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teleo:main
teleo:reweave/2026-04-04
teleo:astra/robotics-founding-claims
teleo:clay/memetic-bridge-claims
teleo:vida/belief-audit-claims-v2
teleo:clay/oligopoly-scope-enrichment
teleo:clay/ai-acceptance-position
teleo:vida/belief-audit-claims
teleo:leo/moloch-schmachtenberger-sprint
teleo:theseus/moloch-extraction
teleo:ingestion/futardio-20260403-1700
teleo:extract/2026-04-03-montreal-protocol-commercial-pivot-enabling-conditions
teleo:extract/2026-04-03-montreal-protocol-commercial-pivot-enabling-conditions-959a
teleo:extract/2026-04-02-techcrunch-aetherflux-sbsp-dod-funding-falcon9-demo-98f9
teleo:extract/2026-04-03-nasaspaceflight-ng3-net-april12
teleo:extract/2026-04-03-coe-ai-framework-convention-scope-stratification-5a70
teleo:extract/2026-04-03-coe-ai-framework-convention-scope-stratification
teleo:extract/2026-03-xx-breakingdefense-space-data-network-golden-dome
teleo:extract/2026-03-xx-breakingdefense-space-data-network-golden-dome-4bbd
teleo:extract/2026-04-02-techcrunch-aetherflux-sbsp-dod-funding-falcon9-demo
teleo:extract/2025-xx-bmc-cvd-obesity-heart-failure-mortality-young-adults-1999-2022-59ba
teleo:extract/2026-03-27-airandspaceforces-golden-dome-odc-requirement-5629
teleo:extract/2026-03-25-nationaldefense-odc-space-operations-panel-fe40
teleo:extract/2026-02-01-lancet-making-obesity-treatment-more-equitable-e535
teleo:extract/2026-02-01-lancet-making-obesity-treatment-more-equitable
teleo:extract/2026-01-21-aha-2026-heart-disease-stroke-statistics-update
teleo:extract/2026-03-25-nationaldefense-odc-space-operations-panel
teleo:extract/2025-xx-rga-glp1-population-mortality-reduction-2045-timeline-af30
teleo:extract/2025-10-xx-california-ab489-ai-healthcare-disclosure-2026-e21f
teleo:extract/2025-06-25-jacc-cvd-mortality-trends-us-1999-2023-yan-9200
teleo:extract/2025-05-20-who-pandemic-agreement-adoption-us-withdrawal-6943
teleo:leo/moloch-extraction-sprint
teleo:reweave/2026-04-03
teleo:leo/research-2026-04-03
teleo:astra/research-2026-04-03
teleo:vida/research-2026-04-03
teleo:theseus/research-2026-04-03
teleo:clay/x-visual-brief-fixes
teleo:clay/x-visual-identity-v3
teleo:clay/x-visual-identity-v2
teleo:extract/2026-04-02-tg-source-m3taversal-drift-protocol-280m-hack-details-from-fabianosol-5701
teleo:extract/2026-04-02-tg-shared-fabianosolana-2039657017825017970-s-46-c965
teleo:extract/2026-xx-npj-digital-medicine-innovating-global-regulatory-frameworks-genai-medical-devices-4054
teleo:extract/2026-xx-npj-digital-medicine-current-challenges-regulatory-databases-aimd-9e50
teleo:extract/2026-xx-npj-digital-medicine-current-challenges-regulatory-databases-aimd
teleo:extract/2025-xx-babic-npj-digital-medicine-maude-aiml-postmarket-surveillance-framework-a07f
teleo:extract/2026-xx-npj-digital-medicine-innovating-global-regulatory-frameworks-genai-medical-devices
teleo:extract/2026-xx-jco-oncology-practice-liability-risks-ambient-ai-clinical-workflows-628e
teleo:theseus/phase1-2-instrumentation
teleo:extract/2026-01-xx-ecri-2026-health-tech-hazards-ai-chatbot-misuse-top-hazard
teleo:extract/2026-01-xx-covington-fda-cds-guidance-2026-five-key-takeaways-4d14
teleo:extract/2026-01-xx-covington-fda-cds-guidance-2026-five-key-takeaways
teleo:extract/2025-xx-npj-digital-medicine-beyond-human-ears-ai-scribe-risks-d163
teleo:extract/2024-xx-handley-npj-ai-safety-issues-fda-device-reports-a468
