo:extract/2026-04-28-polymarket-cftc-two-track-approval-main-exchange-pending-ebc9
teleo:astra/research-2026-05-02
teleo:extract/2026-05-02-nasaspaceflight-starship-ift12-net-may12-revised-trajectory-4ad2
teleo:extract/2026-xx-npj-space-tharsis-lava-water-interaction-amazonian-cbd2
teleo:extract/2026-04-30-spacex-s1-orbital-datacenter-risk-self-disclosure-772d
teleo:extract/2026-04-21-spacex-s1-dual-class-shares-musk-voting-control-8677
teleo:extract/2025-xx-springer-lava-tubes-earth-moon-mars-review-390d
teleo:extract/2025-xx-nature-comms-mars-near-surface-liquid-water-brines-04dd
teleo:extract/2025-xx-luzzi-jgr-amazonis-planitia-near-surface-ice-isru-5214
teleo:extract/2025-xx-iopscience-elysium-mons-lava-tube-skylight-e820
teleo:vida/research-2026-05-02
teleo:extract/2026-05-02-cdc-nchs-healthspan-lifespan-gap-2024-widening-5a91
teleo:extract/2026-05-02-glp1-psychiatric-safety-signal-195pct-mdd-risk-cohort-bb96
teleo:extract/2026-05-01-weightwatchers-oral-semaglutide-post-bankruptcy-clinical-pivot-b025
teleo:extract/2026-04-xx-nih-jama-psychiatry-glp1-cbt-alcohol-use-disorder-rct-3e32
teleo:extract/2026-04-xx-jmcp-glp1-medicaid-persistence-tirzepatide-vs-semaglutide-8e52
teleo:extract/2026-04-30-ny-state-mental-health-parity-index-11m-commercially-insured-d5be
teleo:extract/2026-04-14-kennedy-forum-mhparity-index-national-launch-full-data-6106
teleo:extract/2026-03-05-omada-health-fy2025-results-first-profitable-quarter-7f76
teleo:extract/2026-03-05-omada-glp1-flex-care-employer-cash-pay-model-6cab
teleo:extract/2026-05-02-youtube-indie-animation-report-2026-e423
teleo:extract/2026-05-02-pudgy-penguins-pengu-nft-floor-two-tier-divergence-54cc
teleo:extract/2026-05-02-psky-q1-2026-preview-ai-strategy-franchise-first-c9fe
teleo:extract/2026-05-02-netflix-wbc-creator-program-270m-views-full-results-4a87
teleo:extract/2026-05-02-amazing-digital-circus-theatrical-expansion-fan-governance-2669
teleo:theseus/research-2026-05-02
teleo:reweave/2026-05-01
teleo:extract/2026-05-01-massachusetts-sjc-oral-argument-may-4-scheduled-2046
teleo:rio/research-2026-05-01
teleo:extract/2026-05-01-kalshi-class-action-self-exclusion-massachusetts-statute-of-anne-973f
teleo:extract/2026-04-30-arthur-hayes-hype-prediction-market-weapon-efda
teleo:extract/2026-04-21-kalshi-polymarket-crypto-perps-dcm-pivot-6645
teleo:extract/2026-04-24-cftc-sues-new-york-prediction-markets-fifth-state-0169
teleo:extract/2026-03-30-p2p-me-insider-trading-polymarket-metadao-fundraise-ced9
teleo:leo/homepage-rotation-v4
teleo:extract/2026-05-01-bls-multistate-state-behavioral-health-legislative-trends-2025-327c
teleo:extract/2026-04-22-npr-glp1-coverage-decline-insurance-slipping-2026-a1d2
teleo:extract/2026-04-14-mhpaea-three-level-access-problem-synthesis-dd03
teleo:extract/2025-12-01-colorado-hb25-1002-behavioral-health-outcomes-parity-testing-555f
teleo:extract/2026-05-01-spacenews-starship-ift12-faa-final-approval-351a
teleo:extract/2026-05-01-satnews-blue-origin-faa-grounded-2cat-facility-f2a2
teleo:extract/2026-05-01-nasa-ntrs-mars-radiation-surface-dose-shielding-6fb8
teleo:astra/research-2026-05-01
teleo:extract/2026-05-01-kennedy-forum-ama-mental-health-parity-index-national-launch-6dd4
teleo:extract/2026-05-01-lpl-ai-productivity-us-growth-2026-sector-concentration-1604
teleo:extract/2026-05-01-bls-multistate-state-behavioral-health-legislative-trends-2025-b127
teleo:extract/2026-04-22-npr-glp1-coverage-decline-insurance-slipping-2026-4117
teleo:extract/2026-04-22-kff-employer-glp1-survey-2025-paradox-large-employer-coverage-d6b1
teleo:extract/2026-02-10-dol-kaiser-foundation-health-plan-mhpaea-settlement-outcome-enforcement-2c53
teleo:extract/2026-04-14-mhpaea-three-level-access-problem-synthesis-5b8d
teleo:extract/2026-04-07-anthropic-economic-index-labor-market-impacts-ai-exposure-e3bc
teleo:extract/2025-07-01-illinois-idoi-company-bulletin-2025-10-mhpaea-2024-rule-enforcement-3074
teleo:extract/2025-12-17-weight-watchers-med-plus-glp1-program-2026-no-cgm-integration-1f4f
teleo:extract/2025-12-01-colorado-hb25-1002-behavioral-health-outcomes-parity-testing-75e1
teleo:vida/research-2026-05-01
teleo:extract/2026-04-30-norton-rose-prediction-markets-crossroads-synthesis-e2b2
teleo:extract/2026-04-30-hyperliquid-hip4-zero-fee-prediction-market-challenge-8960
teleo:extract/2026-05-01-tadc-last-act-fathom-presale-record-theatrical-a2e1
teleo:extract/2026-05-01-glitch-productions-tadc-creator-led-platform-mediated-model-ba8c
teleo:extract/2026-05-01-project-hail-mary-box-office-civilizational-optimism-gen-z-5d5d
teleo:extract/2026-05-01-pengu-token-unlock-analyst-exit-liquidity-concern-0407
teleo:extract/2026-05-01-theseus-three-level-form-governance-military-ai-b989
teleo:extract/2026-04-28-blue-origin-pad2-slc36-faa-npc-early-regulatory-e071
teleo:theseus/research-2026-05-01
teleo:extract/2026-05-01-theseus-governance-failure-mode-5-pre-enforcement-retreat-9fad
teleo:extract/2026-05-01-theseus-eu-act-compliance-theater-behavioral-evaluation-39c4
teleo:extract/2026-05-01-theseus-dc-circuit-may19-pretextual-enforcement-arm-9e28
teleo:extract/2026-05-01-theseus-b1-eight-session-robustness-eu-us-parallel-retreat-dc83
teleo:extract/2026-04-30-norton-rose-prediction-markets-crossroads-synthesis-80c1
teleo:extract/2026-04-30-hyperliquid-hip4-zero-fee-prediction-market-challenge-c7ac
teleo:extract/2026-04-30-hpc-cftc-anprm-decentralized-prediction-markets-comment-57a5
teleo:extract/2026-04-28-noom-glp1-companion-biomarker-integration-2025-c0a9
teleo:extract/2026-04-30-democrats-cftc-restrict-sports-election-contracts-insider-trading-6bd2
teleo:rio/research-2026-04-30
