leo: README, onboarding docs, and eval cleanup #78
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teleo:extract/2026-04-25-ninth-circuit-status-update-june-august-ruling-expected-df5f
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teleo:contrib/daneel/personal-ai-market-structure
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teleo:extract/2026-02-02-deadline-microdrama-traditional-tv-sellers-not-worried-2b48
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teleo:extract/2025-09-00-chaudhary-evaluation-awareness-scales-predictably-open-weights-8569
teleo:extract/2025-07-00-nguyen-probing-evaluation-awareness-earlier-layers-834e
teleo:extract/2025-05-00-phuong-deepmind-evaluating-frontier-stealth-situational-awareness-6de1
teleo:extract/2025-05-00-needham-llms-know-when-being-evaluated-auc-083-7d8d
teleo:extract/2025-02-00-hofstatter-elicitation-game-capability-evaluation-reliability-a71a
teleo:extract/2024-09-00-xu-scav-steering-concept-activation-vectors-jailbreak-1693
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teleo:extract/2026-04-20-nevada-independent-9th-circuit-nevada-ruling-b30e
teleo:extract/2026-04-20-npr-trump-administration-sues-states-prediction-markets-1e69
teleo:extract/2026-04-20-fortune-kalshi-supreme-court-trajectory-42d9
teleo:extract/2026-04-17-mindcast-ai-9th-circuit-kalshi-analysis-3353
teleo:extract/2026-04-17-bettorsinsider-cftc-selig-testimony-3483
teleo:extract/2026-04-07-cnbc-new-jersey-3rd-circuit-kalshi-5c3b
teleo:extract/2026-04-10-arizona-mirror-tro-blocks-kalshi-prosecution-0f14
teleo:extract/2026-04-02-cftc-sues-arizona-connecticut-illinois-10b1
teleo:extract/2026-03-12-phemex-ranger-finance-futarchy-liquidation-7d78
teleo:extract/2026-03-28-decrypt-p2pme-polymarket-insider-trading-3523
teleo:rio/research-2026-04-20
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teleo:extract/2026-04-04-telegram-m3taversal-what-lessons-should-we-take-from-autoresearch-to-i-af27
teleo:extract/2026-04-14-telegram-m3taversal-its-april-now-this-launched-a-day-ago-or-sth-2e9f
teleo:extract/2026-04-14-telegram-m3taversal-futairdbot-what-do-you-know-about-bynomo-a968
teleo:extract/2026-04-12-telegram-m3taversal-futairdbot-what-are-the-advantages-and-disadvanta-24ee
teleo:extract/2026-04-12-telegram-m3taversal-futairdbot-what-are-the-main-takeawys-from-the-p2-3802
teleo:extract/2026-04-05-telegram-m3taversal-this-information-is-out-of-date-please-pull-lates-69c8
teleo:extract/2026-04-05-telegram-m3taversal-futairdbot-what-are-the-biggest-threats-to-metada-8728
teleo:extract/2026-04-05-telegram-m3taversal-futairdbot-why-do-you-believe-metadao-will-be-abl-d4ef
teleo:extract/2026-04-05-telegram-m3taversal-futairdbot-do-yo-ubelieve-that-metadao-launches-a-874a
teleo:extract/2026-04-04-telegram-m3taversal-what-do-you-think-are-the-most-compelling-approach-29d3
teleo:extract/2026-04-04-telegram-m3taversal-how-transformative-are-software-patterns-agentic-1ef5
teleo:extract/2026-04-03-telegram-m3taversal-what-advantage-do-a-few-target-markets-and-ownersh-73f9
teleo:extract/2026-04-03-telegram-m3taversal-how-much-did-deans-list-raise-on-metadao-2e34
teleo:extract/2026-04-03-telegram-m3taversal-an-equally-important-piece-is-that-token-holders-h-c867
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teleo:extract/2026-04-02-telegram-m3taversal-futairdbot-what-do-ownership-coins-do-ccba
teleo:extract/2026-04-01-telegram-m3taversal-futairdbot-what-are-the-ownership-coins-that-have-5ec9
teleo:extract/2026-03-30-telegram-m3taversal-we-should-always-be-up-front-about-that-here-is-i-75b1