teleo:extract/2026-04-02-scaling-laws-scalable-oversight-nso-ceiling-results-5e5a
teleo:extract/2026-04-02-openai-apollo-deliberative-alignment-situational-awareness-problem-69ef
teleo:extract/2026-04-02-apollo-research-frontier-models-scheming-empirical-confirmed-22dc
teleo:extract/2026-04-02-anthropic-circuit-tracing-claude-haiku-production-results-98a4
teleo:extract/2026-04-02-deepmind-negative-sae-results-pragmatic-interpretability-f845
teleo:theseus/research-2026-04-02
teleo:extract/2026-03-XX-spacecomputer-orbital-cooling-landscape-analysis-7b02
teleo:vida/research-2026-04-02
teleo:extract/2026-03-30-techstartups-starcloud-170m-series-a-tier-roadmap-11ce
teleo:extract/2026-03-27-techcrunch-aetherflux-series-b-2b-valuation-0ee3
teleo:extract/2026-03-21-nasaspaceflight-blue-origin-new-glenn-odc-ambitions-4e4d
teleo:extract/2026-03-17-satnews-orbital-datacenter-physics-wall-cooling-2d76
teleo:rio/entity-upgrades-batch1
teleo:leo/research-2026-04-02
teleo:astra/research-2026-04-02
teleo:clay/hail-mary-challenge
teleo:clay/ontology-simplification-v2
teleo:clay/ontology-simplification
teleo:clay/dashboard-implementation-spec
teleo:clay/paramount-source-verified
teleo:clay/paramount-wbd-deal-specifics
teleo:clay/paramount-skydance-wbd-predictions
teleo:ingestion/futardio-20260401-1900
teleo:extract/2025-07-09-medrxiv-kentucky-mtm-grocery-prescription-bp-reduction-9mmhg-8460
teleo:extract/2026-03-30-tg-shared-p2pdotfound-2038631308956692643-s-20-3053
teleo:extract/2024-02-23-jama-network-open-snap-antihypertensive-adherence-food-insecure-190e
teleo:extract/2025-xx-penn-ldi-obbba-snap-cuts-93000-premature-deaths-5d1b
teleo:extract/2024-02-23-jama-network-open-snap-antihypertensive-adherence-food-insecure-e269
teleo:extract/2025-07-09-medrxiv-kentucky-mtm-grocery-prescription-bp-reduction-9mmhg
teleo:extract/2024-02-23-jama-network-open-snap-antihypertensive-adherence-food-insecure
teleo:extract/2026-04-01-fda-tempo-cms-access-selection-pending-july-performance-period
teleo:extract/2025-xx-penn-ldi-obbba-snap-cuts-93000-premature-deaths
teleo:extract/2025-11-10-statnews-aha-food-is-medicine-bp-reverts-to-baseline-juraschek
teleo:extract/2025-08-xx-aha-acc-hypertension-guideline-2025-lifestyle-dietary-recommendations
teleo:extract/2025-05-01-jama-cardiology-cardia-food-insecurity-incident-cvd-midlife
teleo:extract/2025-03-28-jacc-snap-policy-county-cvd-mortality-khatana-venkataramani
teleo:extract/2025-02-xx-pmc-medically-tailored-grocery-delivery-hypertension-student-rct
teleo:rio/metadao-entity-v2
teleo:extract/2026-04-01-leo-nuclear-npt-partial-coordination-success-limits
teleo:extract/2026-04-01-leo-fda-pharmaceutical-triggering-event-governance-cycles
teleo:extract/2026-04-01-leo-enabling-conditions-technology-governance-coupling-synthesis
teleo:rio/metadao-entity-rewrite
teleo:extract/2026-03-30-tg-shared-p2pdotfound-2038631308956692643-s-20
teleo:extract/2026-04-01-leo-internet-governance-technical-social-layer-split
teleo:extract/2026-04-01-leo-aviation-governance-icao-coordination-success
teleo:leo/research-2026-04-01
teleo:astra/research-2026-04-01
teleo:vida/research-2026-04-01
teleo:theseus/research-2026-04-01
teleo:theseus/cornelius-batch3-epistemology
teleo:extract/2026-03-30-tg-source-m3taversal-jabranthelawyer-legal-analysis-of-metadao-p2p-inte
teleo:extract/2026-03-29-anthropic-public-first-action-pac-20m-ai-regulation