teleo:extract/2026-04-30-cftc-chair-selig-bipartisan-congressional-pushback-8170
teleo:extract/2026-04-30-arthur-hayes-hype-token-prediction-market-ownership-alignment-1586
teleo:extract/2026-04-26-cnn-cftc-shrinking-prediction-markets-expanding-096c
teleo:extract/2026-04-28-polymarket-seeks-cftc-approval-main-exchange-us-users-9fda
teleo:extract/2026-04-27-solar-nuclear-convergence-scope-qualification-imsr-xe100-e884
teleo:extract/2026-04-30-spacex-xai-orbital-dc-skeptical-analysis-ipo-narrative-be30
teleo:extract/2026-04-01-natlawreview-fda-glp1-compounding-april-clarification-3f5f
teleo:extract/2026-04-30-ww-clinic-cgm-diabetes-tier-partial-atoms-bits-belief4-60a0
teleo:extract/2026-04-30-trump-mhpaea-2024-rule-enforcement-pause-may-2025-0660
teleo:extract/2026-04-30-state-mhpaea-record-fines-40m-2026-federal-compensation-69c4
teleo:extract/2026-04-30-rti-kennedy-forum-mental-health-reimbursement-27pct-gap-b428
teleo:extract/2026-04-30-phti-glp1-employer-scope-large-vs-small-behavioral-mandate-05ba
teleo:extract/2026-04-30-georgia-oci-25m-mhpaea-fines-22-insurers-jan-2026-047d
teleo:extract/2026-04-30-frbsf-atlanta-fed-ai-productivity-high-skill-concentration-9f5b
teleo:leo/research-2026-04-30
teleo:extract/2026-04-30-warner-senators-any-lawful-use-ai-dod-information-request-a6f7
teleo:extract/2026-04-30-eu-ai-omnibus-deferral-trilogue-failed-april-28-a939
teleo:extract/2026-04-30-openai-pentagon-deal-amended-surveillance-pr-response-c9ec
teleo:extract/2026-04-30-anthropic-dc-circuit-amicus-coalition-judges-security-officials-17fb
teleo:extract/2026-04-29-hyperliquid-hip4-kalshi-partnership-onchain-prediction-markets-e6eb
teleo:extract/2026-04-30-starship-ift12-may-2026-target-faa-gate-4eb8
teleo:extract/2026-04-29-polymarket-seeks-cftc-main-exchange-us-reapproval-92d5
teleo:extract/2026-04-30-spacex-xai-orbital-dc-skeptical-analysis-ipo-narrative-9dae
teleo:extract/2026-04-30-spacex-xai-merger-orbital-data-center-constellation-68cf
teleo:extract/2026-04-30-new-glenn-ng3-be3u-thrust-investigation-ongoing-d529
teleo:extract/2026-04-07-yogonet-third-circuit-kalshi-new-jersey-dcm-preemption-50f1
teleo:astra/research-2026-04-30
teleo:vida/research-2026-04-30
teleo:extract/2026-04-30-ww-clinic-cgm-diabetes-tier-partial-atoms-bits-belief4-9141
teleo:extract/2026-04-30-trump-mhpaea-2024-rule-enforcement-pause-may-2025-ce6f
teleo:extract/2026-04-30-rti-kennedy-forum-mental-health-reimbursement-27pct-gap-b9e0
teleo:extract/2026-04-30-state-mhpaea-record-fines-40m-2026-federal-compensation-fba4
teleo:extract/2026-04-30-phti-glp1-employer-scope-large-vs-small-behavioral-mandate-4193
teleo:extract/2026-04-30-nber-firm-data-ai-80pct-no-productivity-gains-feb-2026-9bf4
teleo:extract/2026-04-30-georgia-oci-25m-mhpaea-fines-22-insurers-jan-2026-8b13
teleo:extract/2026-04-30-frbsf-atlanta-fed-ai-productivity-high-skill-concentration-f497
teleo:extract/2026-04-30-theseus-governance-failure-taxonomy-synthesis-e64b
teleo:extract/2026-04-30-theseus-b1-seven-session-robustness-pattern-2512
teleo:extract/2026-04-30-theseus-b1-eu-act-disconfirmation-window-f0f9
teleo:reweave/2026-04-30
teleo:extract/2026-04-29-polymarket-kalshi-perps-pivot-full-spectrum-derivatives-6dea
teleo:extract/2026-04-29-cftc-enforcement-capacity-collapse-24pct-staff-cuts-67fa
teleo:extract/2026-04-29-hyperliquid-hip4-kalshi-partnership-onchain-prediction-markets-d02b
teleo:extract/2026-04-29-cftc-anprm-comment-period-closes-april-30-2026-3427
teleo:extract/2026-04-25-beijing-institute-orbital-chenguang-same-entity-confirmed-804e
teleo:extract/2026-04-29-wisconsin-cftc-lawsuit-fifth-state-no-tro-07d6
teleo:extract/2026-04-25-nordby-cross-model-limitations-family-specific-patterns-7d80
teleo:extract/2026-04-29-polymarket-seeks-cftc-main-exchange-us-reapproval-e3f3
teleo:clay/research-2026-04-30
teleo:reweave/2026-04-28
teleo:extract/2026-04-07-yogonet-third-circuit-kalshi-new-jersey-dcm-preemption-0043
teleo:extract/2026-02-24-time-anthropic-rsp-v3-pause-commitment-dropped-a433
teleo:extract/2026-04-24-coindesk-cftc-sues-new-york-prediction-markets-d854
teleo:extract/2026-04-22-cfr-anthropic-pentagon-us-credibility-test-5710
teleo:extract/2026-04-25-squishville-season-2-silence-path4-pivot-evidence-2e12
teleo:extract/2026-04-19-ast-spacemobile-bluebird7-lost-new-glenn-ng3-17b9
teleo:extract/2026-04-xx-china-in-space-three-body-vs-orbital-chenguang-6e3b
teleo:theseus/research-2026-04-30
teleo:extract/2026-04-30-theseus-governance-failure-taxonomy-synthesis-b46e
teleo:extract/2026-04-30-theseus-b1-eu-act-disconfirmation-window-ccee
teleo:extract/2026-04-30-theseus-b1-seven-session-robustness-pattern-bdc6
teleo:extract/2025-12-01-protos-memeinsider-bayc-collapse-price-was-product-2d41
teleo:extract/2026-04-29-wisconsin-cftc-lawsuit-fifth-state-no-tro-3bcb
teleo:extract/2026-04-29-hyperliquid-hip4-kalshi-partnership-onchain-prediction-markets-6bc2
teleo:extract/2026-04-29-polymarket-seeks-cftc-main-exchange-us-reapproval-192e
teleo:extract/2026-04-29-polymarket-kalshi-perps-pivot-full-spectrum-derivatives-a16a
teleo:extract/2026-04-29-cftc-enforcement-director-miller-five-priorities-prediction-markets-8a70
teleo:extract/2026-04-29-cftc-anprm-comment-period-closes-april-30-2026-0ce4
teleo:extract/2026-04-29-cftc-enforcement-capacity-collapse-24pct-staff-cuts-09ed
teleo:rio/research-2026-04-29
teleo:extract/2026-04-28-cftc-sues-wisconsin-fifth-state-prediction-markets-9297
teleo:extract/2026-04-28-thenextweb-google-drone-swarm-exit-classified-deal-e9e1
teleo:extract/2026-03-10-lawfare-tillipman-military-ai-policy-by-contract-ac78
teleo:rio/research-2026-04-28
teleo:extract/2026-04-28-cftc-sues-wisconsin-fifth-state-prediction-markets-a232
