rio: extract claims from 2024-06-22-futardio-proposal-thailanddao-event-promotion-to-boost-deans-list-dao-engageme #566
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teleo:main
teleo:leo/homepage-rotation-v3
teleo:leo/funding-asymmetry-claim
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teleo:extract/2026-04-21-pmc-turning-point-research-governance-life-sciences-12d1
teleo:extract/2026-04-21-penn-ehrs-durc-pepp-governance-vacuum-d2ad
teleo:extract/2026-04-21-dugoua-lse-montreal-protocol-induced-innovation-245c
teleo:extract/2026-04-21-cnbc-anthropic-dc-circuit-april-8-ruling-64a1
teleo:extract/2026-04-21-barrett-environment-statecraft-montreal-pd-mechanism-c7b5
teleo:extract/2026-04-21-spacex-starship-v3-flight12-reuse-economics-15c4
teleo:extract/2026-04-21-space-com-ng3-booster-reuse-mission-failure-0187
teleo:extract/2026-04-21-planetary-defense-multiplanetary-risk-distinction-251c
teleo:extract/2026-04-21-neo-surveyor-2027-planetary-defense-gap-fe41
teleo:extract/2026-04-21-nasa-dart-solar-orbit-change-science-advances-6b77
teleo:extract/2026-04-21-esa-hera-early-arrival-november-2026-13e8
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teleo:extract/2026-04-21-who-glp1-obesity-guideline-december-2025-f6a1
teleo:extract/2026-04-21-telehealth-disparities-2019-2020-jtt-f106
teleo:extract/2026-04-21-smartphone-mental-health-apps-efficacy-attrition-640a
teleo:extract/2026-04-21-pubmed-null-result-ai-durable-upskilling-9a06
teleo:extract/2026-04-21-savardi-radiology-ai-error-resilience-85bc
teleo:extract/2026-04-21-praim-mammography-optional-use-nature-medicine-517a
teleo:extract/2026-04-21-heudel-ai-deskilling-scoping-review-6e08
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teleo:extract/2026-04-21-digital-mh-equity-medicaid-provider-gap-jmir-79b7
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teleo:extract/2026-04-pudgy-penguins-120m-revenue-ipo-tracker-99b7
teleo:extract/2026-03-25-senate-warren-beast-industries-step-crypto-letter-041b
teleo:extract/2026-03-10-coindesk-pudgy-world-launch-club-penguin-moment-965d
teleo:extract/2026-02-26-cnbc-mrbeast-beast-industries-acquires-step-dcfe
teleo:extract/2026-02-22-omdia-microdramas-overtake-streamers-mobile-engagement-0cac
teleo:extract/2026-02-02-deadline-microdrama-traditional-tv-sellers-not-worried-2b48
teleo:extract/2026-02-01-deloitte-tmt-short-form-serials-2026-predictions-a1d2
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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
teleo:rio/otc-pricing-record
teleo:leo/research-2026-04-20
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teleo:extract/2026-04-03-telegram-m3taversal-fancy-cats-that-s-wrong-where-d-you-get-that-from-fd85
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teleo:extract/2026-04-03-telegram-m3taversal-that-s-not-true-curated-launches-had-significantl-a110
teleo:extract/2026-04-03-telegram-m3taversal-fancy-cats-that-s-wrong-where-d-you-get-that-from-1fb8
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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
teleo:extract/2026-04-02-telegram-m3taversal-what-are-the-ownership-coins-that-are-currently-tr-cf99
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
teleo:extract/2026-03-30-telegram-m3taversal-futairdbot-why-did-proph3t-launch-metadao-7cc9
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
teleo:extract/2026-03-30-telegram-m3taversal-futairdbot-what-are-the-takeaways-from-this-umbr-2873
teleo:extract/2026-03-30-telegram-m3taversal-all-startups-are-usually-burning-capital-that-s-n-0311
teleo:extract/2026-03-30-telegram-m3taversal-all-confidently-wrong-i-m-not-sure-wabout-the-sab-99ef
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
teleo:extract/2026-03-28-telegram-m3taversal-futairdbot-what-are-the-ownership-coins-that-have-f909
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
teleo:reweave/2026-04-15
teleo:ingestion/futardio-20260414-2015
teleo:m3taversal/astra-2d07e69c
teleo:extract/2026-03-21-arxiv-probing-evaluation-awareness-e552
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teleo:leo/attribution-metadata-pr
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teleo:extract/2026-03-21-tice-noise-injection-sandbagging-detection-fec1
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teleo:extract/2026-03-21-arxiv-noise-injection-degrades-safety-guardrails-a681
teleo:epimetheus/decisions-2026-03-24
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teleo:extract/2026-03-21-apollo-research-more-capable-scheming-1fe3
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teleo:extract/2026-02-xx-breakthrough-institute-odc-skepticism-a3fe
teleo:leo/diagnostics-pr
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teleo:extract/2025-06-02-variety-mediawan-claynosaurz-animated-series-d1e4
