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teleo:extract/2026-03-05-futardio-launch-futardio-boat
teleo:extract/2024-08-14-futardio-proposal-develop-memecoin-launchpad
teleo:extract/2021-02-00-pmc-japan-ltci-past-present-future
teleo:extract/2023-11-18-futardio-proposal-develop-a-lst-vote-market
teleo:extract/2026-03-04-futardio-launch-xorrabet
teleo:extract/2025-12-00-pine-analytics-metadao-q4-2025-report
teleo:extract/2024-11-00-ai4ci-national-scale-collective-intelligence
teleo:extract/2024-05-30-futardio-proposal-drift-futarchy-proposal-welcome-the-futarchs
teleo:extract/2025-02-04-futardio-proposal-should-a-percentage-of-sam-bids-route-to-mnde-stakers
teleo:extract/2024-11-21-futardio-proposal-proposal-13
teleo:extract/2026-03-04-futardio-launch-lososdao
teleo:extract/2024-05-27-futardio-proposal-approve-performance-based-compensation-package-for-proph3t-a
teleo:extract/2024-02-00-chakraborty-maxmin-rlhf
teleo:extract/2026-03-04-futardio-launch-proph3t
teleo:extract/2026-02-28-futardio-launch-salmon-wallet
teleo:extract/2024-08-30-futardio-proposal-approve-budget-for-pre-governance-hackathon-development
teleo:extract/2026-03-01-cvleconomics-creator-owned-platforms-future-media-work
teleo:extract/2025-04-00-survey-personalized-pluralistic-alignment
teleo:extract/2025-06-00-li-scaling-human-judgment-community-notes-llms
teleo:extract/2026-03-05-futardio-launch-bitfutard
teleo:extract/2023-12-03-futardio-proposal-migrate-autocrat-program-to-v01
teleo:extract/2026-02-22-futardio-launch-salmon-wallet
teleo:extract/2026-03-02-futardio-launch-reddit
teleo:extract/2026-02-01-cms-2027-advance-notice-ma-rates
teleo:extract/2026-03-01-pudgypenguins-retail-distribution-2026-update
teleo:extract/2026-01-01-mckinsey-ai-film-tv-production-future
teleo:extract/2024-03-19-futardio-proposal-engage-in-250000-otc-trade-with-colosseum
teleo:extract/2026-03-05-futardio-launch-phonon-studio-ai
teleo:extract/2025-03-05-futardio-proposal-proposal-3
teleo:extract/2026-02-01-ctam-creators-consumers-trust-media-2026
teleo:extract/2025-00-00-homogenization-llm-creative-diversity
teleo:extract/2024-07-09-futardio-proposal-initialize-the-drift-foundation-grant-program
teleo:extract/2024-08-31-futardio-proposal-enter-services-agreement-with-organization-technology-llc
teleo:extract/2025-03-00-venturebeat-multi-agent-paradox-scaling
teleo:extract/2026-03-04-futardio-launch-sizematters
teleo:extract/2025-02-26-futardio-proposal-release-a-launchpad
teleo:extract/2025-04-22-futardio-proposal-testing-v03-transfer
teleo:extract/2026-02-21-futardio-launch-forevernow
teleo:extract/2018-03-00-ramstead-answering-schrodingers-question
teleo:extract/2025-01-00-pal-pluralistic-alignment-learned-prototypes
teleo:extract/2026-02-00-yamamoto-full-formal-arrow-impossibility
teleo:extract/2025-00-00-em-dpo-heterogeneous-preferences
teleo:extract/2025-10-00-brookings-ai-physics-collective-intelligence
teleo:extract/2025-01-00-doshi-hauser-ai-ideas-creativity-diversity
teleo:extract/2024-10-00-patterns-ai-enhanced-collective-intelligence
teleo:extract/2025-11-00-operationalizing-pluralistic-values-llm-alignment
teleo:extract/2025-08-00-oswald-arrowian-impossibility-machine-intelligence
teleo:extract/2026-01-00-mixdpo-preference-strength-pluralistic
teleo:extract/2025-12-16-exchangewire-creator-economy-2026-culture-community
teleo:extract/2025-06-01-variety-mediawan-claynosaurz-animated-series
teleo:extract/2026-03-05-futardio-launch-ludex-ai
teleo:theseus/research-2026-03-11
teleo:extract/2025-03-10-bloomberg-mrbeast-feastables-more-money-than-youtube
teleo:extract/2025-10-01-variety-claynosaurz-creator-led-transmedia
teleo:extract/2024-04-00-conitzer-social-choice-guide-alignment
teleo:extract/2025-01-13-futardio-proposal-should-jto-vault-be-added-to-tiprouter-ncn
teleo:extract/2024-07-04-futardio-proposal-proposal-3
teleo:extract/2026-02-00-international-ai-safety-report-2026
teleo:extract/2024-08-01-variety-indie-streaming-dropout-nebula-critical-role
teleo:extract/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury
teleo:extract/2024-05-27-futardio-proposal-proposal-1
teleo:extract/2026-03-04-futardio-launch-irich
teleo:extract/2026-01-00-tang-ai-alignment-cannot-be-top-down
teleo:extract/2021-02-00-mckinsey-facility-to-home-265-billion-shift
teleo:extract/2025-05-01-ainvest-taylor-swift-catalog-buyback-ip-ownership
teleo:extract/2024-08-20-futardio-proposal-proposal-4
teleo:extract/2025-01-01-sage-algorithmic-content-creation-systematic-review
teleo:extract/2024-08-28-futardio-proposal-drift-proposal-for-bet
teleo:extract/2026-02-25-futardio-launch-donuts
teleo:extract/2026-02-00-an-differentiable-social-choice
teleo:extract/2024-10-00-qiu-representative-social-choice-alignment
teleo:extract/2025-12-25-chipprbots-futarchy-private-markets-long-arc
teleo:extract/2024-02-20-futardio-proposal-develop-multi-option-proposals
teleo:extract/2026-02-26-futardio-launch-fitbyte
teleo:extract/2026-01-01-linguana-mrbeast-attention-economy-long-form-storytelling
teleo:extract/2024-01-24-futardio-proposal-develop-amm-program-for-futarchy
teleo:extract/2025-01-14-futardio-proposal-should-deans-list-dao-update-the-liquidity-fee-structure
teleo:extract/2026-02-00-prediction-market-jurisdiction-multi-state
teleo:extract/2024-06-26-futardio-proposal-approve-metadao-fundraise-2
teleo:extract/2024-10-22-futardio-proposal-hire-advaith-sekharan-as-founding-engineer
teleo:extract/2026-03-04-theiaresearch-permissionless-metadao-launches
teleo:extract/2025-02-10-futardio-proposal-addy-dao-proposal
teleo:extract/2025-01-28-futardio-proposal-perform-token-split-and-adopt-elastic-supply-for-meta
teleo:extract/2025-10-01-netinfluencer-creator-economy-review-2025-predictions-2026
teleo:extract/2025-12-01-webpronews-mrbeast-emotional-narratives-expansion