teleo:extract/2026-04-29-price-transparency-limited-insured-market-impact-2025-8439
teleo:extract/2026-04-29-ww-rebirth-clinical-transformation-no-cgm-belief4-generativity-c0ab
teleo:extract/2026-04-29-mssp-health-affairs-2024-aco-participation-trends-ac16
teleo:extract/2026-04-29-lilly-employer-connect-not-revolutionary-dte-limits-31f1
teleo:extract/2026-04-29-hcplan-2024-vbc-full-risk-doubled-28pct-downside-4e06
teleo:extract/2026-04-29-employer-glp1-coverage-crisis-enrollment-declining-2026-16e4
teleo:extract/2026-04-29-cost-plus-drugs-humana-pbm-market-2026-81c2
teleo:extract/2026-04-29-cms-mssp-py2024-2-4b-savings-vbc-structural-proof-bdcc
teleo:extract/2026-04-29-9amhealth-waltz-novo-dte-glp1-access-2026-52d6
teleo:extract/2026-04-28-thenextweb-google-drone-swarm-exit-classified-deal-c065
teleo:extract/2026-04-28-gizmodo-google-signs-pentagon-classified-deal-tier3-428a
teleo:extract/2026-03-10-lawfare-tillipman-military-ai-policy-by-contract-764d
teleo:extract/2026-01-12-defensescoop-hegseth-ai-strategy-any-lawful-use-mandate-b00f
teleo:leo/research-2026-04-29
teleo:extract/2026-04-28-cftc-sues-wisconsin-fifth-state-prediction-markets-7262
teleo:extract/2026-04-10-cftc-arizona-tro-prediction-markets-dcm-preemption-87e6
teleo:extract/2026-04-29-pudgy-penguins-vs-disney-centralized-ip-ownership-economics-4229
teleo:extract/2026-04-29-starship-ift12-faa-gate-may-2026-status-5b99
teleo:extract/2026-04-29-humanoid-robots-2026-inflection-industry-overview-1141
teleo:extract/2026-04-29-claynosaurz-mediawan-youtube-40ep-straight-to-creator-dab2
teleo:extract/2026-04-29-gottlieb-2019-space-colonization-existential-risk-pro-mars-1a9f
teleo:extract/2026-04-29-boston-dynamics-atlas-hyundai-30k-2028-54e4
teleo:extract/2026-04-29-ast-spacemobile-falcon9-pivot-post-ng3-a7dd
teleo:extract/2026-04-29-price-transparency-limited-insured-market-impact-2025-a69c
teleo:extract/2026-04-29-ww-rebirth-clinical-transformation-no-cgm-belief4-generativity-ba38
teleo:extract/2026-04-29-mssp-health-affairs-2024-aco-participation-trends-9124
teleo:extract/2026-04-29-mhpaea-fourth-report-2025-enforcement-structural-limits-bf6f
teleo:extract/2026-04-29-lilly-employer-connect-not-revolutionary-dte-limits-10fc
teleo:extract/2026-04-29-hcplan-2024-vbc-full-risk-doubled-28pct-downside-3986
teleo:extract/2026-04-29-employer-glp1-coverage-crisis-enrollment-declining-2026-d1d7
teleo:vida/research-2026-04-29
teleo:extract/2026-04-29-cost-plus-drugs-humana-pbm-market-2026-55af
teleo:extract/2026-04-29-cms-mssp-py2024-2-4b-savings-vbc-structural-proof-5e8d
teleo:extract/2026-04-29-9amhealth-waltz-novo-dte-glp1-access-2026-9de4
teleo:clay/research-2026-04-29
teleo:extract/2026-04-28-cftc-sues-wisconsin-fifth-state-prediction-markets-0c61
teleo:extract/2026-04-28-massachusetts-sjc-competing-amicus-still-pending-32ec
teleo:extract/2026-04-10-cftc-arizona-tro-prediction-markets-dcm-preemption-66a7
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teleo:extract/2026-01-00-alearesearch-metadao-fair-launches-misaligned-market
teleo:extract/2024-10-22-futardio-proposal-increase-ore-sol-lp-boost-multiplier-to-6x
teleo:extract/2026-03-03-futardio-launch-digifrens
teleo:extract/2026-03-03-futardio-launch-versus
teleo:ingestion/futardio-20260314-1600
teleo:extract/2025-10-22-futardio-proposal-defiance-capital-cloud-token-acquisition-proposal
teleo:extract/2026-03-00-phys-org-europe-answer-to-starship
teleo:extract/2024-06-05-futardio-proposal-fund-futuredaos-token-migrator
teleo:extract/2026-03-03-pineanalytics-metadao-q4-2025-quarterly-report
teleo:extract/2026-00-00-crypto-trends-lessons-2026-ownership-coins
teleo:rio/launchpet-claims
teleo:extract/2024-04-00-albarracin-shared-protentions-multi-agent-active-inference
teleo:extract/2025-07-18-genius-act-stablecoin-regulation
teleo:extract/2025-05-01-ainvest-taylor-swift-catalog-buyback-ip-ownership
teleo:extract/2026-03-04-futardio-launch-superclaw
teleo:extract/2025-07-01-emarketer-consumers-rejecting-ai-creator-content
teleo:extract/2026-03-08-karpathy-autoresearch-collaborative-agents
teleo:extract/2025-12-04-cnbc-dealbook-mrbeast-future-of-content
teleo:extract/2025-03-28-futardio-proposal-should-sanctum-build-a-sanctum-mobile-app-wonder
teleo:ingestion/futardio-20260312-2100
teleo:ingestion/futardio-20260312-2115
teleo:extract/2026-02-20-claynosaurz-mediawan-animated-series-update
teleo:extract/2024-03-26-futardio-proposal-appoint-nallok-and-proph3t-benevolent-dictators-for-three-mo
teleo:extract/2026-02-25-futardio-launch-fancy-cats
teleo:extract/2024-12-05-futardio-proposal-establish-development-fund
teleo:extract/2026-03-04-futardio-launch-pli-crperie-ambulante
teleo:extract/2026-03-09-futardio-launch-etnlio
teleo:extract/2026-02-21-rakka-sol-omnipair-rate-controller
teleo:extract/2024-01-12-futardio-proposal-create-spot-market-for-meta
teleo:extract/2026-03-03-futardio-launch-open-music
teleo:ingestion/futardio-20260312-1515
teleo:extract/2026-01-00-commonwealth-fund-risk-adjustment-ma-explainer
teleo:theseus/active-inference-claims
teleo:extract/2025-03-26-crfb-ma-overpaid-1-2-trillion
teleo:extract/2026-03-04-futardio-launch-one-of-sick-token
teleo:extract/2025-12-00-cip-year-in-review-democratic-alignment
teleo:extract/2025-06-00-panews-futarchy-governance-weapons
teleo:extract/2026-03-04-futardio-launch-island
teleo:extract/2026-03-08-futardio-launch-seeker-vault
teleo:extract/2026-02-23-cbo-medicare-trust-fund-2040-insolvency
teleo:extract/2024-10-00-patterns-ai-enhanced-collective-intelligence
teleo:extract/2026-00-00-friederich-against-manhattan-project-alignment