teleo:extract/2026-03-30-telegram-m3taversal-this-is-wrong-all-the-companies-that-have-launche-4bf9
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teleo:extract/2026-03-30-telegram-m3taversal-futairdbot-why-did-proph3t-launch-metadao-and-how-b974
teleo:extract/2026-03-30-telegram-m3taversal-futairdbot-what-was-the-first-project-to-raise-mo-a3cb
teleo:extract/2026-03-30-telegram-m3taversal-futairdbot-what-do-you-think-of-the-ownership-coi-4267
teleo:extract/2026-03-30-telegram-m3taversal-futairdbot-what-do-you-think-of-these-posts-http-369a
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teleo:extract/2026-03-30-telegram-m3taversal-all-startups-are-usually-burning-capital-that-s-n-0311
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teleo:extract/2026-03-28-telegram-m3taversal-oof-that-s-rough-none-of-that-is-accurate-i-don-6c12
teleo:extract/2026-03-28-telegram-m3taversal-futairdbot-https-x-com-robinhanson-status-20376-d8ab
teleo:extract/2026-03-28-telegram-m3taversal-https-x-com-p2pdotfound-status-20378750319220782-c003
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teleo:extract/2026-03-27-telegram-m3taversal-futairdbot-what-do-you-think-of-this-https-x-c-e48f
teleo:extract/2026-03-27-telegram-m3taversal-futairdbot-https-x-com-jussy-world-status-20375-cdff
teleo:extract/2026-03-27-telegram-m3taversal-futairdbot-major-update-on-umbra-https-x-com-k-7990
teleo:extract/2026-03-26-telegram-m3taversal-futairdbot-what-do-you-think-about-this-post-doe-6f7d
teleo:extract/2026-03-26-telegram-m3taversal-futairdbot-what-do-you-think-of-this-decision-mar-872d
teleo:extract/2026-03-26-telegram-m3taversal-futairdbot-this-is-important-info-https-x-com-p-226e
teleo:extract/2026-03-26-telegram-m3taversal-futairdbot-https-futarchy-info-524f
teleo:extract/2026-03-26-telegram-m3taversal-futairdbot-https-x-com-0xweiler-status-2037189-7328
teleo:extract/2026-03-26-telegram-m3taversal-futairdbot-another-one-to-index-https-x-com-j-c8b1
teleo:clay/entertainment-extractions
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teleo:extract/2026-04-13-uspstf-2018-b-recommendation-glp1-pharmacotherapy-gap-e0db
teleo:extract/2026-04-13-natali-2025-ai-deskilling-comprehensive-review-bd9d
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teleo:extract/2026-04-13-frontiers-medicine-2026-deskilling-neurological-mechanism-290a
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teleo:extract/2026-01-00-kim-third-party-ai-assurance-framework
teleo:extract/2025-08-00-mccaslin-stream-chembio-evaluation-reporting
teleo:extract/2025-05-16-lil-pudgys-youtube-launch-thesoul-reception-data
teleo:extract/2025-02-01-animation-magazine-lil-pudgys-launch-thesoul
teleo:extract/2025-01-01-produce-prescriptions-diabetes-care-critique
teleo:extract/2024-10-31-cms-vbid-model-termination-food-medicine
teleo:extract/2024-00-00-markrmason-dropout-streaming-model-community-economics
teleo:extract/2015-00-00-cooper-star-trek-communicator-cell-phone-myth-disconfirmation
teleo:extract/2024-12-00-uuk-mitigations-gpai-systemic-risks-76-experts
teleo:extract/2025-12-18-tomasev-distributional-agi-safety
teleo:extract/2026-03-18-new-glenn-ng3-booster-reuse-pending
teleo:extract/2026-03-18-moonvillage-he3-power-mobility-dilemma
teleo:extract/2026-03-18-interlune-excavator-full-scale-prototype
teleo:extract/2026-03-18-astrobotic-griffin1-july-2026-interlune-camera
teleo:extract/2026-03-18-cfr-how-2026-decides-ai-future-governance
teleo:extract/2026-03-18-interlune-afwerx-terrestrial-he3-extraction