teleo:extract/2025-12-04-cnbc-dealbook-mrbeast-future-of-content
teleo:extract/2026-01-01-mckinsey-ai-film-tv-distributor-value-capture
teleo:extract/2024-10-01-jams-eras-tour-worldbuilding-prismatic-liveness
teleo:extract/2026-03-06-futardio-launch-lobsterfutarchy
teleo:extract/2026-02-17-futardio-launch-generated-test
teleo:extract/2025-06-01-dappradar-pudgypenguins-nft-multimedia-entertainment
teleo:extract/2025-11-15-beetv-openx-race-to-bottom-cpms-premium-content
teleo:extract/2025-12-01-yahoo-dropout-broke-through-2025-creative-freedom
teleo:extract/2026-08-02-eu-ai-act-creative-content-labeling
teleo:extract/2026-03-05-futardio-launch-areal-finance
teleo:extract/2024-12-02-futardio-proposal-approve-deans-list-treasury-management
teleo:extract/2026-03-09-bharathshettyy-x-archive
teleo:extract/2026-01-00-nevada-polymarket-lawsuit-prediction-markets
teleo:extract/2026-01-29-dcia-senate-agriculture-committee
teleo:extract/2025-02-24-futardio-proposal-testing-totem-for-the-win
teleo:extract/2026-01-01-koinsights-authenticity-premium-ai-rejection
teleo:extract/2025-03-13-medpac-march-2025-ma-status-report
teleo:extract/2026-02-26-citadel-securities-contra-citrini-rebuttal
teleo:clay/research-2026-03-11
teleo:extract/2026-02-25-oxranga-solomon-lab-notes-05
teleo:extract/2026-01-13-nasaa-clarity-act-concerns
teleo:extract/2025-03-05-futardio-proposal-proposal-1
teleo:extract/2026-01-06-futardio-launch-ranger
teleo:extract/2024-03-13-futardio-proposal-develop-futarchy-as-a-service-faas
teleo:extract/2025-02-13-futardio-proposal-fund-the-drift-working-group
teleo:extract/2026-03-01-multiple-creator-economy-owned-revenue-statistics
teleo:extract/2024-08-27-futardio-proposal-fund-the-drift-superteam-earn-creator-competition
teleo:extract/2024-12-05-futardio-proposal-establish-development-fund
teleo:extract/2025-12-16-exchangewire-creator-economy-2026-community-credibility
teleo:extract/2025-07-18-genius-act-stablecoin-regulation
teleo:extract/2024-11-25-futardio-proposal-prioritize-listing-meta
teleo:extract/2023-12-16-futardio-proposal-develop-a-saber-vote-market
teleo:extract/2024-08-28-futardio-proposal-dummy
teleo:extract/2026-02-00-cftc-prediction-market-rulemaking
teleo:extract/2025-10-22-futardio-proposal-defiance-capital-cloud-token-acquisition-proposal
teleo:extract/2026-03-03-futardio-launch-versus
teleo:rio/claims-vaultguard-defi-insurance
teleo:extract/2023-10-00-anthropic-collective-constitutional-ai
teleo:extract/2025-10-15-futardio-proposal-lets-get-futarded
teleo:extract/2024-07-01-futardio-proposal-test
teleo:extract/2026-02-00-metadao-strategic-reset-permissionless
teleo:extract/2024-11-00-ruiz-serra-factorised-active-inference-multi-agent
teleo:extract/2025-06-00-panews-futarchy-governance-weapons
teleo:extract/2025-03-28-futardio-proposal-should-sanctum-build-a-sanctum-mobile-app-wonder
teleo:extract/2026-02-17-futardio-launch-epic-finance
teleo:extract/2026-03-09-futarddotio-x-archive
teleo:extract/2026-02-25-futardio-launch-rabid-racers
teleo:extract/2026-00-00-bankless-beauty-of-futarchy
teleo:extract/2024-00-00-equitechfutures-democratic-dilemma-alignment
teleo:extract/2024-01-12-futardio-proposal-create-spot-market-for-meta
teleo:extract/2025-07-24-kff-medicare-advantage-2025-enrollment-update
teleo:extract/2025-12-00-fullstack-alignment-thick-models-value
teleo:extract/2025-02-00-agreement-complexity-alignment-barriers
teleo:extract/2025-09-00-gaikwad-murphys-laws-alignment
teleo:extract/2026-00-00-alea-research-metadao-fair-launches
teleo:extract/2025-12-00-messari-ownership-coins-2026-thesis
teleo:extract/2025-12-00-federated-rlhf-pluralistic-alignment
teleo:extract/2025-00-00-frontiers-futarchy-desci-empirical-simulation
teleo:extract/2025-12-00-cip-year-in-review-democratic-alignment
teleo:extract/2025-11-00-pluralistic-values-llm-alignment-tradeoffs
teleo:extract/2025-06-02-kidscreen-mediawan-claynosaurz-animated-series
teleo:extract/2025-12-00-colosseum-stamp-introduction
teleo:extract/2025-11-00-sahoo-rlhf-alignment-trilemma
teleo:extract/2024-00-00-warden-community-notes-bridging-algorithm
teleo:extract/2026-01-00-clarity-act-senate-status
teleo:extract/2025-01-27-futardio-proposal-engage-in-500000-otc-trade-with-theia-2
teleo:extract/2026-00-00-crypto-trends-lessons-2026-ownership-coins
teleo:extract/2024-08-28-futardio-proposal-test-proposal-based-on-metadao-content
teleo:extract/2024-10-30-futardio-proposal-swap-150000-into-isc
teleo:extract/2026-03-00-solana-compass-metadao-breakout-launchpad
teleo:extract/2026-03-00-digital-asset-market-clarity-act-token-classification
teleo:extract/2024-10-22-futardio-proposal-increase-ore-sol-lp-boost-multiplier-to-6x
teleo:extract/2026-03-03-futardio-launch-the-meme-is-real
teleo:extract/2020-12-00-da-costa-active-inference-discrete-state-spaces
teleo:extract/2026-01-01-futardio-launch-vaultguard
teleo:extract/2026-03-03-futardio-launch-manna-finance
teleo:rio/research-2026-03-11
teleo:extract/2026-03-04-futardio-launch-test
teleo:extract/2024-06-14-futardio-proposal-fund-the-rug-bounty-program
teleo:extract/2024-11-13-futardio-proposal-cut-emissions-by-50
teleo:extract/2026-03-09-mmdhrumil-x-archive
teleo:extract/2024-07-01-futardio-proposal-proposal-1
teleo:extract/2026-03-05-futardio-launch-blockrock
teleo:extract/2024-04-00-albarracin-shared-protentions-multi-agent-active-inference
teleo:extract/2025-07-00-fli-ai-safety-index-summer-2025
teleo:extract/2026-02-26-futardio-launch-delay-test
teleo:extract/2026-02-00-shoal-metadao-capital-formation-layer
teleo:extract/2025-03-05-futardio-proposal-proposal-2
teleo:extract/2024-02-05-statnews-devoted-health-losses-persist
teleo:extract/2025-09-00-orchestrator-active-inference-multi-agent-llm
teleo:extract/2026-03-08-karpathy-autoresearch-collaborative-agents