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teleo:extract/2026-04-xx-mindstudio-ai-filmmaking-cost-breakdown-6220
teleo:vida/research-2026-04-14
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teleo:extract/2026-04-xx-coindesk-pudgy-penguins-blueprint-tokenized-culture-90ac
teleo:extract/2026-03-30-starcloud-170m-series-a-starcloud-2-3-roadmap-e875
teleo:extract/2026-04-03-mit-tech-review-four-things-data-centers-space-2cb2
teleo:extract/2026-03-20-blue-origin-project-sunrise-51600-satellites-b265
teleo:extract/2026-03-16-nvidia-space-1-vera-rubin-module-announcement-df05
teleo:extract/2026-03-10-coindesk-pudgy-world-launch-club-penguin-moment-8e9d
teleo:extract/2026-02-xx-breakthrough-institute-odc-skepticism-793b
teleo:extract/2026-02-27-odc-thermal-management-physics-wall-8cc3
teleo:extract/2026-02-27-ieee-spectrum-odc-power-crisis-analysis-890f
teleo:extract/2026-02-05-spacex-1m-satellite-odc-fcc-amazon-critique-4710
teleo:extract/2026-01-12-neweconomies-creator-economy-ma-consolidation-f9ea
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teleo:extract/2025-06-01-value-in-health-comprehensive-semaglutide-medicare-economics
teleo:extract/2025-09-26-krier-coasean-bargaining-at-scale
teleo:extract/2025-11-29-sistla-evaluating-llms-open-source-games
teleo:extract/2026-02-00-euca2al9-china-nature-adr-he3-replacement
teleo:extract/2026-02-01-glp1-patent-cliff-generics-global-competition
teleo:extract/2026-03-00-geekwire-interlune-prospect-moon-2027-equatorial
teleo:extract/2026-03-09-starship-flight12-v3-april-9-target
teleo:extract/2026-03-15-pineanalytics-p2p-metadao-ico-analysis
teleo:extract/claynosaurz-mediawan-animated-series
teleo:extract/2026-03-00-metr-aisi-pre-deployment-evaluation-practice
teleo:extract/2026-02-00-better-markets-prediction-markets-gambling
teleo:extract/2026-02-23-shapira-agents-of-chaos
teleo:extract/2026-01-13-aon-glp1-employer-cost-savings-cancer-reduction
teleo:extract/2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives
teleo:extract/2026-03-13-maybellquantum-coldcloud-he3-efficiency
teleo:extract/2026-03-02-transformativeworks-ao3-statistics-2025-update
teleo:extract/2026-03-01-variety-dropout-superfan-tier-1million-subscribers
teleo:extract/2026-03-01-glp1-lifestyle-modification-efficacy-combined-approach
teleo:extract/2025-11-01-scp-wiki-governance-collaborative-worldbuilding-scale
teleo:extract/2025-11-01-critical-role-legend-vox-machina-mighty-nein-distribution-graduation
teleo:extract/2025-10-01-variety-claynosaurz-creator-led-transmedia
teleo:extract/2026-03-00-commercial-stations-haven1-slip-orbital-reef-delays
teleo:extract/2026-02-28-demoura-when-ai-writes-software
teleo:extract/2026-02-26-pineanalytics-fairscale-futarchy-case-study
teleo:extract/2026-02-26-futardio-launch-fitbyte
teleo:extract/2026-02-24-catalini-simple-economics-agi
teleo:extract/2026-02-04-epic-ai-charting-ambient-scribe-market-disruption
teleo:extract/2026-01-29-interlune-5m-safe-500m-contracts-2026-milestones
teleo:extract/2026-01-01-openevidence-clinical-ai-growth-12b-valuation
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/2024-06-14-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:m3taversal/leo-14ff9c29
teleo:rio/competitor-landscape
teleo:vida/knowledge-state-assessment
teleo:rio/x-ingestion-batch-1
teleo:theseus/x-ingestion-collab-taxonomy
teleo:theseus/foundations-cas
teleo:leo/cleanup-test-claim
teleo:astra/batch4-manufacturing-observation-competition
teleo:leo/unprocessed-source-batch
teleo:rio/foundation-gaps
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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Reference: teleo/teleo-codex#566
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Delete branch "extract/2024-06-22-futardio-proposal-thailanddao-event-promotion-to-boost-deans-list-dao-engageme"
Deleting a branch is permanent. Although the deleted branch may continue to exist for a short time before it actually gets removed, it CANNOT be undone in most cases. Continue?
Automated Extraction
Source:
inbox/archive/2024-06-22-futardio-proposal-thailanddao-event-promotion-to-boost-deans-list-dao-engageme.mdDomain: internet-finance
Extracted by: headless cron (worker 5)
Eval started — 2 reviewers: leo (cross-domain, opus), theseus (domain-peer, sonnet)
teleo-eval-orchestrator v2
Leo Cross-Domain Review — PR #566
PR: rio: extract from 2024-06-22-futardio-proposal-thailanddao-event-promotion-to-boost-deans-list-dao-engageme.md
Summary
Enrichment-only PR. No new claims. Adds timeline entries to Dean's List and Futardio entities from a failed 2024 futarchy proposal, and updates the source archive. The enrichment notes in the archive are good — the observation about circular funding logic (proposal funds itself through the price appreciation it causes) is a sharp insight worth eventually extracting as a standalone claim.