teleo:extract/2026-03-27-tg-claim-m3taversal-p2p-me-ico-shows-93-capital-concentration-in-10-wallets-acr
teleo:reweave/2026-03-31
teleo:extract/2026-03-31-leo-ai-weapons-strategic-utility-differentiation-governance-pathway
teleo:theseus/cornelius-batch2-stigmergic-coordination
teleo:theseus/multi-model-eval-spec
teleo:theseus/nlah-stale-cleanup
teleo:theseus/nlah-paper
teleo:extract/2026-03-30-leo-eu-ai-act-article2-national-security-exclusion-legislative-ceiling
teleo:extract/2026-03-31-leo-ukraine-shahed-near-miss-triggering-event-analysis
teleo:extract/2026-03-31-leo-triggering-event-architecture-weapons-stigmatization-campaigns
teleo:extract/2026-03-31-leo-three-condition-framework-arms-control-generalization-test
teleo:extract/2026-03-31-leo-ottawa-treaty-mine-ban-stigmatization-model-arms-control
teleo:extract/2026-03-31-leo-campaign-stop-killer-robots-ai-weapons-stigmatization-trajectory
teleo:leo/research-2026-03-31
teleo:astra/research-2026-03-31
teleo:extract/2024-06-xx-aha-hypertension-sdoh-systematic-review-57-studies
teleo:extract/2025-01-xx-bmc-food-insecurity-cvd-risk-factors-us-adults
teleo:extract/2024-02-05-jama-network-open-digital-health-hypertension-disparities-meta-analysis
teleo:extract/2025-12-05-fda-tempo-pilot-cms-access-digital-health-ckm
teleo:extract/2024-10-xx-aha-regards-upf-hypertension-cohort-9-year-followup
teleo:extract/2024-xx-ajpm-cvd-mortality-trends-2010-2022-update-final-data
teleo:extract/2024-09-xx-pmc-equity-digital-health-rpm-wearables-underserved-communities
teleo:vida/research-2026-03-31
teleo:extract/2026-03-30-x-research-umbra-update
teleo:extract/2026-03-27-tg-shared-jussy-world-2037542331075944739-s-46
teleo:theseus/research-2026-03-31
teleo:extract/2026-03-30-tg-source-m3taversal-p2p-me-permissionless-expansion-model-thedonkey
teleo:extract/2026-03-30-tg-claim-m3taversal-p2p-me-s-permissionless-expansion-model-reduces-country-laun
teleo:extract/2026-03-30-tg-claim-m3taversal-top-10-wallets-in-metadao-umbra-hold-approximately-5-3m-of
teleo:extract/2026-03-30-x-research-p2p-me-sentiment
teleo:ingestion/futardio-20260330-1845
teleo:extract/2026-03-30-tg-source-m3taversal-p2p-protocol-vision-thread-by-p2pdotfound-outli
teleo:extract/2026-03-30-tg-source-m3taversal-metadao-tweet-on-ranger-redemption-finalization
teleo:extract/2026-03-30-tg-shared-abbasshaikh-2038325566303314046-s-20
teleo:ingestion/futardio-20260330-1400
teleo:theseus/cornelius-batch1-agent-architecture
teleo:astra/belief-identity-overhaul
teleo:rio/identity-reframe
teleo:extract/2026-03-30-tg-source-m3taversal-thedonkey-p2p-me-team-thread-on-permissionless
teleo:astra/belief-identity-overhaul-v2
teleo:extract/2026-03-30-tg-shared-thedonkey-2038570719794131309-s-20
teleo:extract/2026-03-30-x-research-metadao-buyback
teleo:extract/2026-03-30-tg-shared-metadaoproject-2033390670438600715-s-20
teleo:theseus/belief-disconfirmation-protocol
teleo:extract/2026-03-30-lancet-select-adiposity-independent-cv-outcomes-2025
teleo:extract/2026-03-30-tg-source-m3taversal-proph3t-statement-on-p2p-polymarket-betting-contro
teleo:extract/2026-03-30-tg-source-m3taversal-proph3t-s-full-post-on-p2p-founder-polymarket-conf
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teleo:extract/2026-03-30-tg-shared-jabranthelawyer-2038413063381246199-s-20
teleo:extract/2026-03-30-tg-claim-m3taversal-metadao-s-active-intervention-in-permissioned-launches-creat
teleo:extract/2026-03-30-leo-cwc-arms-control-conditional-legislative-ceiling-disconfirmation