teleo:extract/2025-03-27-cnbc-critical-role-dnd-media-company
teleo:extract/2026-03-01-archive-ugc-authenticity-trust-statistics
teleo:extract/2025-03-17-norc-pace-market-assessment-for-profit-expansion
teleo:extract/2026-03-09-rambo-xbt-x-archive
teleo:extract/2021-06-29-kaufmann-active-inference-collective-intelligence
teleo:extract/2025-02-06-futardio-proposal-should-sanctum-implement-cloud-staking-and-active-staking-re
teleo:extract/2023-02-00-pmc-cost-effectiveness-homecare-systematic-review
teleo:extract/2026-02-01-seedance-2-ai-video-benchmark
teleo:extract/2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model
teleo:extract/2025-03-05-futardio-proposal-should-sanctum-use-up-to-25m-cloud-to-incentivise-inf-sol-li
teleo:extract/2024-09-19-commonwealth-fund-mirror-mirror-2024
teleo:extract/2024-06-08-futardio-proposal-reward-the-university-of-waterloo-blockchain-club-with-1-mil
teleo:extract/2025-11-07-futardio-proposal-meta-pow-the-ore-treasury-protocol
teleo:extract/2026-03-05-futardio-launch-runbookai
teleo:extract/2025-07-01-emarketer-consumers-rejecting-ai-creator-content
teleo:extract/2026-02-01-traceabilityhub-digital-provenance-content-authentication
teleo:extract/2025-10-14-futardio-launch-avici
teleo:extract/2026-03-05-futardio-launch-insert-coin-labs
teleo:extract/2026-03-04-futardio-launch-send-arcade
teleo:extract/2026-03-03-futardio-launch-cloak
teleo:extract/2026-03-05-futardio-launch-git3
teleo:extract/2025-04-00-morgan-lewis-risk-adjustment-enforcement-focus
teleo:extract/2024-03-26-futardio-proposal-appoint-nallok-and-proph3t-benevolent-dictators-for-three-mo
teleo:extract/2026-03-03-futardio-launch-digifrens
teleo:extract/2026-02-25-futardio-launch-fancy-cats
teleo:extract/2026-03-05-pineanalytics-futardio-launch-metrics
teleo:extract/2026-01-01-alixpartners-ai-creative-industries-hybrid
teleo:extract/2024-02-13-futardio-proposal-engage-in-50000-otc-trade-with-ben-hawkins
teleo:extract/2026-03-00-solana-launchpad-competitive-landscape
teleo:extract/2026-01-20-polymarket-cftc-approval-qcx-acquisition
teleo:extract/2025-00-00-nhs-england-waiting-times-underfunding
teleo:extract/2026-03-03-futardio-launch-futardio-cult
teleo:extract/2025-00-00-mats-ai-agent-index-2025
teleo:extract/2026-03-09-pineanalytics-x-archive
teleo:extract/2026-01-00-alearesearch-metadao-fair-launches-misaligned-market
teleo:extract/2026-03-07-futardio-launch-nexid
teleo:extract/2026-02-03-futardio-launch-hurupay
teleo:extract/2026-03-03-pineanalytics-metadao-q4-2025-quarterly-report
teleo:extract/2025-10-18-futardio-launch-loyal
teleo:extract/2024-12-19-futardio-proposal-allocate-50000-drift-to-fund-the-drift-ai-agent-request-for
teleo:extract/2026-00-00-friederich-against-manhattan-project-alignment
teleo:extract/2026-03-03-futardio-launch-milo-ai-agent
teleo:extract/2025-04-09-blockworks-ranger-ico-metadao-reset
teleo:extract/2026-03-04-futardio-launch-island
teleo:extract/2026-03-05-futardio-launch-torch-market
teleo:extract/2026-02-21-rakka-sol-omnipair-rate-controller
teleo:extract/2024-02-18-futardio-proposal-engage-in-100000-otc-trade-with-ben-hawkins-2
teleo:extract/2026-03-04-futardio-launch-futarchy-arena
teleo:extract/2026-02-01-coindesk-pudgypenguins-tokenized-culture-blueprint
teleo:extract/2024-06-22-futardio-proposal-thailanddao-event-promotion-to-boost-deans-list-dao-engageme
teleo:extract/2026-01-00-commonwealth-fund-risk-adjustment-ma-explainer
teleo:extract/2025-06-12-optimism-futarchy-v1-preliminary-findings
teleo:extract/2022-03-09-imf-costa-rica-ebais-primary-health-care
teleo:extract/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore
teleo:extract/2026-03-08-futardio-launch-seeker-vault
teleo:extract/2025-02-24-futardio-proposal-mtn-meets-meta-hackathon
teleo:extract/2024-07-18-futardio-proposal-approve-budget-for-champions-nft-collection-design
teleo:extract/2024-02-05-futardio-proposal-execute-creation-of-spot-market-for-meta
teleo:extract/2025-07-24-aarp-caregiving-crisis-63-million
teleo:extract/2024-08-03-futardio-proposal-approve-q3-roadmap
teleo:extract/2026-02-27-theiaresearch-metadao-claude-code-founders
teleo:extract/2024-06-05-futardio-proposal-fund-futuredaos-token-migrator
teleo:extract/2026-02-23-cbo-medicare-trust-fund-2040-insolvency
teleo:extract/2026-01-00-mechanistic-interpretability-2026-status-report
teleo:extract/2025-03-26-crfb-ma-overpaid-1-2-trillion
teleo:extract/2026-03-05-futardio-launch-tridash
teleo:extract/2026-03-03-futardio-launch-mycorealms
teleo:extract/2026-03-03-futardio-launch-open-music
teleo:extract/2025-05-00-anthropic-interpretability-pre-deployment
teleo:extract/2024-03-28-futardio-proposal-migrate-autocrat-program-to-v02
teleo:extract/2026-03-04-futardio-launch-superclaw
teleo:extract/2024-07-01-futardio-proposal-fund-artemis-labs-data-and-analytics-dashboards
teleo:extract/2025-00-00-singapore-3m-healthcare-system
teleo:extract/2026-03-07-futardio-launch-areal
teleo:extract/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore
teleo:extract/2024-02-26-futardio-proposal-increase-meta-liquidity-via-a-dutch-auction
teleo:extract/2024-02-18-futardio-proposal-engage-in-50000-otc-trade-with-pantera-capital
teleo:extract/2024-08-28-futardio-proposal-a-very-unique-title-some-say-its-really-unique
teleo:extract/2026-03-05-futardio-launch-seyf
teleo:extract/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal
teleo:extract/2024-12-16-futardio-proposal-implement-3-week-vesting-for-dao-payments-to-strengthen-ecos
teleo:extract/2024-12-30-futardio-proposal-fund-deans-list-dao-website-redesign
teleo:extract/2025-10-23-futardio-launch-paystream
teleo:extract/2026-03-01-contentauthenticity-state-of-content-authenticity-2026
teleo:extract/2026-03-10-iab-ai-ad-gap-widens