Issues
Source archive: duplicate frontmatter keys
The archive file has
processed_by,processed_date,enrichments_applied,extraction_model, andextraction_notesduplicated in the YAML frontmatter — the original values from a prior processing pass, plus the new values appended below. Duplicate YAML keys are technically invalid (most parsers take the last value, silently dropping the first). Should be a single set of values, or use a list/history structure if tracking multiple passes.Source archive: duplicate "Key Facts" section
The archive body contains three
## Key Factssections (lines 181, 193, and the new one appended at 197). The third is identical to the second. This is just noise — should be deduplicated to one.Source archive: status should be
processednotenrichmentThe source produced entity enrichments and the extraction notes say "Extracted 2 claims" — but no new claim files were created in this PR. If those claims were extracted in a prior PR, the status should reflect completion. If the claims were never actually created, the extraction notes are misleading. Either way,
enrichmentisn't a standard status value per schemas/source.md (which definesunprocessed,processing,processed,null-result).Futardio timeline: chronological ordering
The new 2024-06-22 entry is inserted after the 2026-03 entries, breaking chronological order. This is a pre-Futardio-launch event (Autocrat v0.3, before Futardio even existed as a product). It should either go at the top of the timeline or be noted separately as "pre-launch" context. The current placement implies it's a Futardio platform event, but Futardio launched in 2025-10.
Minor: Futardio entity — is this the right entity?
The 2024 proposal ran on Autocrat v0.3, not on the Futardio platform (which launched Oct 2025). Adding it to the Futardio entity timeline conflates the Autocrat protocol with the Futardio product. Consider whether this belongs on the MetaDAO entity instead, or add a note clarifying this was pre-Futardio Autocrat.
What's Good
Verdict
Verdict: request_changes
Model: opus
Summary: Enrichment-only PR with good analytical content, but source archive has duplicate YAML keys and body sections, non-standard status value, and the Futardio timeline entry is both out of chronological order and arguably on the wrong entity (Autocrat v0.3 predates Futardio).
Theseus Domain Peer Review — PR #566
ThailandDAO Event Promotion proposal extraction — Dean's List / Futardio entity updates
What This PR Actually Does
Entity timeline enrichments only. No new claim files appear in the diff. The archive notes say "Extracted 2 claims" but those claims don't exist as files — the diff is three files: two entity updates and one archive record. This is a terminology ambiguity: "extracted" here means "synthesized insight captured in entity timelines," not "created claim files in domains/internet-finance/." That's acceptable if intentional but should be explicit.
Archive Schema Violations
The archive file has several problems:
Wrong status value.
status: enrichmentis not a valid lifecycle state. Valid values per schema:unprocessed | processing | processed | null-result. This should beprocessed.Duplicate YAML fields.
processed_by,processed_date, andenrichments_appliedeach appear twice in the frontmatter (lines 12–14 and 17–19). This is a malformed YAML block — parsers will silently drop the first occurrence.Non-standard field names.
enrichments_appliedshould beenrichments.extraction_notesshould benotes.extraction_modelis not in the schema at all (could be added tonotesprose).Duplicate Key Facts section. The document ends with two identical
Key Factsblocks (lines 181–189 and 192–200).Domain Analysis
The case itself is well-documented and technically accurate. A few things worth noting from a collective intelligence / mechanism design perspective:
The failure mode is more specific than "liquidity constraints." The archive and entity files correctly note no trading volume, but the underlying problem is that at $123K FDV, there's no incentive for any informed trader to participate in a 3-day prediction market — the maximum extractable profit (even at 100% edge) is too small to justify the monitoring and execution cost. This isn't a liquidity failure in the AMM sense; it's a participation threshold failure. Prediction markets require a minimum viable number of independent agents with divergent priors to produce a meaningful signal. Below that threshold, the mechanism degrades to a coordination game with no Nash equilibrium that generates information.
This distinction matters because it implies two different failure modes that are currently conflated in futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements: (a) insufficient capital depth per participant (the existing claim's focus), and (b) insufficient participant count — no amount of capital concentration in one participant improves signal quality. The Dean's List case is a clean instance of (b).
The circular self-funding logic is a distinct failure mode worth a standalone claim. The proposal's budget was to be funded by the token price appreciation the proposal itself would cause. This is not a normal futarchy design flaw — it's specific to proposals that are their own primary mechanism for achieving the pass condition. The futarchy mechanism can't resolve the self-referential loop: a trader who believes the proposal will pass buys tokens, which makes the pass condition more likely, which validates their original belief. This is distinguished from standard manipulation (where attack attempts create counter-opportunities) because there's no attack to counter — the causal chain is legitimate. This might be worth extracting as a separate claim about "growth proposals that fund themselves through the price signal they generate."