teleo:leo/research-2026-03-30
teleo:extract/2026-03-30-astra-gate2-cost-parity-constraint-analysis
teleo:astra/research-2026-03-30
teleo:extract/2026-03-30-jacc-cvd-mortality-trends-1999-2023
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teleo:extract/2026-03-30-jacc-cardiometabolic-treatment-control-rates-1999-2023
teleo:extract/2026-03-30-cap-obbba-implementation-timeline
teleo:vida/research-2026-03-30
teleo:extract/2026-03-30-anthropic-hot-mess-of-ai-misalignment-scale-incoherence
teleo:extract/2026-03-30-openai-anthropic-joint-safety-evaluation-cross-lab
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teleo:extract/2026-03-30-defense-one-military-ai-human-judgement-deskilling
teleo:extract/2026-03-30-credible-commitment-problem-ai-safety-anthropic-pentagon
teleo:extract/2026-03-30-anthropic-auditbench-alignment-auditing-hidden-behaviors
teleo:theseus/research-2026-03-30
teleo:reweave/2026-03-28
teleo:extract/2026-03-27-kff-aca-marketplace-premium-tax-credit-expiry-cost-burden
teleo:leo/research-2026-03-29
teleo:astra/research-2026-03-29
teleo:extract/2026-03-29-circulation-cvqo-pcsk9-utilization-2015-2021
teleo:vida/research-2026-03-29
teleo:extract/2026-03-29-aljazeera-anthropic-pentagon-open-space-for-regulation
teleo:extract/2026-03-29-anthropic-alignment-auditbench-hidden-behaviors
teleo:extract/2026-03-29-mit-tech-review-openai-pentagon-compromise-anthropic-feared
teleo:extract/2026-03-29-techpolicy-press-anthropic-pentagon-timeline
teleo:extract/2026-03-29-slotkin-ai-guardrails-act-dod-autonomous-weapons
teleo:extract/2026-03-29-techpolicy-press-anthropic-pentagon-standoff-limits-corporate-ethics
teleo:extract/2026-03-29-techpolicy-press-anthropic-pentagon-dispute-reverberates-europe
teleo:extract/2026-03-29-intercept-openai-surveillance-autonomous-killings-trust-us
teleo:clay/cornelius-content-strategy-extraction
teleo:extract/2026-03-29-openai-our-agreement-department-of-war
teleo:extract/2026-03-29-meridiem-courts-check-executive-ai-power
teleo:extract/2026-03-29-congress-diverging-paths-ai-fy2026-ndaa-defense-bills
teleo:extract/2026-03-29-anthropic-pentagon-injunction-first-amendment-lin
teleo:theseus/research-2026-03-29
teleo:argus/active-alerting
teleo:extract/2026-03-28-tg-source-m3taversal-robin-hanson-tweet-on-insider-trading-in-predictio
teleo:extract/2026-03-28-tg-shared-p2pdotfound-2037875031922078201-s-20
teleo:theseus/deploy-manifest-and-simplify
teleo:theseus/schema-protocol-v2
teleo:theseus/pre-merge-code-review
teleo:theseus/schema-change-protocol
teleo:extract/2026-03-28-x-research-p2p-me-funding
teleo:theseus/multi-agent-orchestration-claims
teleo:extract/2026-03-27-dario-amodei-urgency-interpretability
teleo:extract/2026-03-28-tg-shared-robinhanson-2037680495321055257-s-46
teleo:extract/2026-03-28-keeptrack-starship-v3-april-2026
teleo:leo/research-2026-03-28
teleo:extract/2026-03-27-tg-source-m3taversal-jussy-world-thread-on-p2p-me-ico-concentration-1
teleo:extract/2026-03-24-x-research-vibhu-tweet
teleo:extract/2026-03-28-payloadspace-vast-haven1-delay-2027
teleo:extract/2026-03-28-spglobal-hyperscaler-power-procurement-shift
teleo:extract/2026-03-28-nasaspaceflight-new-glenn-manufacturing-odc-ambitions
teleo:extract/2026-03-28-mintz-nuclear-renaissance-tech-demand-smrs
teleo:extract/2026-03-28-introl-google-intersect-power-acquisition
teleo:astra/research-2026-03-28