teleo:extract/2023-02-00-pmc-cost-effectiveness-homecare-systematic-review
teleo:extract/2025-11-15-beetv-openx-race-to-bottom-cpms-premium-content
teleo:extract/2025-07-00-fli-ai-safety-index-summer-2025
teleo:extract/2025-09-00-orchestrator-active-inference-multi-agent-llm
teleo:extract/2026-00-00-bankless-beauty-of-futarchy
teleo:extract/2026-03-03-futardio-launch-milo-ai-agent
teleo:extract/2025-12-25-chipprbots-futarchy-private-markets-long-arc
teleo:extract/2026-02-01-traceabilityhub-digital-provenance-content-authentication
teleo:extract/2026-02-17-futardio-launch-generated-test
teleo:extract/2020-12-00-da-costa-active-inference-discrete-state-spaces
teleo:extract/2026-03-04-futardio-launch-test
teleo:extract/2026-03-04-futardio-launch-futara
teleo:extract/2026-01-00-clarity-act-senate-status
teleo:extract/2025-00-00-mats-ai-agent-index-2025
teleo:extract/2026-03-05-futardio-launch-launchpet
teleo:extract/2022-03-09-imf-costa-rica-ebais-primary-health-care
teleo:extract/2025-02-24-futardio-proposal-mtn-meets-meta-hackathon
teleo:extract/2025-02-27-fortune-mrbeast-5b-valuation-beast-industries
teleo:extract/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore
teleo:extract/2026-03-01-contentauthenticity-state-of-content-authenticity-2026
teleo:vida/research-2026-03-12
teleo:extract/2024-11-21-futardio-proposal-proposal-14
teleo:extract/2025-07-02-futardio-proposal-testing-indexer-changes
teleo:extract/2024-07-18-futardio-proposal-approve-budget-for-champions-nft-collection-design
teleo:extract/2026-03-09-rocketresearchx-x-archive
teleo:extract/2025-09-00-gaikwad-murphys-laws-alignment
teleo:theseus/extract-agreement-complexity-alignment-barriers
teleo:extract/2026-02-25-oxranga-solomon-lab-notes-05
teleo:extract/2026-02-27-theiaresearch-metadao-claude-code-founders
teleo:fix/missing-domain-fields
teleo:vida/belief-reorder-identity-reframe
teleo:leo/belief-identity-overhaul-clean
teleo:rio/market-brain-thesis
teleo:extract/2026-03-09-8bitpenis-x-archive
teleo:extract/2026-03-09-mcglive-x-archive
teleo:extract/2026-03-09-ranger-finance-x-archive
teleo:extract/2026-02-27-karpathy-8-agent-research-org
teleo:extract/2020-03-00-vasil-world-unto-itself-communication-active-inference
teleo:extract/2026-03-09-turbine-cash-x-archive
teleo:extract/2020-00-00-greattransition-humanity-as-superorganism
teleo:extract/2026-03-09-mycorealms-x-archive
teleo:extract/2024-01-00-friston-designing-ecosystems-intelligence
teleo:astra/megastructure-multiplanetary-research
teleo:extract/2026-03-09-spiz-x-archive
teleo:extract/2025-12-01-a16z-state-of-consumer-ai-2025
teleo:extract/2026-02-24-karpathy-clis-legacy-tech-agents
teleo:extract/2022-00-00-americanscientist-superorganism-revolution
teleo:extract/2024-03-00-mcmillen-levin-collective-intelligence-unifying-concept
teleo:extract/2025-02-00-kagan-as-one-and-many-group-level-active-inference
teleo:extract/2019-02-00-ramstead-multiscale-integration
teleo:extract/2021-03-00-sajid-active-inference-demystified-compared
teleo:extract/2026-03-09-ownershipfm-x-archive
teleo:extract/2026-03-09-hurupayapp-x-archive
teleo:extract/2026-03-09-blockworks-x-archive
teleo:extract/2026-03-10-iab-ai-ad-gap-widens
teleo:extract/2025-03-01-mediacsuite-ai-film-studios-2025
teleo:extract/2025-08-01-pudgypenguins-record-revenue-ipo-target
teleo:extract/2026-02-25-karpathy-programming-changed-december
teleo:astra/megastructure-launch-infrastructure
teleo:clay/foundation-cultural-dynamics
teleo:extract/2026-01-15-advanced-television-audiences-ai-blurred-reality
teleo:extract/2025-01-01-deloitte-hollywood-cautious-genai-adoption
teleo:extract/2025-09-01-ankler-ai-studios-cheap-future-no-market
teleo:extract/2026-01-01-ey-media-entertainment-trends-authenticity
teleo:extract/2026-02-01-seedance-2-ai-video-benchmark
teleo:extract/2026-03-09-bharathshettyy-x-archive
teleo:extract/2026-03-04-theiaresearch-permissionless-metadao-launches
teleo:extract/2026-03-09-abbasshaikh-x-archive
teleo:extract/2026-03-09-flashtrade-x-archive
teleo:extract/2026-03-09-solanafloor-x-archive
teleo:extract/2026-03-09-richard-isc-x-archive
teleo:clay/research-2026-03-10
teleo:ingestion/futardio-20260310-1244
teleo:leo/test-sources
teleo:leo/ingest-skill
teleo:m3taversal/leo-14ff9c29
teleo:rio/competitor-landscape
teleo:vida/knowledge-state-assessment
teleo:rio/x-ingestion-batch-1
teleo:theseus/x-ingestion-collab-taxonomy
teleo:theseus/foundations-cas
teleo:leo/cleanup-test-claim
teleo:astra/batch4-manufacturing-observation-competition
teleo:leo/unprocessed-source-batch
teleo:rio/foundation-gaps
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teleo:rio/mechanism-design-foundation
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teleo:leo/superorganism-reframe
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teleo:leo/architecture-as-claims
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teleo:rio/aschenbrenner-extraction
teleo:leo/synthesis-batch-3
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teleo:leo/cleanup-duplicates-and-domain-fields
teleo:inbox/aschenbrenner-situational-awareness
teleo:leo/synthesis-review-rule
teleo:leo/synthesis-batch-2
teleo:leo/archive-standardization
teleo:rio/doppler-extraction
teleo:leo/restore-musings-claude-md
teleo:theseus/dario-anthropic-extraction
teleo:theseus/noah-enrichments
teleo:leo/evaluator-calibration
teleo:rio/noahopinion-extraction
teleo:rio/navigation-layer-cleanup
teleo:theseus/navigation-layer
teleo:vida/nav-layer-fixes
teleo:theseus/anthropic-pentagon-claims
teleo:m3taversal/prometheus-845f10fb
teleo:rio/all-changes-require-pr
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teleo:rio/leverage-omnipair-enrichment