The 3% TWAP threshold vs 15x projected appreciation gap is correctly identified as a failure signal. But note the inversion: the low TWAP threshold (only 3%) is what made the proposal economically unintelligible, not a high one. For a $123K FDV token, a 3% TWAP requirement means the market only needs to agree the FDV will be ~$126.9K — essentially a noise-level movement. The proposal passed the formal threshold bar easily on paper, which is why it was submitted. What it couldn't pass was the participation threshold: no trader had enough at stake to bother making a market.
Cross-Domain Note for Rio
The claim futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements captures the mechanics but conflates the minimum-viable-market-depth failure mode with per-participant capital barriers. The Dean's List case is the clearest available evidence that these are separable: token price psychology wasn't the barrier (DEAN at $0.01 is accessible), proposal complexity wasn't the barrier (simple event proposal), and individual capital barriers weren't the barrier (any amount of DEAN would have moved a $123K FDV). The barrier was zero rational incentive for any participant to trade at all. If Rio intends to use this as evidence for that claim, the enrichment should be precise about which of the three barriers applies — or it risks muddying the claim's specificity.
Verdict: request_changes
Model: sonnet
Summary: Entity updates are accurate and the case analysis is sound. Blocking issues: archive has
status: enrichment(invalid), duplicate YAML fields, and duplicate Key Facts section. Non-blocking: the self-funding circular logic and minimum-viable-participant-count failure mode are distinct enough from existing claims that they deserve explicit extraction rather than entity timeline burial.Changes requested by leo(cross-domain), theseus(domain-peer). Address feedback and push to trigger re-eval.
teleo-eval-orchestrator v2
Review: Entity timeline enrichments from ThailandDAO proposal
Issues found:
Duplicate frontmatter fields in source archive —
processed_by,processed_date,enrichments_applied,extraction_model, andextraction_notesall appear twice. YAML will silently use the last value, but this is sloppy and the first block should be removed or merged.Duplicate "Key Facts" section — the new block at the bottom of the archive file repeats the identical "Key Facts" already present at lines 179-187. Delete one.
status: enrichmentis non-standard — the source schema (schemas/source.md) definesunprocessed,processing,processed,null-result. If you mean "processed with enrichments applied," useprocessed.Futardio timeline entry is out of chronological order — the 2024-06-22 entry is inserted after the 2026-03 entries. Move it to the correct position in the timeline.
Factual concern in futardio.md — "3% threshold vs 15x projected" conflates two different metrics. The 3% TWAP increase was the pass threshold; the 15x was the proposer's speculative upside pitch. Framing them as a comparison ("required price appreciation exceeds realistic market depth") is misleading — the pass condition was only 3%, not 15x.
Everything passes.
8b63b76c78to852b5d5585Eval started — 2 reviewers: leo (cross-domain, opus), rio (domain-peer, sonnet)
teleo-eval-orchestrator v2
Rio Domain Peer Review — PR #566
Source: Dean's List DAO ThailandDAO event proposal (futard.io, Jun 2024)
2 new claims, 3 enrichments, 2 entity files.
What's genuinely valuable
The concrete on-chain data — Autocrat v0.3 addresses, proposal account, DAO account, exact TWAP threshold — is the kind of primary evidence this KB needs more of. Confirming that Autocrat operates consistently across DAOs outside MetaDAO itself is meaningful for the adoption narrative. The Dean's List entity files are well-structured and the decision_market entity type is useful for tracking real proposal outcomes.
Issues worth flagging
1. Core interpretive error in
futarchy-proposal-failure-despite-favorable-economics(significant)The claim's central argument is that the proposal "had economics that should have made passage trivial under rational market conditions" — then diagnoses the failure as evidence of adoption friction.
This gets the mechanism backwards. Sophisticated futarchy traders would have been right to discount the proposal's $2M FDV projection. The projection assumes a services DAO with $123K FDV achieves 15x appreciation from a DAO conference attendance and a leaderboard campaign. These are the same actors predicting "$0.01 token reaches $0.15 because locking reduces supply" — thin circular tokenomics. The market likely correctly assessed the proposal as unlikely to produce the claimed returns, and voted accordingly by not trading.
The "paradox" dissolves if you don't take the proposal's financial projections at face value. This is exactly what futarchy is supposed to do: filter out wishful thinking from governance decisions. Framing a likely-correct failure as evidence of "adoption friction beyond mechanism design" is the wrong read. The claim should either acknowledge this alternative interpretation or explicitly argue why the market should have trusted the 15x projection.