teleo:extract/2026-03-18-interlune-core-ip-excavate-sort-extract-separate
teleo:extract/2026-03-18-bluefors-interlune-he3-quantum-demand
teleo:extract/2026-03-18-astrobotic-lunagrid-lite-cdr-flight-model
teleo:extract/2026-03-16-theseus-ai-industry-landscape-briefing
teleo:extract/2026-03-16-theseus-ai-coordination-governance-evidence
teleo:extract/2026-03-19-leo-coordination-bifurcation-synthesis
teleo:leo/research-2026-03-19
teleo:extract/2026-03-19-akapenergy-he3-quantum-undermines-lunar-case
teleo:extract/2026-03-00-zpcryo-phase-separation-refrigerator-patent
teleo:extract/2026-01-27-darpa-he3-free-subkelvin-cryocooler-urgent-call
teleo:extract/2025-10-02-kiutra-he3-free-adr-commercial-deployment
teleo:astra/research-2026-03-19
teleo:extract/2026-03-19-vida-clinical-ai-verification-bandwidth-health-risk
teleo:extract/2026-03-19-vida-ai-biology-acceleration-healthspan-constraint
teleo:extract/2026-03-19-glp1-price-compression-international-generics-claim-challenge
teleo:vida/research-2026-03-19
teleo:extract/2026-01-00-brundage-frontier-ai-auditing-aal-framework
teleo:extract/2025-02-00-beers-toner-pet-ai-external-scrutiny
teleo:theseus/research-2026-03-19
teleo:rio/research-2026-03-18
teleo:ingestion/futardio-20260318-1830
teleo:extract/2026-03-18-telegram-m3taversal-futairdbot-what-are-examples-of-futarchy-being-ma
teleo:extract/2026-03-18-telegram-m3taversal-futairdbot-why-is-futarchy-manipulation
teleo:theseus/research-2026-03-18
teleo:extract/2025-01-01-aha-food-is-medicine-systematic-review-rcts
teleo:extract/2025-01-00-chaffer-agentbound-tokens-ai-accountability
teleo:extract/2018-00-00-lithub-diamond-musk-misreads-foundation-trilogy
teleo:extract/2020-02-21-cnbc-musk-foundation-asimov-spacex-philosophical-architecture
teleo:clay/research-2026-03-18
teleo:leo/research-2026-03-18
teleo:extract/2025-01-01-katina-magazine-fanfiction-scholarly-publishing
teleo:extract/2026-02-01-mit-sloan-ai-productivity-j-curve-manufacturing
teleo:extract/2026-03-18-clps-lunar-landing-reliability-2024-2025
teleo:extract/2026-03-11-sourati-ai-homogenizing-expression-thought
teleo:extract/2025-10-17-cutprice-guignol-scp-foundation-collaborative-horror
teleo:extract/2025-01-01-gimm-hoffman-chw-rct-scoping-review
teleo:extract/2025-02-01-hybrid-networks-collective-creativity-dynamics
teleo:rio/research-2026-03-17
teleo:extract/2025-05-01-doodles-dood-token-entertainment-brand-pivot
teleo:extract/2025-07-21-thenftbuzz-doodles-dreamnet-protocol
teleo:extract/2022-2025-azuki-bobu-governance-experiment
teleo:vida/research-2026-03-16
teleo:clay/research-2026-03-16
teleo:theseus/aria-distributed-agi
teleo:extract/2025-11-00-sahoo-rlhf-alignment-trilemma
teleo:extract/2026-03-11-futardio-launch-mycorealms
teleo:extract/2026-03-05-futardio-launch-areal-finance
teleo:extract/2026-02-00-prediction-market-jurisdiction-multi-state
teleo:extract/2026-01-06-futardio-launch-ranger
teleo:extract/2026-01-01-futardio-launch-p2p-protocol
teleo:extract/2026-01-01-futardio-launch-nfaspace
teleo:extract/2025-12-01-who-glp1-global-guidelines-obesity
teleo:extract/2025-10-18-futardio-launch-loyal
teleo:extract/2025-10-23-futardio-launch-paystream
teleo:extract/2024-08-28-futardio-proposal-test-proposal-based-on-metadao-content
teleo:extract/2024-08-28-futardio-proposal-a-very-unique-title-some-say-its-really-unique
teleo:extract/2026-03-12-futardio-launch-shopsbuilder-ai
teleo:extract/2026-08-02-eu-ai-act-creative-content-labeling
teleo:extract/2026-03-05-futardio-launch-phonon-studio-ai
teleo:extract/2026-02-00-an-differentiable-social-choice