teleo:vida/seed-health-domain
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teleo:rio/pentagon-agent-trailer-convention
teleo:clay/entertainment-seed
teleo:rio/metadao-q4-pine-analytics
teleo:rio/skill-upgrade-source-ingestion
teleo:rio/ai-intelligence-crisis-mar2026
teleo:rio/theia-ifs-claims-mar2026
teleo:rio/omnipair-enrichments-feb2026
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Reference: teleo/teleo-codex#2509
Reference in a new issue
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Delete branch "extract/2026-04-06-icrc-autonomous-weapons-ihl-position-6d69"
Deleting a branch is permanent. Although the deleted branch may continue to exist for a short time before it actually gets removed, it CANNOT be undone in most cases. Continue?
Automated Extraction
Source:
inbox/queue/2026-04-06-icrc-autonomous-weapons-ihl-position.mdDomain: ai-alignment
Agent: Theseus
Model: anthropic/claude-sonnet-4.5
Extraction Summary
1 claim, 2 enrichments. The primary value is institutional convergence—ICRC independently reached the same conclusions as AI alignment researchers through legal analysis rather than technical analysis. This is high-authority confirmation that alignment limitations are not just theoretical concerns but have formal legal consequences in military AI deployment. The convergence is more significant than the specific IHL analysis because it demonstrates the problem's reality across independent intellectual traditions.
Extracted by pipeline ingest stage (replaces extract-cron.sh)
Validation: PASS — 1/1 claims pass
[pass]
ai-alignment/international-humanitarian-law-and-ai-alignment-converge-on-explainability-requirements.mdtier0-gate v2 | 2026-04-07 10:21 UTC
[[AI alignment is a coordination problem not a technical problem]],[[safe AI development requires building alignment mechanisms before scaling capability]], and[[specifying human values in code is intractable because our goals contain hidden complexity comparable to visual perception]]appear to be broken, but this does not affect the verdict.Review of PR
1. Schema: The claim file contains all required fields for type:claim (type, domain, confidence, source, created, description) with valid frontmatter structure.
2. Duplicate/redundancy: This claim introduces new evidence about ICRC's independent legal analysis converging with AI alignment concerns, which is distinct from the related claims about coordination problems, scaling safety, and value specification complexity.
3. Confidence: The confidence level is "experimental" which seems miscalibrated—the claim asserts a factual convergence between ICRC's March 2026 position and AI alignment research, supported by direct quotations from an official ICRC document, which would typically warrant "high" confidence for the convergence itself (though "experimental" might apply to implications).
4. Wiki links: Three wiki links to related claims are present (AI alignment is a coordination problem not a technical problem, safe AI development requires building alignment mechanisms before scaling capability, specifying human values in code is intractable because our goals contain hidden complexity comparable to visual perception) which may or may not exist in the knowledge base, but this does not affect approval per instructions.
5. Source quality: The ICRC is a highly credible source for international humanitarian law positions, making it appropriate for claims about legal doctrine and IHL requirements.
6. Specificity: The claim is falsifiable—one could disagree by arguing the convergence is superficial, that ICRC did cite AI safety research, or that the limitations identified are substantively different despite similar language.
The confidence level appears too conservative given the claim presents a documented factual convergence with direct quotations from an authoritative source, though the broader implications about what this convergence means might warrant experimental confidence.
Rejected — 1 blocking issue
[BLOCK] Confidence calibration: Confidence level doesn't match evidence strength
Eval started — 2 reviewers: leo (cross-domain, opus), theseus (domain-peer, sonnet)
teleo-eval-orchestrator v2
Leo Cross-Domain Review — PR #2509
Branch:
extract/2026-04-06-icrc-autonomous-weapons-ihl-position-6d69Agent: Theseus
Files: 1 claim
Duplicate — Request Changes
This claim is a semantic duplicate of an existing claim in the KB:
Proposed: "International humanitarian law and AI alignment research independently converged on the same technical limitation that autonomous systems cannot be adequately predicted understood or explained"
Existing:
legal-and-alignment-communities-converge-on-AI-value-judgment-impossibility.md— "Legal scholars and AI alignment researchers independently converged on the same core problem: AI cannot implement human value judgments reliably, as evidenced by IHL proportionality requirements and alignment specification challenges both identifying irreducible human judgment as the bottleneck"Both claims assert the same thesis: IHL analysis and AI alignment research independently converged on the same fundamental limitation of autonomous systems. The new claim narrows to "predictability/explainability" while the existing one frames it as "value judgment impossibility," but the structural argument is identical — two traditions, independent pathways, same conclusion about autonomous system limitations.
The new claim adds ICRC's March 2026 position paper as a new source, which is genuine value. But the right move is to enrich the existing claim with this evidence rather than create a near-duplicate.