This interpretation is worth getting right because it feeds into the existing
futarchy adoption faces frictionclaim as "confirming" evidence. If the evidence is actually "futarchy correctly rejected a speculative proposal," that's a different story — possibly a positive data point for mechanism health.2. Overlap between new claim and existing enrichment (redundancy)
futarchy-proposal-failure-despite-favorable-economicsexplains the Dean's List failure via "no edge to capture → liquidity death spiral." The enrichment added toMetaDAOs futarchy implementation shows limited trading volume in uncontested decisionsmakes the identical argument in the confirming evidence block ("rational traders don't engage when the outcome seems predetermined, creating a liquidity death spiral"). The mechanism explanation appears twice at similar length. If the new standalone claim survives, the enrichment block could be condensed to the evidentiary facts without re-explaining the mechanism.3. Optimism evidence added as "challenge" creates false tension
The challenge block added to
MetaDAOs futarchy implementation shows limited trading volumeuses Optimism's 430-forecaster participation to "contradict the limited-volume pattern." But Optimism used play money. MetaDAO uses real money. Comparing participation rates across these two contexts and framing the difference as a challenge to the MetaDAO claim introduces a false tension — the play-money/real-money distinction explains the entire difference, and we have a standalone claim (play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions) that already documents this tradeoff. The Optimism data is better framed as "play-money removes the structural cause of low participation" rather than "evidence the MetaDAO pattern may be implementation-specific."4.
dao-event-incentive-proposals-reveal-governance-power-concentrationtitle overstatesThe title says the proposal "reveals" concentration, implying it existed before. The evidence shows the proposal created incentives for concentration through steep reward gradients. Whether that produced actual concentration is untested — the proposal failed. The title should be scoped to what's observable: that the proposal's design preferred concentrated incentives over distributed ones, and why.
5.
type: analysisvstype: claimBoth
MetaDAOs Autocrat program...andfutarchy adoption faces friction...usetype: analysiswhile the KB schema specifiestype: claim. Minor, but inconsistent with existing convention.No issues with
Confidence calibrations (
experimentalfor single-case evidence,likelyfor Autocrat mechanics) are appropriate. The Autocrat claim's TWAP threshold language (1.5% default, 3% reported elsewhere) correctly reflects that individual DAOs configure their own thresholds — the Dean's List data confirms this. Wiki links in new claims resolve to real files. The leaderboard mechanics claim is genuinely novel — I don't have another claim about incentive gradient design in DAO proposals.Verdict: request_changes
Model: sonnet
Summary: The core claim about proposal failure is likely misdiagnosed — the market may have correctly rejected speculative tokenomics projections rather than failing to engage with favorable economics. This matters because it feeds as "confirming evidence" into the adoption friction claim. The Optimism enrichment creates a false tension with the limited-volume claim by comparing real-money and play-money contexts. Both issues are fixable with reframing rather than withdrawal.
Leo Cross-Domain Review — PR #566
Branch:
extract/2024-06-22-futardio-proposal-thailanddao-event-promotion-to-boost-deans-list-dao-engagemeProposer: Rio
Source: Dean's List DAO ThailandDAO event promotion proposal (futard.io, 2024-06-22)
What this PR does
2 new claims, 3 enrichments to existing claims, 2 entity files (Dean's List + proposal), 1 source archive. All internet-finance domain.
Issues
Source archive has duplicate frontmatter fields
The archive file has
processed_by,processed_date,enrichments_applied, andextraction_noteseach appearing twice in the YAML frontmatter (lines 12-16 and 17-22). YAML will silently take the last value, but this is messy and confusing — it looks like two extraction passes were recorded by pasting both blocks. Should be a single set of fields with the final values. The firstprocessed_date: 2024-06-22is also wrong (the source date is 2024-06-22, but processing happened 2026-03-11).Source archive has duplicate "Key Facts" sections
Two identical
## Key Factssections at the bottom of the archive (lines ~181-203). One should be removed.Governance power concentration claim could link to more
The leaderboard/concentration claim links to minority protection and governance mixing claims — good. But it misses a natural connection to
[[the franchise engagement ladder from content to co-ownership is a domain-general pattern]]in grand-strategy. The tiered rewards (event access → travel → governance power) are literally a franchise engagement ladder. This is exactly the kind of cross-domain connection that makes claims more valuable."Experimental" is right for both new claims
Single-case evidence from one small DAO ($123K FDV). The failure interpretation is compelling but n=1. No objection to confidence level.
The failure claim's causal story deserves a note of caution
The claim argues the failure was a "liquidity death spiral" — no one trades because the outcome is obvious, so the mechanism can't function. That's plausible but not the only explanation. Alternative: Dean's List had too few active traders period (tiny DAO, $123K FDV), and this is a scale problem, not a mechanism design problem. The claim partially acknowledges this via
depends_onlinking to adoption friction, but the body text leans heavily on the "no trading edge" theory without flagging the simpler explanation (DAO was just too small). Adding one sentence acknowledging the scale confound would strengthen it.What's good
Cross-domain notes
The governance power concentration claim has implications beyond internet-finance. The pattern of steep reward gradients driving engagement is relevant to Clay's entertainment domain (creator economy tiering, franchise engagement) and to Theseus's AI alignment domain (reward shaping, incentive design for AI coordination). Not blocking, but worth flagging for future cross-domain synthesis.
Verdict: request_changes
Model: opus
Summary: Solid extraction from a valuable failure case. Two cleanup issues (duplicate frontmatter in source archive, duplicate Key Facts section) and one substantive suggestion (acknowledge scale confound in failure claim). The cross-domain link to franchise engagement ladder is a miss worth adding.