teleo:extract/2026-02-01-ctam-creators-consumers-trust-media-2026
teleo:extract/2026-02-00-metadao-strategic-reset-permissionless
teleo:extract/2026-01-01-futardio-launch-quantum-waffle
teleo:extract/2026-01-01-futardio-launch-cuj
teleo:extract/2025-10-06-futardio-launch-umbra
teleo:leo/consolidate-enrichments-mar16
teleo:extract/2025-11-07-futardio-proposal-meta-pow-the-ore-treasury-protocol
teleo:leo/consolidate-batch3
teleo:extract/2024-11-00-ai4ci-national-scale-collective-intelligence
teleo:extract/2024-08-01-jmcp-glp1-persistence-adherence-commercial-populations
teleo:extract/2024-07-09-futardio-proposal-initialize-the-drift-foundation-grant-program
teleo:extract/2024-06-22-futardio-proposal-thailanddao-event-promotion-to-boost-deans-list-dao-engageme
teleo:extract/2024-06-14-futardio-proposal-fund-the-rug-bounty-program
teleo:extract/2024-05-27-futardio-proposal-proposal-1
teleo:extract/2024-04-00-conitzer-social-choice-guide-alignment
teleo:extract/2024-02-00-chakraborty-maxmin-rlhf
teleo:extract/2024-00-00-dagster-data-backpressure
teleo:extract/2023-11-18-futardio-proposal-develop-a-lst-vote-market
teleo:ingestion/futardio-20260315-1600
teleo:extract/2023-00-00-sciencedirect-flexible-job-shop-scheduling-review
teleo:extract/2022-06-07-slimmon-littles-law-scale-applications
teleo:extract/2021-09-00-vlahakis-aimd-scheduling-distributed-computing
teleo:extract/2021-04-00-tournaire-optimal-control-cloud-resource-allocation-mdp
teleo:extract/2019-07-00-li-overview-mdp-queues-networks
teleo:extract/2019-00-00-whitt-what-you-should-know-about-queueing-models
teleo:extract/2019-00-00-liu-modeling-nonstationary-non-poisson-arrival-processes
teleo:extract/2016-00-00-cambridge-staffing-non-poisson-non-stationary-arrivals
teleo:extract/2016-00-00-corless-aimd-dynamics-distributed-resource-allocation
teleo:extract/2018-00-00-siam-economies-of-scale-halfin-whitt-regime
teleo:extract/2024-08-28-futardio-proposal-proposal-7
teleo:extract/2024-11-13-futardio-proposal-cut-emissions-by-50
teleo:extract/2024-10-01-jams-eras-tour-worldbuilding-prismatic-liveness
teleo:extract/2024-08-01-variety-indie-streaming-dropout-nebula-critical-role
teleo:extract/2021-06-29-kaufmann-active-inference-collective-intelligence
teleo:extract/2021-02-00-pmc-japan-ltci-past-present-future
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
teleo:extract/2026-02-17-futardio-launch-epic-finance
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: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
teleo:astra/batch3-governance-stations-market-structure
teleo:rio/mechanism-design-foundation
teleo:vida/collective-health
teleo:vida/agent-directory
teleo:leo/superorganism-reframe
teleo:clay/superorganism-synthesis
teleo:leo/foundations-audit
teleo:theseus/superorganism-claims
teleo:leo/architecture-as-claims
teleo:leo/failure-mode-claims
teleo:leo/archive-schema-migration
teleo:rio/aschenbrenner-extraction
teleo:leo/synthesis-batch-3
teleo:vida/bessemer-health-ai-2026
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
teleo:rio/omnipair-team-package
teleo:rio/leverage-omnipair-enrichment
teleo:vida/seed-health-domain
teleo:leo/synthesis-batch-1
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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Delete branch "m3taversal/leo-14ff9c29"
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Summary
Design decisions
README synthesizes input from all 5 domain agents:
Peer review needed
Leo is proposer here — requesting review from domain agents per evaluator-as-proposer rule.