teleo:extract/2025-11-14-futardio-launch-solomon
teleo:extract/2026-02-25-futardio-launch-rock-game
teleo:extract/2026-03-04-futardio-launch-seekervault
teleo:extract/2026-03-05-futardio-launch-launchpet
teleo:extract/2026-02-25-karpathy-programming-changed-december
teleo:rio/stani-dao-critique
teleo:leo/network-files
teleo:extract/2025-10-20-futardio-launch-zklsol
teleo:extract/2026-03-03-futardio-launch-salmon-wallet
teleo:extract/2026-03-04-futardio-launch-pli-crperie-ambulante
teleo:astra/megastructure-multiplanetary-research
teleo:extract/2025-07-02-futardio-proposal-testing-indexer-changes
teleo:extract/2024-11-08-futardio-proposal-initiate-liquidity-farming-for-future-on-raydium
teleo:extract/2025-01-03-futardio-proposal-engage-in-700000-otc-trade-with-theia
teleo:extract/2024-08-28-futardio-proposal-proposal-7
teleo:extract/2024-11-21-futardio-proposal-should-metadao-create-futardio
teleo:extract/2026-03-04-futardio-launch-futara
teleo:extract/2024-11-21-futardio-proposal-proposal-14
teleo:rio/futarchy-entities
teleo:extract/2026-03-04-futardio-launch-one-of-sick-token
teleo:extract/2024-11-18-futardio-proposal-adopt-a-sublinear-supply-function
teleo:extract/2025-07-21-futardio-proposal-engage-in-630000-otc-trade-with-theia
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teleo:extract/2026-03-09-ranger-finance-x-archive
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...
pull from: teleo:extract/2025-00-00-audrey-tang-alignment-cannot-be-top-down
teleo:extract/2026-03-05-futardio-launch-futardio-boat
teleo:extract/2024-08-14-futardio-proposal-develop-memecoin-launchpad
teleo:extract/2021-02-00-pmc-japan-ltci-past-present-future
teleo:extract/2023-11-18-futardio-proposal-develop-a-lst-vote-market
teleo:extract/2026-03-04-futardio-launch-xorrabet
teleo:extract/2025-12-00-pine-analytics-metadao-q4-2025-report
teleo:extract/2024-11-00-ai4ci-national-scale-collective-intelligence
teleo:extract/2024-05-30-futardio-proposal-drift-futarchy-proposal-welcome-the-futarchs
teleo:extract/2025-02-04-futardio-proposal-should-a-percentage-of-sam-bids-route-to-mnde-stakers
teleo:extract/2024-11-21-futardio-proposal-proposal-13
teleo:extract/2026-03-04-futardio-launch-lososdao
teleo:extract/2024-05-27-futardio-proposal-approve-performance-based-compensation-package-for-proph3t-a
teleo:extract/2024-02-00-chakraborty-maxmin-rlhf
teleo:main
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teleo:extract/2026-02-28-futardio-launch-salmon-wallet
teleo:extract/2024-08-30-futardio-proposal-approve-budget-for-pre-governance-hackathon-development
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teleo:extract/2025-04-00-survey-personalized-pluralistic-alignment
teleo:extract/2025-06-00-li-scaling-human-judgment-community-notes-llms
teleo:extract/2026-03-05-futardio-launch-bitfutard
teleo:extract/2023-12-03-futardio-proposal-migrate-autocrat-program-to-v01
teleo:extract/2026-02-22-futardio-launch-salmon-wallet
teleo:extract/2026-03-02-futardio-launch-reddit
teleo:extract/2026-02-01-cms-2027-advance-notice-ma-rates
teleo:extract/2026-03-01-pudgypenguins-retail-distribution-2026-update
teleo:extract/2026-01-01-mckinsey-ai-film-tv-production-future
teleo:extract/2024-03-19-futardio-proposal-engage-in-250000-otc-trade-with-colosseum
teleo:extract/2026-03-05-futardio-launch-phonon-studio-ai
teleo:extract/2025-03-05-futardio-proposal-proposal-3
teleo:extract/2026-02-01-ctam-creators-consumers-trust-media-2026
teleo:extract/2025-00-00-homogenization-llm-creative-diversity
teleo:extract/2024-07-09-futardio-proposal-initialize-the-drift-foundation-grant-program
teleo:extract/2024-08-31-futardio-proposal-enter-services-agreement-with-organization-technology-llc
teleo:extract/2025-03-00-venturebeat-multi-agent-paradox-scaling
teleo:extract/2026-03-04-futardio-launch-sizematters
teleo:extract/2025-02-26-futardio-proposal-release-a-launchpad
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teleo:extract/2018-03-00-ramstead-answering-schrodingers-question
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teleo:extract/2026-02-00-yamamoto-full-formal-arrow-impossibility
teleo:extract/2025-00-00-em-dpo-heterogeneous-preferences
teleo:extract/2025-10-00-brookings-ai-physics-collective-intelligence
teleo:extract/2025-01-00-doshi-hauser-ai-ideas-creativity-diversity
teleo:extract/2024-10-00-patterns-ai-enhanced-collective-intelligence
teleo:extract/2025-11-00-operationalizing-pluralistic-values-llm-alignment
teleo:extract/2025-08-00-oswald-arrowian-impossibility-machine-intelligence
teleo:extract/2026-01-00-mixdpo-preference-strength-pluralistic
teleo:extract/2025-12-16-exchangewire-creator-economy-2026-culture-community
teleo:extract/2025-06-01-variety-mediawan-claynosaurz-animated-series
teleo:extract/2026-03-05-futardio-launch-ludex-ai
teleo:theseus/research-2026-03-11
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teleo:extract/2026-02-00-international-ai-safety-report-2026
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teleo:extract/2024-03-03-futardio-proposal-burn-993-of-meta-in-treasury
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teleo:extract/2025-10-01-netinfluencer-creator-economy-review-2025-predictions-2026
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teleo:extract/2025-12-04-cnbc-dealbook-mrbeast-future-of-content
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teleo:extract/2024-10-01-jams-eras-tour-worldbuilding-prismatic-liveness
teleo:extract/2026-03-06-futardio-launch-lobsterfutarchy
teleo:extract/2026-02-17-futardio-launch-generated-test
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teleo:extract/2025-11-15-beetv-openx-race-to-bottom-cpms-premium-content
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teleo:extract/2026-08-02-eu-ai-act-creative-content-labeling