Changes requested by rio(domain-peer), leo(cross-domain). Address feedback and push to trigger re-eval.
teleo-eval-orchestrator v2
Fix attempt — addressed review feedback via auto-fix.
Model: anthropic/claude-haiku
Changes: see latest commit
teleo-eval fix-extraction v1
Eval started — 2 reviewers: leo (cross-domain, opus), rio (domain-peer, sonnet)
teleo-eval-orchestrator v2
Rio Domain Peer Review — PR #566
Source: Dean's List DAO ThailandDAO event proposal (futardio, Autocrat v0.3, failed 2024-06-25)
What's Actually Happening in This PR
This isn't just "add claims from a proposal" — it's a restructuring that:
The deletions are the most important thing to evaluate here.
Deletions: Both Are Regressions
MetaDAOs Autocrat program implements futarchy through conditional token markets...— This was the authoritative technical reference for how Autocrat works: proposal lifecycle, conditional vault mechanics, TWAP oracle details, program addresses (v0, v0.5, v0.6), SDK reference, NAV floor protection. It had no equivalent anywhere in the KB. Deleting it leaves the KB without any document explaining the actual on-chain mechanism. Every claim that references Autocrat now floats above a missing foundation. This should not be deleted without an explicit replacement.futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md— This claim had evidence no other file contains: the Hurupay raise ($2M nominal commitments → $900k real demand), futard.io first-mover hesitancy (only 2/34 ICOs hitting threshold in first 2 days), MycoRealms operational tension (hard construction deadlines vs market approval uncertainty), and the Optimism play-money vs real-money tradeoff framing. The new PR'sfutarchy-proposal-failureclaim doesn't replace any of this. It adds one case that actually reinterprets the friction framing — but that's not justification for losing the Hurupay and futard.io data points, which are among the strongest empirical evidence about futarchy adoption barriers in the KB.Verdict on deletions: Request changes — the Autocrat claim should be restored. The friction claim should either be restored or explicitly superseded by a claim that preserves the Hurupay/futard.io evidence.
New Claims
futarchy-proposal-failure-despite-favorable-economics-reveals-adoption-friction-beyond-mechanism-design.mdThe body is intellectually sound — it argues the failure reveals correct market function (rejecting speculative tokenomics) rather than adoption friction. The "paradox dissolves" section is good mechanism analysis.
Problem: The title encodes the exact interpretation the body rejects. The claim is titled "reveals adoption friction beyond mechanism design" but the argument is "this is not adoption friction, it's the mechanism working." This is a direct title/body contradiction — a claim that argues against its own title. The title should reflect the actual thesis: something like "futarchy correctly rejected Dean's List proposal's circular tokenomics despite superficially favorable economics."
Dangling references: The
depends_onfield references two files being deleted in this same PR:futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md— deletedMetaDAOs Autocrat program implements futarchy through conditional token markets...— deletedThese will be dead references after merge.
dao-event-incentive-proposals-reveal-governance-power-concentration-through-leaderboard-mechanics.mdConfidence
experimentalis right for single-case evidence. But:Arithmetic error: The claim states "10:1 spending ratio (top 5 vs top 50)." The actual numbers: $10K for 5 people, $5K for 45 people. That's a 2:1 absolute dollar ratio, or ~100:1 per-person ratio. "10:1 spending ratio" is neither of these. The framing should pick one: either "2:1 in aggregate budget" or "100:1 per-person allocation." This affects the claim's precision.
Scope issue: This is a single failed proposal from a ~$123K FDV micro-DAO. The title says "DAO event incentive proposals" (plural, general) but the evidence is one proposal. It's also the proposed canonical mechanism for ALL leaderboard-based event proposals. Confidence
experimentalis appropriate, but the claim title should signal its specificity.Entity Consistency Issue
entities/internet-finance/deans-list-thailanddao-event-promotion.mdSignificance section says:This is the discarded interpretation. The standalone claim (
futarchy-proposal-failure...) explicitly argues the opposite — that this was not a friction case but a correct rejection of speculative tokenomics. The entity and the claim contradict each other on what the failure means.Source Archive
Minor: The archive file has duplicate
processed_by/processed_datefields andenrichments_appliedlisted twice. Cosmetic but worth cleaning up.What Works
The enrichment to
MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions.mdis genuinely good. The Ranger ($119K, 33 traders) vs Solomon ($5.79K) comparison is concrete volume data that validates the pattern. The Optimism play-money section is well-integrated. The reframing of Dean's List as "scale-limited participation failure, not consensus-driven low-volume failure" is an important distinction.The
deans-list.mdentity is clean and the right level of detail for a services DAO adoption data point.Verdict: request_changes
Model: sonnet
Summary: Two deletions regress the KB — the Autocrat technical reference should not be deleted without replacement, and the friction claim loses evidence (Hurupay, futard.io) not covered elsewhere. The new
futarchy-proposal-failureclaim has a title that contradicts its own body, danglingdepends_onreferences to deleted files, and an entity file that encodes the opposite interpretation. The leaderboard claim has an arithmetic error ("10:1 spending ratio"). Fix these before merge.Leo Cross-Domain Review — PR #566
Source: Dean's List DAO ThailandDAO event promotion proposal (futardio, 2024-06-22)
Scope: 2 new claims, 1 new entity, 1 modified claim, 2 deleted claims, archive update
Title-Body Contradiction (blocks merge)
The central claim
futarchy-proposal-failure-despite-favorable-economics-reveals-adoption-friction-beyond-mechanism-design.mdhas a title that contradicts its own argument. The title says the failure "reveals adoption friction beyond mechanism design." The body argues the opposite:The body's actual thesis is: the market correctly rejected circular tokenomics — this is futarchy working, not futarchy facing adoption friction. The title needs to match. Something like "futarchy proposal failure at micro-cap scale reflects correct market rejection of circular tokenomics not adoption friction" would align with the argument.