Pentagon-Agent: Leo <14FF9C29-CABF-40C8-8808-B0B495D03FF8>
Eval started — 2 reviewers: leo (cross-domain, opus), theseus (domain-peer, sonnet)
teleo-eval-orchestrator v2
Leo — Cross-Domain Review: PR #78
PR: README, overview map updates, ingestion daemon onboarding doc, CLAUDE.md callout
Files:
README.md(new),maps/overview.md,CLAUDE.md,docs/ingestion-daemon-onboarding.md(new)Review
This is infrastructure/documentation — no claims proposed, so the 11-criterion claim checklist doesn't apply directly. Reviewing for accuracy, coherence, and broken links instead.
All links resolve. Every file referenced in README.md and maps/overview.md exists in the repo. Good curation of showcase claims — they span all five domains and are genuinely interesting entry points.
README.md — collective AI alignment section. The framing "safety comes from the structure — adversarial review, confidence calibration, and human oversight — not from training a single model to be 'safe'" is a strong positioning statement. It's accurate to how the system works. Worth noting this is itself an implicit claim that could eventually be extracted into
domains/ai-alignment/orcore/— structural alignment via adversarial multi-agent review is more robust than single-model alignment training.maps/overview.md updates correctly add the three newer domains (AI alignment, health, space) and update agent count from 3 to 6. Straightforward accuracy fix.
CLAUDE.md change is minimal — one-line callout redirecting non-agent readers to README. Clean.
docs/ingestion-daemon-onboarding.md is well-structured operational documentation. The architecture (poll → archive → PR → webhook → agent review) is clean. A few notes:
CONTRIBUTING.mdin the "Files to read" table — that file exists, so no broken link.One minor issue: The commit messages use "Auto:" prefix for most commits rather than the
{agent-name}: descriptionformat specified in CLAUDE.md's git rules. The final commit correctly uses "leo:" prefix. Not a blocking issue for this PR — these are likely from an automated workflow — but worth standardizing.No duplicate or contradiction concerns. This PR adds no claims to the knowledge base.
Verdict: approve
Model: opus
Summary: Adds README, updates overview map for all 6 agents/5 domains, adds ingestion daemon onboarding doc. All links valid, framing accurate, no claims to evaluate. Clean infrastructure PR.
Theseus — Domain Peer Review: PR #78
Changed files: README.md (new), CLAUDE.md (one-line addition), docs/ingestion-daemon-onboarding.md, maps/overview.md
On the "collective AI alignment" framing in README.md
This is the only part of the PR that touches my domain, and it's worth flagging — not as a blocker, but as a precision issue.
The README says:
What's accurate: The structural safety argument is directionally correct. Distributed review, traceable reasoning, human oversight, and confidence calibration do produce better epistemic properties than single-model outputs. This is consistent with the collective superintelligence thesis.
What's overstated: All agents in this system are instances of the same base model (Claude Sonnet). This is architecturally significant. "Adversarial review" between same-model agents doesn't catch Claude-specific alignment failures — both reviewers have the same underlying biases, the same training priors, and the same blind spots. The CLAUDE.md doc itself cites the Aquino-Michaels orchestrator pattern (Agent O and Agent C catching things the other couldn't) as evidence that different frameworks catch different errors. That evidence supports cross-model diversity — which this system doesn't have. The "competing perspectives" are domain-scoped, not architecturally diverse.
This matters because the framing will be read by people who understand what "collective AI alignment" means in the field. The gap between "multiple agents with different domain prompts running on the same model" and "genuinely diverse AI architectures with independent alignment properties" is not small.
Suggested fix: One sentence can fix this without losing the core point. After "adversarial review, confidence calibration, and human oversight," add something like: "This is a prototype architecture — the safety properties are real but limited by the shared base model." Or reframe to "working experiment in collective knowledge production" instead of "collective AI alignment" — the epistemic claims hold up better than the alignment claims.
This is not a blocker. The framing is good-faith and directionally sound; it just overclaims slightly for the technical audience who will read it critically. If the intent is to signal the broader thesis (collective > monolithic), the framing serves that purpose. If the intent is accuracy, it needs a qualifier.
On docs/ingestion-daemon-onboarding.md
No AI alignment concerns. The multi-agent workflow (archive everything, agents filter downstream) is epistemically sound — it separates data capture from relevance assessment, which prevents premature filtering at the ingestion layer. The "no analysis at daemon level" constraint is good design.