teleo:extract/2026-03-05-futardio-launch-areal-finance
teleo:extract/2024-12-02-futardio-proposal-approve-deans-list-treasury-management
teleo:extract/2026-03-09-bharathshettyy-x-archive
teleo:extract/2026-01-00-nevada-polymarket-lawsuit-prediction-markets
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teleo:extract/2026-01-01-koinsights-authenticity-premium-ai-rejection
teleo:extract/2025-03-13-medpac-march-2025-ma-status-report
teleo:extract/2026-02-26-citadel-securities-contra-citrini-rebuttal
teleo:clay/research-2026-03-11
teleo:extract/2026-02-25-oxranga-solomon-lab-notes-05
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teleo:extract/2025-03-05-futardio-proposal-proposal-1
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teleo:extract/2026-03-01-multiple-creator-economy-owned-revenue-statistics
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teleo:extract/2024-12-05-futardio-proposal-establish-development-fund
teleo:extract/2025-12-16-exchangewire-creator-economy-2026-community-credibility
teleo:extract/2025-07-18-genius-act-stablecoin-regulation
teleo:extract/2024-11-25-futardio-proposal-prioritize-listing-meta
teleo:extract/2023-12-16-futardio-proposal-develop-a-saber-vote-market
teleo:extract/2024-08-28-futardio-proposal-dummy
teleo:extract/2026-02-00-cftc-prediction-market-rulemaking
teleo:extract/2025-10-22-futardio-proposal-defiance-capital-cloud-token-acquisition-proposal
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teleo:rio/claims-vaultguard-defi-insurance
teleo:extract/2023-10-00-anthropic-collective-constitutional-ai
teleo:extract/2025-10-15-futardio-proposal-lets-get-futarded
teleo:extract/2024-07-01-futardio-proposal-test
teleo:extract/2026-02-00-metadao-strategic-reset-permissionless
teleo:extract/2024-11-00-ruiz-serra-factorised-active-inference-multi-agent
teleo:extract/2025-06-00-panews-futarchy-governance-weapons
teleo:extract/2025-03-28-futardio-proposal-should-sanctum-build-a-sanctum-mobile-app-wonder
teleo:extract/2026-02-17-futardio-launch-epic-finance
teleo:extract/2026-03-09-futarddotio-x-archive
teleo:extract/2026-02-25-futardio-launch-rabid-racers
teleo:extract/2026-00-00-bankless-beauty-of-futarchy
teleo:extract/2024-00-00-equitechfutures-democratic-dilemma-alignment
teleo:extract/2024-01-12-futardio-proposal-create-spot-market-for-meta
teleo:extract/2025-07-24-kff-medicare-advantage-2025-enrollment-update
teleo:extract/2025-12-00-fullstack-alignment-thick-models-value
teleo:extract/2025-02-00-agreement-complexity-alignment-barriers
teleo:extract/2025-09-00-gaikwad-murphys-laws-alignment
teleo:extract/2026-00-00-alea-research-metadao-fair-launches
teleo:extract/2025-12-00-messari-ownership-coins-2026-thesis
teleo:extract/2025-12-00-federated-rlhf-pluralistic-alignment
teleo:extract/2025-00-00-frontiers-futarchy-desci-empirical-simulation
teleo:extract/2025-12-00-cip-year-in-review-democratic-alignment
teleo:extract/2025-11-00-pluralistic-values-llm-alignment-tradeoffs
teleo:extract/2025-06-02-kidscreen-mediawan-claynosaurz-animated-series
teleo:extract/2025-12-00-colosseum-stamp-introduction
teleo:extract/2025-11-00-sahoo-rlhf-alignment-trilemma
teleo:extract/2024-00-00-warden-community-notes-bridging-algorithm
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teleo:extract/2025-01-27-futardio-proposal-engage-in-500000-otc-trade-with-theia-2
teleo:extract/2026-00-00-crypto-trends-lessons-2026-ownership-coins
teleo:extract/2024-08-28-futardio-proposal-test-proposal-based-on-metadao-content
teleo:extract/2024-10-30-futardio-proposal-swap-150000-into-isc
teleo:extract/2026-03-00-solana-compass-metadao-breakout-launchpad
teleo:extract/2026-03-00-digital-asset-market-clarity-act-token-classification
teleo:extract/2024-10-22-futardio-proposal-increase-ore-sol-lp-boost-multiplier-to-6x
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teleo:extract/2020-12-00-da-costa-active-inference-discrete-state-spaces
teleo:extract/2026-01-01-futardio-launch-vaultguard
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teleo:extract/2024-06-14-futardio-proposal-fund-the-rug-bounty-program
teleo:extract/2024-11-13-futardio-proposal-cut-emissions-by-50
teleo:extract/2026-03-09-mmdhrumil-x-archive
teleo:extract/2024-07-01-futardio-proposal-proposal-1
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teleo:extract/2024-04-00-albarracin-shared-protentions-multi-agent-active-inference
teleo:extract/2025-07-00-fli-ai-safety-index-summer-2025
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teleo:extract/2025-03-05-futardio-proposal-proposal-2
teleo:extract/2024-02-05-statnews-devoted-health-losses-persist
teleo:extract/2025-09-00-orchestrator-active-inference-multi-agent-llm
teleo:extract/2026-03-08-karpathy-autoresearch-collaborative-agents
teleo:extract/2025-03-27-cnbc-critical-role-dnd-media-company
teleo:extract/2026-03-01-archive-ugc-authenticity-trust-statistics
teleo:extract/2025-03-17-norc-pace-market-assessment-for-profit-expansion
teleo:extract/2026-03-09-rambo-xbt-x-archive
teleo:extract/2021-06-29-kaufmann-active-inference-collective-intelligence
teleo:extract/2025-02-06-futardio-proposal-should-sanctum-implement-cloud-staking-and-active-staking-re
teleo:extract/2023-02-00-pmc-cost-effectiveness-homecare-systematic-review
teleo:extract/2026-02-01-seedance-2-ai-video-benchmark
teleo:extract/2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model
teleo:extract/2025-03-05-futardio-proposal-should-sanctum-use-up-to-25m-cloud-to-incentivise-inf-sol-li
teleo:extract/2024-09-19-commonwealth-fund-mirror-mirror-2024
teleo:extract/2024-06-08-futardio-proposal-reward-the-university-of-waterloo-blockchain-club-with-1-mil
teleo:extract/2025-11-07-futardio-proposal-meta-pow-the-ore-treasury-protocol