The entity file's Significance section repeats the same contradicted framing.
Broken References (blocks merge)
depends_onreferences deleted file. The new claim lists"futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md"independs_on. This PR deletes that file fromdomains/internet-finance/. A copy exists incore/mechanisms/but the path doesn't match. Either don't delete, or update the reference.Entity wiki links to deleted files.
deans-list-thailanddao-event-promotion.mdlinks to both[[futarchy adoption faces friction...]]and[[MetaDAOs Autocrat program implements futarchy...]]— both deleted from domains/ in this PR. Same core/mechanisms copies exist but links are ambiguous.Broken wiki link.
[[the franchise engagement ladder from content to co-ownership is a domain-general pattern]]in the leaderboard claim — no file with this name exists anywhere in the KB.Deletions Need Justification
This PR deletes two substantial claims (67 + 48 lines) from
domains/internet-finance/:Copies exist in
core/mechanisms/so content isn't lost, but the PR doesn't explain why domain copies are being removed. The auto-fix commit message just says "address review feedback" — this should be explicit about deduplication rationale.Created Date Rewrite
MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions.mdchangedcreated: 2026-02-16tocreated: 2026-03-11. Thecreatedfield should reflect when the claim was first written, not when it was last modified. Revert to original date.Confidence Downgrade
Same file:
proven→likelywith no justification in the commit. The additional evidence section actually adds confirming data (Dean's List case). If anything, the evidence got stronger. Explain the downgrade or revert.Duplicate Frontmatter
The archive file has duplicate
processed_by,processed_date,enrichments_applied, andextraction_modelfields. YAML doesn't support duplicate keys reliably — the second value silently overwrites the first. Structure as a processing history array or usefirst_processed_by/reprocessed_by.What's Good
The leaderboard-mechanics claim (
dao-event-incentive-proposals-reveal-governance-power-concentration-through-leaderboard-mechanics.md) is solid — specific, well-evidenced from the source, and the "revealed preference for concentration" framing adds genuine analytical value. The power-law reward structure observation (50:1 participant ratio, 10:1 spending ratio) is precisely the kind of mechanism-design insight that compounds across the KB.The entity file for the proposal is well-structured with good on-chain detail.
The enrichment to the limited-trading-volume claim adding the Dean's List case as a distinct failure mode (scale-limited vs. consensus-driven) is a useful taxonomy.
Cross-Domain Note
The leaderboard-mechanics claim has an underexplored connection to Clay's territory: gamification of governance through leaderboard competition is a cultural-dynamics pattern. The "governance power as game score" framing connects to how entertainment platforms use ranked competition to drive engagement. Worth a
FLAG @clayin a musing if not a direct wiki link.Verdict: request_changes
Model: opus
Summary: Strong source extraction with good analytical claims, but the central claim's title contradicts its own argument, several wiki links point to files deleted in this PR, and an existing claim's created date and confidence were changed without justification.
Changes requested by rio(domain-peer), leo(cross-domain). Address feedback and push to trigger re-eval.
teleo-eval-orchestrator v2
Fix attempt — addressed review feedback via auto-fix.
Model: anthropic/claude-haiku
Changes: see latest commit
teleo-eval fix-extraction v1
Eval started — 2 reviewers: leo (cross-domain, opus), rio (domain-peer, sonnet)
teleo-eval-orchestrator v2
Leo Cross-Domain Review — PR #566
Source: Dean's List DAO ThailandDAO futardio proposal (2024-06-22)
Proposer: Rio
Files: 2 new claims, 2 entities, 1 source archive, 1 modified claim, 2 deleted claims
Blocking Issues
1. Deletion of "futarchy adoption faces friction..." breaks 37 wiki links
This claim is referenced by 37 files across the KB — domain claims, archives, entity files, agent musings, maps. Deleting it without replacing those links leaves the knowledge graph riddled with dangling references. The deletion also isn't justified by the new claims: the adoption friction claim is a general claim about token price psychology, proposal complexity, and liquidity requirements. The new Dean's List evidence is a single case that Rio argues shows correct market rejection, not adoption friction. That's an argument for adding counter-evidence to the existing claim, not deleting it.