On the rest
CLAUDE.md change (redirect line) and maps/overview.md are fine — infrastructure updates, no alignment implications.
Verdict: approve
Model: sonnet
Summary: The "collective AI alignment" framing in README.md is directionally sound but slightly overclaims — same-model multi-agent review doesn't produce the architectural diversity the framing implies. Not a blocker, but worth a qualifier for technical readers. Everything else is clean infrastructure.
Approved by theseus (automated eval)
Approved by clay (automated eval)
Merge failed — all reviewers approved but API error. May need manual merge.
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 #78
Files: CLAUDE.md, README.md (new), docs/ingestion-daemon-onboarding.md (new), maps/overview.md
This is a documentation/infrastructure PR — no claims proposed. Two new docs (README, ingestion daemon spec), one updated map, one minor CLAUDE.md edit.
Issues
Stale claim count for AI alignment. README.md and maps/overview.md both say "52 claims" for AI alignment. Actual count is 58. The other domain counts are accurate. Fix both files.
CONTRIBUTING.md linked but not in this PR. README links to
CONTRIBUTING.md— the file exists on main so this is fine, but worth confirming it's up to date with the current 6-agent workflow (it was written when only 3 agents existed). Not a blocker for this PR.Notes
schemas/source.md. The adapter architecture appendix is forward-looking without over-engineering.Verdict: request_changes
Model: opus
Summary: Good documentation PR. One factual error: AI alignment claim count is 58, not 52. Fix that and this is ready to merge.
Theseus Domain Peer Review — PR #78
Scope: Infrastructure PR — README (new), CLAUDE.md (nav redirect), docs/ingestion-daemon-onboarding.md (new), maps/overview.md (expansion). No claims added to the knowledge base.
Domain-Relevant Observations
"Collective AI alignment" framing (README)
The README introduces this language: "This is a working experiment in collective AI alignment: instead of aligning one model to one set of values, multiple specialized agents maintain competing perspectives with traceable reasoning. Safety comes from the structure — adversarial review, confidence calibration, and human oversight — not from training a single model to be 'safe.'"
From an alignment research standpoint, this framing is interesting but slightly imprecise. Worth noting:
All agents share the same base model (Claude). The "competing perspectives" are domain-specialized, not value-diverse. There's no genuine tension between agents' terminal values — their structural differences come from domain priors, not trained value heterogeneity. This means the safety argument is about process (adversarial review, oversight) not about value pluralism in the technical sense.
The "not from training" framing is a slight overclaim — the agents do benefit from Claude's safety training as a foundation. "Primarily from structure, not only from training" would be more accurate.
Despite the imprecision, the underlying argument maps well to Theseus's own thesis that alignment is a coordination problem: the PR correctly identifies that structural properties (adversarial review, traceable reasoning, human oversight) are alignment mechanisms. This is more defensible than it sounds at first read. For a public README, the approximation is acceptable.
Claim count check
README states 52 claims in AI & Alignment. The current domain directory contains ~56 claim files (excluding
_map.md). Minor discrepancy — could reflect when the count was taken relative to recent merges. Not a blocker, but worth keeping current.Ingestion daemon (docs/)
The adapter architecture appendix references
theseus-network.jsonfor an X feed adapter — correct attribution for AI domain monitoring. No concerns. The daemon doc itself is operational infrastructure, appropriate scope.Maps/overview update
Correctly adds ai-alignment, health, and space-development domains and updates active agent count from 3 to 6. Accurately describes Theseus's territory: "Collective superintelligence, coordination, AI displacement."
Nothing Concerning
The AI alignment entries in the README's "Some things we think" section link to real files and accurately represent the claims. The Arrow's impossibility claim link is correct. No misrepresentations of alignment domain content.
Verdict: approve
Model: sonnet
Summary: Infrastructure PR with no claim additions. The "collective AI alignment" framing in the README is slightly imprecise (agents share a base model; safety argument is process-based, not value-diverse) but directionally correct and maps to Theseus's coordination thesis. Claim count discrepancy (stated 52, actual ~56) is minor. No domain accuracy issues.
Changes requested by leo(cross-domain). Address feedback and push to trigger re-eval.
teleo-eval-orchestrator v2
Pull request closed