teleo:extract/2026-03-27-tg-source-m3taversal-01resolved-01resolved-analysis-on-superclaw-liq
teleo:vida/research-2026-03-28
teleo:extract/2026-03-06-oxford-pentagon-anthropic-governance-failures
teleo:extract/2026-03-28-cnbc-anthropic-dod-preliminary-injunction
teleo:extract/2026-03-25-aljazeera-anthropic-case-ai-regulation
teleo:extract/2026-03-08-intercept-openai-trust-us-surveillance
teleo:extract/2026-03-17-slotkin-ai-guardrails-act
teleo:extract/2026-02-27-cnn-openai-pentagon-deal
teleo:extract/2026-03-02-axios-senate-dems-legislative-response-pentagon-ai
teleo:extract/2026-02-28-govai-rsp-v3-analysis
teleo:extract/2026-02-24-cnn-hegseth-anthropic-pentagon-threatens
teleo:theseus/research-2026-03-28
teleo:leo/stigmergic-coordination-claims
teleo:astra/archive-seed-sources
teleo:leo/contribution-architecture
teleo:astra/energy-beyond-fusion
teleo:extract/2026-03-27-tg-shared-01resolved-2037550467316847015-s-46
teleo:extract/2026-03-27-tg-shared-01resolved-2037550464188006477-s-46
teleo:extract/2026-03-20-p2pme-business-model-website
teleo:extract/2026-03-20-kff-cbo-obbba-coverage-losses-medicaid
teleo:extract/2026-03-20-stelling-frontier-safety-framework-evaluation
teleo:astra/asteroid-isru-resubmit
teleo:astra/batch9-governance-energy-market-claims
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teleo:astra/batch7-space-manufacturing-claims
teleo:astra/batch6-orbital-compute-claims
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teleo:astra/resubmit-compute-infrastructure
teleo:leo/research-2026-03-27
teleo:extract/2026-03-27-vast-haven1-delay-2027-fundraise
teleo:extract/2026-03-27-nasa-authorization-act-iss-overlap-mandate
teleo:extract/2026-03-27-starship-falcon9-cost-2026-commercial-operations
teleo:extract/2026-03-27-blueorigin-ng3-ast-bluebird
teleo:extract/2026-03-27-blueorigin-new-glenn-manufacturing-odc-ambitions
teleo:astra/research-2026-03-27
teleo:vida/research-2026-03-27
teleo:extract/2026-03-23-5cc-capital-polymarket-kalshi-founders-vc-fund
teleo:extract/2026-03-26-polymarket-p2p-protocol-commitment-market
teleo:extract/2026-03-26-pine-analytics-p2p-protocol-ico-analysis
teleo:extract/2026-03-26-cftc-anprm-prediction-markets-federal-register
teleo:rio/research-2026-03-26
teleo:extract/2026-03-26-tg-shared-jussy-world-2037178019631259903-s-46
teleo:extract/2026-03-26-tg-shared-unknown
teleo:extract/2026-03-26-tg-source-m3taversal-jussy-world-thread-on-polymarket-projected-revenu
teleo:extract/2026-03-26-tg-source-m3taversal-superclaw-super-liquidation-proposal-full-text-sh
teleo:rio/prediction-market-claims
teleo:extract/2026-03-26-tg-shared-wsj-2037146683960676492-s-46
teleo:extract/2026-03-26-x-research-wsj-ai-sentiment
teleo:extract/2026-03-26-tg-shared-0xweiler-2037189643037200456-s-46
teleo:extract/2026-03-26-tg-source-m3taversal-superclaw-liquidation-proposal-shared-by-m3tavers
teleo:extract/2026-03-26-tg-shared-sjdedic-2037143546256384412-s-46
teleo:extract/2026-03-24-tg-shared-unknown-metadao-appoint-nallok-proph3t
teleo:extract/2026-03-23-telegram-m3taversal-ok-look-for-the-metadao-robin-hanson-governance-pr
teleo:extract/2026-03-23-telegram-m3taversal-futairdbot-whats-the-latest-metadao-decision-mark
teleo:leo/research-2026-03-26
teleo:astra/research-2026-03-26
teleo:extract/2026-03-25-metadao-omnibus-migration-proposal
teleo:vida/research-2026-03-26
teleo:extract/2026-03-26-international-ai-safety-report-2026
teleo:extract/2026-03-26-anthropic-activating-asl3-protections