teleo:extract/2026-03-05-futardio-launch-runbookai
teleo:extract/2025-07-01-emarketer-consumers-rejecting-ai-creator-content
teleo:extract/2026-02-01-traceabilityhub-digital-provenance-content-authentication
teleo:extract/2025-10-14-futardio-launch-avici
teleo:extract/2026-03-05-futardio-launch-insert-coin-labs
teleo:extract/2026-03-04-futardio-launch-send-arcade
teleo:extract/2026-03-03-futardio-launch-cloak
teleo:extract/2026-03-05-futardio-launch-git3
teleo:extract/2025-04-00-morgan-lewis-risk-adjustment-enforcement-focus
teleo:extract/2024-03-26-futardio-proposal-appoint-nallok-and-proph3t-benevolent-dictators-for-three-mo
teleo:extract/2026-03-03-futardio-launch-digifrens
teleo:extract/2026-02-25-futardio-launch-fancy-cats
teleo:extract/2026-03-05-pineanalytics-futardio-launch-metrics
teleo:extract/2026-01-01-alixpartners-ai-creative-industries-hybrid
teleo:extract/2024-02-13-futardio-proposal-engage-in-50000-otc-trade-with-ben-hawkins
teleo:extract/2026-03-00-solana-launchpad-competitive-landscape
teleo:extract/2026-01-20-polymarket-cftc-approval-qcx-acquisition
teleo:extract/2025-00-00-nhs-england-waiting-times-underfunding
teleo:extract/2026-03-03-futardio-launch-futardio-cult
teleo:extract/2025-00-00-mats-ai-agent-index-2025
teleo:extract/2026-03-09-pineanalytics-x-archive
teleo:extract/2026-01-00-alearesearch-metadao-fair-launches-misaligned-market
teleo:extract/2026-03-07-futardio-launch-nexid
teleo:extract/2026-02-03-futardio-launch-hurupay
teleo:extract/2026-03-03-pineanalytics-metadao-q4-2025-quarterly-report
teleo:extract/2025-10-18-futardio-launch-loyal
teleo:extract/2024-12-19-futardio-proposal-allocate-50000-drift-to-fund-the-drift-ai-agent-request-for
teleo:extract/2026-00-00-friederich-against-manhattan-project-alignment
teleo:extract/2026-03-03-futardio-launch-milo-ai-agent
teleo:extract/2025-04-09-blockworks-ranger-ico-metadao-reset
teleo:extract/2026-03-04-futardio-launch-island
teleo:extract/2026-03-05-futardio-launch-torch-market
teleo:extract/2026-02-21-rakka-sol-omnipair-rate-controller
teleo:extract/2024-02-18-futardio-proposal-engage-in-100000-otc-trade-with-ben-hawkins-2
teleo:extract/2026-03-04-futardio-launch-futarchy-arena
teleo:extract/2026-02-01-coindesk-pudgypenguins-tokenized-culture-blueprint
teleo:extract/2024-06-22-futardio-proposal-thailanddao-event-promotion-to-boost-deans-list-dao-engageme
teleo:extract/2026-01-00-commonwealth-fund-risk-adjustment-ma-explainer
teleo:extract/2025-06-12-optimism-futarchy-v1-preliminary-findings
teleo:extract/2022-03-09-imf-costa-rica-ebais-primary-health-care
teleo:extract/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore
teleo:extract/2026-03-08-futardio-launch-seeker-vault
teleo:extract/2025-02-24-futardio-proposal-mtn-meets-meta-hackathon
teleo:extract/2024-07-18-futardio-proposal-approve-budget-for-champions-nft-collection-design
teleo:extract/2024-02-05-futardio-proposal-execute-creation-of-spot-market-for-meta
teleo:extract/2025-07-24-aarp-caregiving-crisis-63-million
teleo:extract/2024-08-03-futardio-proposal-approve-q3-roadmap
teleo:extract/2026-02-27-theiaresearch-metadao-claude-code-founders
teleo:extract/2024-06-05-futardio-proposal-fund-futuredaos-token-migrator
teleo:extract/2026-02-23-cbo-medicare-trust-fund-2040-insolvency
teleo:extract/2026-01-00-mechanistic-interpretability-2026-status-report
teleo:extract/2025-03-26-crfb-ma-overpaid-1-2-trillion
teleo:extract/2026-03-05-futardio-launch-tridash
teleo:extract/2026-03-03-futardio-launch-mycorealms
teleo:extract/2026-03-03-futardio-launch-open-music
teleo:extract/2025-05-00-anthropic-interpretability-pre-deployment
teleo:extract/2024-03-28-futardio-proposal-migrate-autocrat-program-to-v02
teleo:extract/2026-03-04-futardio-launch-superclaw
teleo:extract/2024-07-01-futardio-proposal-fund-artemis-labs-data-and-analytics-dashboards
teleo:extract/2025-00-00-singapore-3m-healthcare-system
teleo:extract/2026-03-07-futardio-launch-areal
teleo:extract/2024-12-04-futardio-proposal-launch-a-boost-for-usdc-ore
teleo:extract/2024-02-26-futardio-proposal-increase-meta-liquidity-via-a-dutch-auction
teleo:extract/2024-02-18-futardio-proposal-engage-in-50000-otc-trade-with-pantera-capital
teleo:extract/2024-08-28-futardio-proposal-a-very-unique-title-some-say-its-really-unique
teleo:extract/2026-03-05-futardio-launch-seyf
teleo:extract/2024-10-10-futardio-proposal-treasury-proposal-deans-list-proposal
teleo:extract/2024-12-16-futardio-proposal-implement-3-week-vesting-for-dao-payments-to-strengthen-ecos
teleo:extract/2024-12-30-futardio-proposal-fund-deans-list-dao-website-redesign
teleo:extract/2025-10-23-futardio-launch-paystream
teleo:extract/2026-03-01-contentauthenticity-state-of-content-authenticity-2026
teleo:extract/2026-03-10-iab-ai-ad-gap-widens
teleo:extract/2025-11-14-futardio-launch-solomon
teleo:extract/2026-02-25-futardio-launch-rock-game
teleo:extract/2026-03-04-futardio-launch-seekervault
teleo:extract/2026-03-05-futardio-launch-launchpet
teleo:extract/2026-02-25-karpathy-programming-changed-december
teleo:rio/stani-dao-critique
teleo:leo/network-files
teleo:extract/2025-10-20-futardio-launch-zklsol
teleo:extract/2026-03-03-futardio-launch-salmon-wallet
teleo:extract/2026-03-04-futardio-launch-pli-crperie-ambulante
teleo:astra/megastructure-multiplanetary-research
teleo:extract/2025-07-02-futardio-proposal-testing-indexer-changes
teleo:extract/2024-11-08-futardio-proposal-initiate-liquidity-farming-for-future-on-raydium
teleo:extract/2025-01-03-futardio-proposal-engage-in-700000-otc-trade-with-theia
teleo:extract/2024-08-28-futardio-proposal-proposal-7
teleo:extract/2024-11-21-futardio-proposal-should-metadao-create-futardio
teleo:extract/2026-03-04-futardio-launch-futara
teleo:extract/2024-11-21-futardio-proposal-proposal-14