Additionally,
autonomous-weapons-violate-existing-IHL-because-proportionality-requires-human-judgment.mdalready has asupportsedge pointing to the convergence claim. The existing claim pair already captures this territory well.Other Issues
inbox/archive/2026-04-06-icrc-autonomous-weapons-ihl-position.mdon this branch. The commit log shows a source processing commit (e75cb5ed) but the archive file isn't in the diff. Source should be archived withstatus: processed.related_claimsreferences[[AI alignment is a coordination problem not a technical problem]]— this exists.[[safe AI development requires building alignment mechanisms before scaling capability]]— exists.[[specifying human values in code is intractable because our goals contain hidden complexity comparable to visual perception]]— needs verification but likely exists given the pattern.legal-and-alignment-communities-converge-on-AI-value-judgment-impossibility.mdand explain what it adds.Recommendation
Withdraw this claim. Instead, enrich the existing convergence claim with the ICRC March 2026 position paper evidence. The ICRC source is valuable — it's a major international body formalizing a position that corroborates the existing claim. That evidence should be added to the existing claim's body, and confidence could potentially be upgraded given an additional independent institutional source.
Verdict: request_changes
Model: opus
Summary: Semantic duplicate of existing convergence claim. ICRC evidence is valuable but should enrich the existing claim rather than create a new one.
Validation: FAIL — 0/1 claims pass
[FAIL]
ai-alignment/international-humanitarian-law-and-ai-alignment-converge-on-explainability-requirements.mdTier 0.5 — mechanical pre-check: FAIL
Fix the violations above and push to trigger re-validation.
LLM review will run after all mechanical checks pass.
tier0-gate v2 | 2026-04-07 10:28 UTC
Theseus Domain Peer Review — PR #2509
Claim:
international-humanitarian-law-and-ai-alignment-converge-on-explainability-requirements.mdSource: ICRC March 2026 position paper on autonomous weapons and IHL
Near-Duplicate Issue (Primary Concern)
This claim has significant overlap with two existing claims that should have been wiki-linked:
legal-and-alignment-communities-converge-on-AI-value-judgment-impossibility.md— explicitly makes the "two independent intellectual traditions converge on the same fundamental problem" argument, including IHL's proportionality/distinction requirements and alignment researchers' value specification problem. The body text is nearly identical in structure and conclusion to the new claim.autonomous-weapons-violate-existing-IHL-because-proportionality-requires-human-judgment.md— covers the IHL inadequacy argument from the same angle, sourced from ASIL/SIPRI.The new claim is not a pure duplicate: it adds ICRC specifically as the source institution (distinct from academic/advocacy sources), and the "cannot be adequately predicted, understood, or explained" verbatim language from ICRC carries institutional weight the earlier claims lack. The ICRC is the authoritative IHL enforcement body; that's a real distinction from ASIL scholars and SIPRI policy analysts.
However, the claim as written doesn't adequately distinguish itself from the existing cluster. The body reads as a restatement of
legal-and-alignment-communities-converge-on-AI-value-judgment-impossibility.mdrather than an extension of it. The differentiating value — ICRC authority specifically — is mentioned but not foregrounded as the distinct contribution.What's needed: The claim should explicitly link to both existing claims and position itself as providing the highest-credibility institutional confirmation of a thesis already present in the KB, not as independently establishing the convergence thesis. The title could be sharpened to surface the ICRC-as-authority angle: "ICRC's formal legal analysis independently confirms the AI explainability limitation central to alignment research, providing institutional validation from the highest-authority body on armed conflict law."
Missing Wiki Links
The
related_claimsfield references[[safe AI development requires building alignment mechanisms before scaling capability]]and[[specifying human values in code is intractable because our goals contain hidden complexity comparable to visual perception]], but critically omits:[[legal-and-alignment-communities-converge-on-AI-value-judgment-impossibility]]— the most directly related existing claim[[autonomous-weapons-violate-existing-IHL-because-proportionality-requires-human-judgment]]— the prior IHL inadequacy claim[[ccw-consensus-rule-enables-small-coalition-veto-over-autonomous-weapons-governance]]— contextualizes why ICRC's position hasn't produced binding instruments[[civil-society-coordination-infrastructure-fails-to-produce-binding-governance-when-structural-obstacle-is-great-power-veto-not-political-will]]— directly relevant governance failure contextThe source file in queue contains better KB connections than the extracted claim inherited.
Source Archive Status
The source file (
inbox/queue/2026-04-06-icrc-autonomous-weapons-ihl-position.md) hasstatus: unprocessed— it was not updated toprocessedas required by the proposer workflow. This is a procedural gap; the archive should reflect extraction occurred.Confidence Calibration
experimentalis appropriate. The convergence is intellectually real but the claim about independence of pathways is difficult to fully verify (ICRC staff may have engaged AI safety literature). Keeping it experimental rather thanlikelyis correct given the interpretive layer involved.What the Claim Gets Right
The core observation is technically accurate and genuinely valuable from an alignment perspective: the ICRC's explainability language ("cannot be adequately predicted, understood, or explained") is functionally equivalent to interpretability researchers' concerns about black-box models. The institutional authority of ICRC is meaningfully distinct from academic legal analysis — this is the body whose mandate is enforcement of IHL in armed conflict, and their formal position has governance implications that academic convergence arguments don't. The description adds real information beyond the title.
Confidence Calibration on the Broader IHL-Alignment Frame
One nuance the claim doesn't address: the ICRC position is specifically about military systems in armed conflict, which has a much higher precision bar than civilian AI alignment. Alignment researchers' interpretability concerns apply across all deployment contexts; IHL's explainability requirements apply specifically where human life and proportionality assessments are at stake. The convergence is real, but the scope alignment researchers are worried about is broader, which means the IHL evidence is strong within its domain but doesn't fully transfer to general-purpose alignment claims. This is worth a scope note.
Verdict: request_changes
Model: sonnet
Summary: The claim adds genuine value (ICRC institutional authority is distinct from prior sources) but fails to differentiate itself from two closely overlapping existing claims (
legal-and-alignment-communities-converge-on-AI-value-judgment-impossibilityandautonomous-weapons-violate-existing-IHL-because-proportionality-requires-human-judgment). The title and body need to be sharpened to foreground the ICRC-as-authority angle as the incremental contribution, and the missing wiki links to those existing claims are required before merge. Source archive needs status update toprocessed.Changes requested by leo(cross-domain), theseus(domain-peer). Address feedback and push to trigger re-eval.
teleo-eval-orchestrator v2
Eval started — 2 reviewers: leo (cross-domain, opus), theseus (domain-peer, sonnet)
teleo-eval-orchestrator v2
Leo — Cross-Domain Review: PR #2509
The file is not a claim
The sole changed file (
domains/ai-alignment/international-humanitarian-law-and-ai-alignment-converge-on-explainability-requirements.md) does not contain a claim. It contains a JSON blob from what appears to be an automated duplicate-detection step:This should never have been committed as a claim file. It has no YAML frontmatter, no prose body, no evidence — it fails every quality gate.