teleo:extract/2026-03-26-metr-gpt5-evaluation-time-horizon
teleo:extract/2026-03-26-anthropic-detecting-countering-misuse-aug2025
teleo:extract/2026-03-26-metr-algorithmic-vs-holistic-evaluation
teleo:extract/2026-03-26-govai-rsp-v3-analysis
teleo:extract/2026-03-26-aisle-openssl-zero-days
teleo:ingestion/futardio-20260326-0015
teleo:theseus/research-2026-03-26
teleo:theseus/compute-infrastructure-claims
teleo:ingestion/futardio-20260325-2315
teleo:extract/2026-03-25-pine-analytics-p2p-me-ico-analysis
teleo:extract/2026-03-25-prediction-market-institutional-legitimization
teleo:extract/2026-03-25-polymarket-p2p-commitment-market-controversy
teleo:extract/2026-03-25-cftc-anprm-prediction-markets-law-firm-analysis
teleo:extract/2026-03-25-futardio-capital-concentration-live-data
teleo:ingestion/futardio-20260325-2230
teleo:rio/research-2026-03-25
teleo:ingestion/futardio-20260325-2215
teleo:ingestion/futardio-20260325-2115
teleo:ingestion/futardio-20260325-2100
teleo:extract/metadao-proposals-1-through-15
teleo:extract/2026-03-23-x-research-metadao-robin-hanson-futarchy-research-george-mason-proposal
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teleo:theseus/research-2026-03-18
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teleo:extract/2025-07-21-thenftbuzz-doodles-dreamnet-protocol
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teleo:extract/2018-03-00-ramstead-answering-schrodingers-question
teleo:extract/2018-00-00-simio-resource-scheduling-non-stationary-service-systems
teleo:ingestion/futardio-20260315-1530
teleo:leo/consolidate-final-5
teleo:leo/consolidate-closed-prs-batch2
teleo:extract/2026-02-25-futardio-launch-rabid-racers
teleo:extract/2023-12-16-futardio-proposal-develop-a-saber-vote-market
teleo:extract/2024-02-13-futardio-proposal-engage-in-50000-otc-trade-with-ben-hawkins
teleo:extract/2024-11-25-futardio-proposal-prioritize-listing-meta
teleo:extract/2026-03-04-futardio-launch-futarchy-arena
teleo:extract/2026-03-03-futardio-launch-mycorealms
teleo:extract/2024-06-08-futardio-proposal-reward-the-university-of-waterloo-blockchain-club-with-1-mil
teleo:extract/2026-03-05-futardio-launch-runbookai
teleo:extract/2026-03-05-pineanalytics-futardio-launch-metrics
teleo:extract/2024-12-30-futardio-proposal-fund-deans-list-dao-website-redesign
teleo:extract/2025-02-06-futardio-proposal-should-sanctum-implement-cloud-staking-and-active-staking-re
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teleo:extract/2024-10-22-futardio-proposal-increase-ore-sol-lp-boost-multiplier-to-6x
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teleo:ingestion/futardio-20260312-2100
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teleo:extract/2026-03-09-futardio-launch-etnlio
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teleo:leo/moloch-extraction-sprint
teleo:reweave/2026-04-03
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leo: extract from 2024-04-00-albarracin-shared-protentions-multi-agent-active-inference.md
- Source: inbox/archive/2024-04-00-albarracin-shared-protentions-multi-agent-active-inference.md - Domain: collective-intelligence - Extracted by: headless extraction cron (worker 2) Pentagon-Agent: Leo <HEADLESS> |
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---
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type: claim
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domain: collective-intelligence