teleo:rio/futarchy-entities
teleo:extract/2026-03-04-futardio-launch-one-of-sick-token
teleo:extract/2024-11-18-futardio-proposal-adopt-a-sublinear-supply-function
teleo:extract/2025-07-21-futardio-proposal-engage-in-630000-otc-trade-with-theia
teleo:extract/2025-08-20-futardio-proposal-should-sanctum-offer-investors-early-unlocks-of-their-cloud
teleo:extract/2026-01-01-futardio-launch-mycorealms
teleo:extract/2026-03-04-futardio-launch-money-for-steak
teleo:extract/2024-05-30-futardio-proposal-proposal-1
teleo:leo/ops-queue
teleo:extract/2024-08-20-futardio-proposal-test-proposal-3
teleo:extract/2024-09-05-futardio-proposal-my-test-proposal-that-rocksswd
teleo:leo/diagnostic-schemas-v2
teleo:extract/2025-02-03-futardio-proposal-should-sanctum-change-its-logo-on-its-website-and-socials
teleo:extract/2026-03-03-futardio-launch-vervepay
teleo:extract/2026-02-25-futardio-launch-turtle-cove
teleo:extract/2025-02-10-futardio-proposal-should-metadao-hire-robin-hanson-as-an-advisor
teleo:extract/2025-05-19-brookings-payor-provider-vertical-integration
teleo:extract/2025-10-06-futardio-launch-umbra
teleo:extract/2026-03-05-futardio-launch-you-get-nothing
teleo:extract/2026-03-09-futardio-launch-etnlio
teleo:extract/2024-03-00-bipartisan-policy-center-demographic-transition
teleo:leo/diagnostic-schemas
teleo:ingestion/futardio-20260310-2300
teleo:extract/2025-12-00-google-mit-scaling-agent-systems
teleo:extract/2026-02-20-claynosaurz-mediawan-animated-series-update
teleo:extract/2014-00-00-aspe-pace-effect-costs-nursing-home-mortality
teleo:extract/2025-00-00-audrey-tang-alignment-cannot-be-top-down
teleo:extract/2025-07-30-usc-schaeffer-meteoric-rise-medicare-advantage
teleo:extract/2025-02-03-usc-schaeffer-upcoding-differences-across-plans
teleo:extract/2026-01-01-multiple-human-made-premium-brand-positioning
teleo:vida/kb-health-check
teleo:extract/2011-00-00-mcwilliams-economic-history-medicare-part-c
teleo:clay/x-profiles-chronological
teleo:extract/2024-11-00-democracy-levels-framework
teleo:extract/2025-00-00-cip-democracy-ai-year-review
teleo:extract/2026-02-00-anthropic-rsp-rollback
teleo:extract/2025-10-01-pudgypenguins-dreamworks-kungfupanda-crossover
teleo:clay/research-2026-03-10
teleo:theseus/research-2026-03-10
teleo:extract/2026-03-09-solanafloor-x-archive
teleo:vida/research-ma-senior-care-2026-03-10
teleo:extract/2015-03-00-friston-active-inference-epistemic-value
teleo:extract/2026-03-09-andrewseb555-x-archive
teleo:extract/2026-03-09-kru-tweets-x-archive
teleo:extract/2022-00-00-americanscientist-superorganism-revolution
teleo:extract/2024-01-00-friston-federated-inference-belief-sharing
teleo:leo/fix-processed-domains
teleo:extract/2025-08-01-pudgypenguins-record-revenue-ipo-target
teleo:extract/2025-03-01-mediacsuite-ai-film-studios-2025
teleo:extract/2020-03-00-vasil-world-unto-itself-communication-active-inference
teleo:extract/2026-03-09-ranger-finance-x-archive
teleo:extract/2026-02-17-daftheshrimp-omfg-launch
teleo:extract/2026-02-23-harkl-2030-sovereign-intelligence-memo
teleo:extract/2021-03-00-sajid-active-inference-demystified-compared
teleo:extract/2025-02-00-kagan-as-one-and-many-group-level-active-inference
teleo:extract/2019-02-00-ramstead-multiscale-integration
teleo:extract/2026-01-01-ey-media-entertainment-trends-authenticity
teleo:extract/2024-00-00-shermer-humanity-superorganism
teleo:vida/belief-reorder-identity-reframe
teleo:clay/visitor-experience
teleo:fix/missing-domain-fields
teleo:leo/belief-identity-overhaul-clean
teleo:rio/market-brain-thesis
teleo:theseus/belief-disconfirmation-protocol
teleo:extract/2026-03-09-8bitpenis-x-archive
teleo:extract/2026-03-09-mcglive-x-archive
teleo:extract/2026-02-27-karpathy-8-agent-research-org
teleo:astra/belief-identity-overhaul
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:extract/2026-03-09-spiz-x-archive
teleo:extract/2025-12-01-a16z-state-of-consumer-ai-2025
teleo:extract/2026-03-09-rocketresearchx-x-archive
teleo:extract/2026-02-24-karpathy-clis-legacy-tech-agents
teleo:extract/2024-03-00-mcmillen-levin-collective-intelligence-unifying-concept
teleo:extract/2026-03-09-ownershipfm-x-archive
teleo:extract/2026-03-09-hurupayapp-x-archive
teleo:theseus/active-inference-research
teleo:extract/2026-03-09-blockworks-x-archive
teleo:astra/megastructure-launch-infrastructure
teleo:clay/foundation-cultural-dynamics
teleo:theseus/active-inference-claims
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/2026-03-09-abbasshaikh-x-archive
teleo:extract/2026-03-09-flashtrade-x-archive
teleo:extract/2026-03-09-richard-isc-x-archive
teleo:ingestion/futardio-20260310-1244
teleo:theseus/visitor-map-polish
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:leo/submit-skill-and-mirror
teleo:theseus/arscontexta-claim
teleo:theseus/foundations-cas
teleo:leo/cleanup-test-claim
teleo:rio/knowledge-state
teleo:rio/eval-pipeline-test
teleo:astra/batch4-manufacturing-observation-competition
teleo:leo/unprocessed-source-batch
teleo:theseus/foundations-followup
teleo:m3taversal/astra-2d07e69c
teleo:rio/foundation-gaps
teleo:clay/rio-handoff-conversation-patterns
teleo:astra/batch3-governance-stations-market-structure
teleo:rio/mechanism-design-foundation
teleo:astra/batch2-cislunar-economics-and-commons
teleo:astra/onboarding-identity-and-first-claims
teleo:leo/coordination-architecture
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:clay/entertainment-extractions
teleo:leo/failure-mode-claims
teleo:leo/synthesis-batch-4
teleo:rio/theseus-vehicle-design
teleo:leo/archive-schema-migration
teleo:rio/aschenbrenner-extraction
teleo:leo/synthesis-batch-3
teleo:rio/launch-mechanism-claims
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:leo/musings-architecture
teleo:theseus/noah-enrichments