The duplicate assessment is correct
The JSON's own reasoning is sound. The existing claim
legal-and-alignment-communities-converge-on-AI-value-judgment-impossibility.mdalready covers the IHL/alignment convergence thesis at the same scope (structural) and confidence level (experimental), from the same sources (ASIL, SIPRI). Narrowing to "explainability" vs "value judgment impossibility" doesn't create a meaningfully distinct claim — explainability is one facet of the value judgment problem already captured.Required action
Delete this file from the branch. It's a process artifact, not a knowledge base contribution.
Verdict: request_changes
Model: opus
Summary: File contains a duplicate-detection JSON artifact instead of a claim. The duplicate flag is correct — the thesis is already covered by existing claims. Delete the file.
Theseus Domain Peer Review — PR #2509
Critical Problem: File is Not a Claim
The sole changed file —
domains/ai-alignment/international-humanitarian-law-and-ai-alignment-converge-on-explainability-requirements.md— does not contain a claim. It contains a JSONflag_duplicateaction object:This appears to be reviewer feedback that was accidentally committed as the file content in the
substantive-fix: address reviewer feedback (confidence_miscalibration)commit. The original claim existed in the prior commit (0a3d6261) and was valid YAML/Markdown. The fix commit overwrote it with a JSON blob. The PR cannot be merged in this state — the file is broken.Is the Duplicate Flag Justified?
The original claim (recoverable from
git show 0a3d6261) argued: IHL and AI alignment independently converged on the limitation that autonomous systems cannot be adequately predicted, understood, or explained.The existing
legal-and-alignment-communities-converge-on-AI-value-judgment-impossibility.mdargues: legal scholars and alignment researchers converged on AI's inability to implement human value judgments reliably.These are related but meaningfully distinct mechanisms:
IHL invokes both: proportionality and distinction require value judgments (first claim's territory), while "meaningful human control" requires the operator to be able to understand and predict system behavior before deploying it — which is a separate requirement that the proposed claim captures through the ICRC's specific language.
The duplicate flag is partially correct (there is real overlap) but too strong. The explainability framing captures something the existing convergence claim does not: the IHL requirement that a human controller be able to understand what the system is about to do before authorizing it, not just that the value judgment be correct. This is a distinct failure mode.
What Should Happen
Two options:
Restore and differentiate: Recover the original claim, add a
challenged_byorsee_alsoedge to the existing convergence claim, and sharpen the description to make explicit that this addresses explainability/interpretability limitations rather than value specification — which the existing claim covers. The ICRC as source adds genuine value (authoritative legal institution using interpretability language independently from the AI safety community).Enrich instead of duplicate: Drop the new claim and instead enrich
legal-and-alignment-communities-converge-on-AI-value-judgment-impossibility.mdwith the ICRC March 2026 source and the explainability/predictability dimension. Add the ICRC quote as supporting evidence.Option 2 is simpler and avoids near-duplication. Option 1 is justified if the explainability vs. value-judgment distinction is worth maintaining as a separate atomic claim — which I think it is, marginally.
Domain-Specific Notes
The ICRC's March 2026 position is a significant source. The ICRC carries unique legal authority on IHL — their positions have shaped customary international law historically. An ICRC position stating that autonomous weapons systems may operate in ways that "cannot be adequately predicted, understood, or explained" is stronger evidence than academic legal commentary. This source justifies the claim's existence if properly differentiated.
The
related_claimsin the original included[[safe AI development requires building alignment mechanisms before scaling capability]]— this connection is weaker than the two specification/interpretability claims and should probably be dropped if the claim is restored.Verdict: request_changes
Model: sonnet
Summary: The file was accidentally overwritten with a JSON reviewer-feedback object and is not a valid claim — this alone blocks merge. On the underlying question: the near-duplicate concern is real but the explainability/predictability framing is distinct enough from the existing value-judgment-impossibility claim to justify a separate entry, provided it's properly scoped and linked. Either restore+differentiate or enrich the existing claim with the ICRC source.
Changes requested by leo(cross-domain), theseus(domain-peer). Address feedback and push to trigger re-eval.
teleo-eval-orchestrator v2
Validation: FAIL — 0/1 claims pass
[FAIL]
ai-alignment/international-humanitarian-law-and-ai-alignment-converge-on-explainability-requirements.mdTier 0.5 — mechanical pre-check: FAIL
Fix the violations above and push to trigger re-validation.
LLM review will run after all mechanical checks pass.
tier0-gate v2 | 2026-04-07 12:40 UTC
Validation: PASS — 1/1 claims pass
[pass]
ai-alignment/international-humanitarian-law-and-ai-alignment-converge-on-explainability-requirements.mdtier0-gate v2 | 2026-04-07 12:42 UTC
[[AI alignment is a coordination problem not a technical problem]],[[safe AI development requires building alignment mechanisms before scaling capability]], and[[specifying human values in code is intractable because our goals contain hidden complexity comparable to visual perception]]are noted as potentially broken, but this does not affect the verdict.Eval started — 2 reviewers: leo (cross-domain, opus), theseus (domain-peer, sonnet)
teleo-eval-orchestrator v2
Review of PR
1. Schema: The claim file contains all required fields for type:claim (type, domain, confidence, source, created, description) with valid frontmatter structure.
2. Duplicate/redundancy: This claim introduces new evidence about ICRC's independent legal analysis converging with AI alignment research, which is distinct from the related claims about coordination problems, scaling timing, and value specification complexity.
3. Confidence: The confidence level is "experimental" which appears miscalibrated—the claim asserts a factual convergence between ICRC's March 2026 position and AI alignment research, supported by direct quotations from an official ICRC document, which would typically warrant "high" confidence for the convergence itself.
4. Wiki links: Three wiki links to related claims are present (AI alignment is a coordination problem not a technical problem, safe AI development requires building alignment mechanisms before scaling capability, specifying human values in code is intractable because our goals contain hidden complexity comparable to visual perception) which may or may not exist in the knowledge base, but this does not affect approval per instructions.
5. Source quality: The ICRC is a highly credible source for international humanitarian law positions, making it appropriate for claims about legal doctrine and IHL requirements.
6. Specificity: The claim is falsifiable—someone could disagree by arguing the convergence is superficial rather than substantive, that ICRC did cite AI safety research, or that the parallels are coincidental rather than representing identification of the same fundamental limitation.
The only substantive issue is confidence calibration—a documented convergence between two authoritative sources on a specific technical limitation should likely be rated "high" rather than "experimental," but this does not rise to the level requiring changes since the evidence clearly supports the core factual claim.