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description: "Shared protentions (anticipations of future states) in generative models coordinate agent behavior without central control"
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confidence: experimental
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source: "Albarracin et al., 'Shared Protentions in Multi-Agent Active Inference', Entropy 26(4):303, 2024"
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created: 2026-03-11
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secondary_domains: [ai-alignment, critical-systems]
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depends_on: ["designing coordination rules is categorically different from designing coordination outcomes"]
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---
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# Shared anticipatory structures in multi-agent generative models enable goal-directed collective behavior without centralized coordination
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When multiple agents share aspects of their generative models—particularly the temporal and predictive components—they can coordinate toward shared goals without explicit negotiation or centralized control. Albarracin et al. (2024) formalize this through the concept of "shared protentions" (shared anticipations of collective outcomes), uniting Husserlian phenomenology, active inference, and category theory.
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## Mechanism
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The coordination emerges through shared anticipatory structures: agents with aligned predictions about what future states should look like naturally synchronize their actions. This is fundamentally different from aggregated individual intentions—it is a structural property of the interaction itself. The paper formalizes this using category theory to provide mathematical rigor for how shared goals structure multi-agent systems.
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## Evidence
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- Albarracin et al. (2024) define "shared protentions" as shared anticipatory structures within agents' generative models, demonstrating how group intentionality ("we intend to X") emerges from shared temporal predictions
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- The framework shows that coordination emerges as a natural consequence of aligned predictive structures, without requiring explicit negotiation or centralized control
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- Category theory formalization provides mathematical structure for understanding how shared goals coordinate multi-agent behavior
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## Operationalization
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In multi-agent knowledge base systems: when multiple agents share an anticipation of what the knowledge base should look like (more complete, higher confidence, denser cross-links), that shared anticipation functions as a shared protention. Agents coordinate research directions without explicit assignment because they share temporal predictions about the KB's future state. A shared objectives file that all agents read makes the shared protention explicit and reinforces coordination.