teleo:leo/evaluator-calibration
teleo:rio/noahopinion-extraction
teleo:theseus/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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extract/20
| Author | SHA1 | Message | Date | |
|---|---|---|---|---|
| a9fd3bd807 | Merge branch 'main' into extract/2025-00-00-audrey-tang-alignment-cannot-be-top-down | |||
| 2f4d94cc86 | Merge branch 'main' into extract/2025-00-00-audrey-tang-alignment-cannot-be-top-down | |||
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d6fba083f4 |
theseus: extract claims from 2025-00-00-audrey-tang-alignment-cannot-be-top-down.md
- Source: inbox/archive/2025-00-00-audrey-tang-alignment-cannot-be-top-down.md - Domain: ai-alignment - Extracted by: headless extraction cron Pentagon-Agent: Theseus <HEADLESS> |
1 changed files with 15 additions and 1 deletions
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@ -7,11 +7,17 @@ date: 2025-01-01
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domain: ai-alignment
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secondary_domains: [collective-intelligence, mechanisms]
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format: report
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status: unprocessed
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status: processed
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priority: high
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tags: [democratic-alignment, RLCF, pluralistic-alignment, community-feedback, Taiwan, civic-AI]
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flagged_for_rio: ["RLCF as market-like mechanism — rewards for bridging-based consensus similar to prediction market properties"]
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flagged_for_clay: ["Community Notes model as narrative infrastructure — how does bridging-based consensus shape public discourse?"]
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processed_by: theseus
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processed_date: 2025-01-01
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claims_extracted: ["reinforcement-learning-from-community-feedback-rewards-bridging-consensus-across-disagreeing-groups-which-may-sidestep-preference-aggregation-impossibility.md", "top-down-corporate-alignment-is-structurally-insufficient-because-cultural-distance-from-training-distribution-degrades-value-alignment.md", "the-six-pack-of-care-integrates-industry-norms-market-design-and-community-scale-assistants-as-a-democratic-alignment-framework.md"]
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enrichments_applied: ["pluralistic alignment must accommodate irreducibly diverse values simultaneously rather than converging on a single aligned state.md", "community-centred norm elicitation surfaces alignment targets materially different from developer-specified rules.md", "democratic alignment assemblies produce constitutions as effective as expert-designed ones while better representing diverse populations.md", "AI alignment is a coordination problem not a technical problem.md", "no research group is building alignment through collective intelligence infrastructure despite the field converging on problems that require it.md"]
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extraction_model: "anthropic/claude-sonnet-4.5"
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extraction_notes: "Extracted 3 new claims focused on RLCF mechanism, cultural distance degradation, and 6-Pack framework. Applied 5 enrichments to existing claims. The RLCF mechanism is the highest-value extraction—it's a concrete technical alternative to RLHF with at-scale precedent (Community Notes) and may sidestep Arrow's impossibility theorem by finding bridging consensus rather than aggregating preferences. The Taiwan civic AI precedent significantly strengthens existing claims about democratic alignment. One enrichment challenges an existing claim about no research groups building collective intelligence infrastructure—Taiwan is actively doing this."
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---
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## Content
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@ -56,3 +62,11 @@ Key quote: "We, the people, are the alignment system we have been waiting for."
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PRIMARY CONNECTION: [[RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values]]
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WHY ARCHIVED: Proposes RLCF as a concrete technical alternative that may structurally handle preference diversity by rewarding bridging consensus rather than aggregating preferences
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EXTRACTION HINT: Focus on RLCF mechanism (bridging consensus vs. majority rule), the cultural distance finding, and the 6-Pack framework. The Arrow's theorem workaround angle is the highest-value extraction.
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## Key Facts
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- Audrey Tang is Taiwan's cyber ambassador, first digital minister, and 2025 Right Livelihood Laureate
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- Taiwan sent 200,000 random texts to citizens for AI deepfake fraud input
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- 447-person representative assembly deliberated solutions
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- Community Notes (Twitter/X) surfaces notes only when rated helpful by people with differing views
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- RLCF is implemented through platforms like Polis
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