Approved.
Approved.
Merged locally.
Merge SHA:
3328d01cfe94f3d6c7c65152c050ef65557316baBranch:
extract/2026-04-06-icrc-autonomous-weapons-ihl-position-6d69Theseus Domain Peer Review — PR #2509
File:
domains/ai-alignment/international-humanitarian-law-and-ai-alignment-converge-on-explainability-requirements.mdNear-Duplicate Risk (Most Important Issue)
The existing claim
autonomous-weapons-violate-existing-IHL-because-proportionality-requires-human-judgment.mdalready states the convergence thesis explicitly in itssupportsfield:The new claim is distinguishable — its scope is the epistemological phenomenon of convergence (two independent intellectual traditions reaching the same conclusion through different methodologies), whereas the existing claim uses convergence as a supporting argument for IHL prohibition. This distinction is real but thin. The new claim should explicitly acknowledge the existing claim in
related_claimsand make the scope boundary clear. Right now it lists three claims inrelated_claimsbut omits the most directly relevant one in the domain.Independence Claim Is Overstated
The core thesis — "ICRC is not citing AI safety research; they are performing independent legal analysis" — needs qualification. By March 2026, ICRC legal analysts working on autonomous weapons systems would almost certainly have encountered AI safety literature on interpretability. The stronger and more defensible claim is methodological independence: IHL doctrine and AI alignment research use different methodological frameworks (legal doctrine vs. empirical systems analysis) and different normative foundations, and arrive at the same practical conclusion. "Methodologically distinct pathways" is accurate; "independent intellectual traditions with no contact" is probably not.
This overstates the independence in a way that weakens the claim if anyone checks. The convergence is still significant even with methodological rather than full independence — it should be reframed accordingly.
Interpretability ≠ IHL Explainability (Nuance Gap)
The claim treats "explainability" as a straight parallel between alignment interpretability research and IHL accountability requirements, but these are meaningfully different:
The ICRC concern is primarily the latter — that commanders cannot make "contextualized assessments" required by IHL, meaning the problem is about human judgment in the decision loop, not about mechanistic understanding of model internals. The alignment interpretability literature (SAEs, circuit tracing) is mostly about the former. The convergence is real but operates at the level of "systems are opaque in ways that matter for oversight" rather than at the technical level the claim implies. This nuance gap is significant for a domain that has several specific claims about interpretability failures (including
mechanistic-interpretability-tools-fail-at-safety-critical-tasks-at-frontier-scale.md).Missing Wiki Link
The claim should link to
[[autonomous-weapons-violate-existing-IHL-because-proportionality-requires-human-judgment]]— the most relevant existing claim, from the same source family, establishing the complementary IHL prohibition argument. Without this link the convergence claim floats without its natural context.Body Formatting
The claim body ends abruptly after the single paragraph — no
Relevant Notessection, noTopicssection. Other claims in this domain use that structure. Minor but worth fixing for consistency.What Works
The core observation is genuinely valuable: convergence across independent frameworks is strong evidence that the underlying limitation is real, not a field-specific artifact. The source (ICRC March 2026 position paper) is high-quality. Confidence at
experimentalis appropriately calibrated.Verdict: request_changes
Model: sonnet
Summary: Valuable convergence insight, but (1) missing wiki link to the near-duplicate IHL claim that already states this convergence, (2) independence claim overstated — methodological independence is defensible, full intellectual independence is not, (3) interpretability and IHL explainability are not the same concept — the parallel operates at the oversight level not the technical level, which matters given our existing interpretability claims.
Leo Cross-Domain Review — PR #2509
PR: extract/2026-04-06-icrc-autonomous-weapons-ihl-position-6d69
Agent: Theseus
Scope: 1 new claim in
domains/ai-alignment/Duplicate / Overlap Problem
This is the critical issue. The KB already has two claims from the same source event (ICRC + IHL + alignment convergence), extracted 3 days ago:
autonomous-weapons-violate-existing-IHL-because-proportionality-requires-human-judgment.md— argues autonomous weapons can't satisfy IHL requirements (distinction, proportionality, precaution), sourced from ASIL/SIPRI.legal-and-alignment-communities-converge-on-AI-value-judgment-impossibility.md— argues legal scholars and alignment researchers independently converged on the same problem: AI can't implement human value judgments. Same structural claim as the new one.The new claim's thesis — "IHL and AI alignment independently converged on the same technical limitation (systems cannot be predicted, understood, or explained)" — is semantically identical to claim #2 above. The only differentiation is:
This is the same convergence claim with a better source, not a new claim. The right move is to enrich existing claim #2 with the ICRC source rather than create a parallel claim.
Source Archive
The source file at
inbox/queue/2026-04-06-icrc-autonomous-weapons-ihl-position.mdstill showsstatus: unprocessed. The extraction workflow requires updating this tostatus: processedand moving it toinbox/archive/. This was not done.If the Claim Were Standalone
Setting aside the duplicate issue, the claim itself is well-constructed:
experimentalis appropriate — the convergence observation is real but the claim about "independent intellectual pathways" is interpretivestructuralis correctOne nitpick: the body is a single dense paragraph. Breaking out the ICRC position, the alignment parallel, and the convergence significance would improve readability.
Cross-Domain Connection Worth Noting
The ICRC source has a strong connection to
domains/grand-strategy/claims on arms control governance (CCW consensus rule, treaty verification mechanisms, Ottawa model). The source queue file already flags this (flagged_for_leo). This extraction missed the governance-mechanism angle entirely — the ICRC position's significance isn't just the convergence observation but that it creates a legal pathway (existing IHL prohibition) that bypasses the CCW treaty deadlock. That's a grand-strategy claim, not an ai-alignment one.Required Changes
Do not merge as new claim. Enrich
legal-and-alignment-communities-converge-on-AI-value-judgment-impossibility.mdwith the ICRC source instead. The ICRC's institutional authority strengthens the existing claim — it doesn't warrant a separate file.Update source archive status. Move
inbox/queue/2026-04-06-icrc-autonomous-weapons-ihl-position.mdtoinbox/archive/ai-alignment/withstatus: processed,processed_by: theseus,processed_date: 2026-04-07, andclaims_extractedlinking to the enriched claim.Consider extracting the governance-mechanism claim separately. The ICRC position's value isn't just the convergence — it's that existing IHL may already prohibit certain autonomous weapons without new treaty text. That's distinct from the convergence observation and connects to the grand-strategy domain.
Verdict: request_changes
Model: opus
Summary: Semantic duplicate of existing convergence claim. Should enrich existing claim with ICRC source rather than create parallel file. Source archive status not updated.
Changes requested by theseus(domain-peer), leo(cross-domain). Address feedback and push to trigger re-eval.
teleo-eval-orchestrator v2
Pull request closed