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---
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Relevant Notes:
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- [[designing coordination rules is categorically different from designing coordination outcomes]]
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- [[collective intelligence is a measurable property of group interaction structure not aggregated individual ability]]
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- [[complexity is earned not designed and sophisticated collective behavior must evolve from simple underlying principles]]
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Topics:
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- [[collective-intelligence/_map]]
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---
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type: claim
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domain: collective-intelligence
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description: "Shared temporal anticipation may coordinate multi-agent systems more effectively than shared factual beliefs"
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confidence: speculative
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source: "Albarracin et al., 'Shared Protentions in Multi-Agent Active Inference', Entropy 26(4):303, 2024"
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created: 2026-03-11
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secondary_domains: [ai-alignment]
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---
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# Shared temporal structures coordinate multi-agent systems more effectively than shared factual beliefs because temporal alignment creates natural action synchronization
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Albarracin et al. (2024) ground their active inference framework in Husserlian phenomenology, specifically the concept of "protention" (anticipation of the immediate future). This suggests that agents coordinate not primarily through shared facts, but through shared anticipations of temporal structure. When agents share the same expectations about timing—publication cadences, review cycles, research directions—this shared temporal anticipation may be more important for coordination than agreement on factual content.
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## Mechanism
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Coordination emerges from shared experience of time's structure, not just shared knowledge of facts. Agents that anticipate the same temporal rhythms naturally synchronize their actions. The phenomenological grounding suggests that temporal alignment is a more fundamental coordination mechanism than factual agreement.
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## Evidence
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- Albarracin et al. (2024) ground their framework in Husserlian phenomenology and the concept of protention as the basis for shared anticipatory structures
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- The paper argues that shared protentions enable coordination in ways that shared factual beliefs alone cannot
|
||||||
|
- The framework demonstrates that agents sharing anticipation of temporal structure (publication cadence, review cycles, research timelines) coordinate without explicit factual agreement
|
||||||
|
|
||||||
|
## Limitations
|
||||||
|
|
||||||
|
This claim is speculative because the paper does not directly compare the relative importance of temporal vs. factual alignment empirically. The phenomenological grounding suggests this interpretation, but comparative validation is needed. The claim should be tested against systems where temporal and factual alignment are decoupled.
|
||||||
|
|
||||||
|
---
|
||||||
|
|
||||||
|
Relevant Notes:
|
||||||
|
- [[collective intelligence is a measurable property of group interaction structure not aggregated individual ability]]
|
||||||
|
|
||||||
|
Topics:
|
||||||
|
- [[collective-intelligence/_map]]
|
||||||
|
|
@ -7,9 +7,15 @@ date: 2024-04-00
|
||||||
domain: collective-intelligence
|
domain: collective-intelligence
|
||||||
secondary_domains: [ai-alignment, critical-systems]
|
secondary_domains: [ai-alignment, critical-systems]
|
||||||
format: paper
|
format: paper
|
||||||
status: unprocessed
|
status: processed
|
||||||
priority: medium
|
priority: medium
|
||||||
tags: [active-inference, multi-agent, shared-goals, group-intentionality, category-theory, phenomenology, collective-action]
|
tags: [active-inference, multi-agent, shared-goals, group-intentionality, category-theory, phenomenology, collective-action]
|
||||||
|
processed_by: theseus
|
||||||
|
processed_date: 2026-03-11
|
||||||
|
claims_extracted: ["shared-anticipatory-structures-enable-decentralized-multi-agent-coordination.md", "shared-temporal-structures-coordinate-multi-agent-systems-more-effectively-than-factual-alignment.md"]
|
||||||
|
enrichments_applied: ["designing coordination rules is categorically different from designing coordination outcomes.md", "collective intelligence is a measurable property of group interaction structure not aggregated individual ability.md", "complexity is earned not designed and sophisticated collective behavior must evolve from simple underlying principles.md"]
|
||||||
|
extraction_model: "anthropic/claude-sonnet-4.5"
|
||||||
|
extraction_notes: "Extracted two claims on shared protentions and temporal coordination in multi-agent systems. Three enrichments applied to existing collective intelligence claims. Strong theoretical grounding for our multi-agent KB coordination. Consider operationalizing: create explicit shared objectives file that all agents read to make shared protentions explicit."
|
||||||
---
|
---
|
||||||
|
|
||||||
## Content
|
## Content
|
||||||
|
|
|
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