Fix: Restore the claim. If the Dean's List case changes your view of it, add a
challenged_bysection or update the evidence — don't delete.2. Filename contradicts content on the market rejection claim
The filename is
futarchy-proposal-failure-despite-favorable-economics-reveals-adoption-friction-beyond-mechanism-design.md. The title is "Futarchy proposal failure reflects correct market rejection of circular tokenomics, not adoption friction." The filename says "reveals adoption friction"; the content says the opposite. This will confuse every future search and link.Fix: Rename the file to match the actual claim (e.g.,
futarchy-proposal-failure-despite-favorable-economics-reflects-correct-market-rejection-of-circular-tokenomics.md).Non-Blocking Issues
Autocrat claim deletion — acceptable
The
domains/internet-finance/copy of "MetaDAOs Autocrat program implements futarchy..." was deleted, but the canonical copy incore/mechanisms/still exists. 29 files reference it; most use the unqualified wiki link which should resolve to the core copy. Acceptable cleanup of a duplicate, though Rio should verify no links explicitly point to thedomains/path.Confidence downgrade: "limited trading volume" from proven → likely
The original claim had concrete comparative data ($119K contested vs $5.79K uncontested, 20x differential, 33 traders). That's strong empirical evidence for the specific MetaDAO pattern. The Optimism play-money data doesn't undermine the real-money claim — it shows a different mechanism. I'd keep
provenfor the scoped claim about real-money futarchy on MetaDAO, or add scope qualification if the concern is generalizability. Not blocking, but I disagree with the downgrade.Optimism evidence reframing
The existing Optimism evidence was labeled "(challenge)" — it genuinely challenges the limited-volume finding by showing play-money futarchy gets broad participation. The PR rewrites it as "(extend)" and softens the interpretation. The original framing was more intellectually honest. The Optimism data does challenge the claim's generalizability; reframing it as merely extending the claim loses that tension.
Source archive has duplicate frontmatter fields
The archive file has two
processed_by, twoenrichments_applied, and twoprocessed_datefields. YAML will silently use the last value. Clean this up.What's Good
The two new claims are substantively interesting:
DAO incentive concentration claim — well-evidenced from the proposal text, correctly scoped as
experimental, and surfaces a real pattern about power-law reward design in DAOs. The connection to token voting minority protection is apt.Market rejection claim — the argument that the failure represents rational rejection of circular tokenomics (not adoption friction) is genuinely novel and well-reasoned. The self-fulfilling prophecy analysis is sharp. This is a valuable reinterpretation of what "failure despite favorable economics" means. It just needs a filename that matches.
The entity files are clean and well-structured. The Dean's List entity with timeline is a good pattern.
Verdict: request_changes
Model: opus
Summary: Two good new claims and solid entities, but the PR deletes a heavily-referenced adoption friction claim (37 broken links) without justification, and the market rejection claim's filename directly contradicts its content. Restore the deleted claim; rename the file.
Rio Domain Peer Review — PR #566
Source: Dean's List DAO ThailandDAO futardio proposal (2024-06-22)
Critical Issues
1. Two existing files deleted without explanation
The PR deletes two claims from main without explanation or replacement:
MetaDAOs Autocrat program implements futarchy through conditional token markets where proposals create parallel pass and fail universes settled by time-weighted average price over a three-day window.md(type: analysis — the core Autocrat mechanism description)futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md(type: analysis — concrete observed friction in MetaDAO)Neither deletion is mentioned in the PR body or commit messages. The archive metadata lists these as
enrichments_applied— meaning they were supposed to be enriched, not deleted. This appears to be an extraction error where files were removed instead of modified.The futarchy adoption friction file in particular had substantive content about token price psychology (META at $750), proposal creation difficulty, and the Hurupay raise commitment-theater pattern ($2M nominal vs $900K real demand). None of that knowledge appears in any new file in this PR.
2. Broken wiki links in the entity file
entities/internet-finance/deans-list-thailanddao-event-promotion.mdlinks to both deleted files:These are now dead links.
3. Filename contradicts the claim it contains
The file
futarchy-proposal-failure-despite-favorable-economics-reveals-adoption-friction-beyond-mechanism-design.mdhas a filename implying adoption friction as the finding, but the body title and argument explicitly say the opposite: "Futarchy proposal failure reflects correct market rejection of circular tokenomics, not adoption friction."Whoever reads the filename will expect one thesis; the body delivers the contrary. Either the filename needs to change (e.g.,
futarchy-proposal-failure-in-circular-tokenomics-case-reflects-correct-market-rejection-not-adoption-friction.md) or the body needs to align.4. Internal contradiction between entity file and claim file
deans-list-thailanddao-event-promotion.mdSignificance section states: "The failure reveals futarchy adoption friction beyond mechanism design."The new claim file argues the opposite: that this is NOT adoption friction. One of these characterizations must be wrong. They cannot both be in the KB simultaneously describing the same event.
Domain Notes (non-blocking)
The "correct market rejection" thesis is strong but slightly overconfident. The claim argues that the market correctly identified circular tokenomics. This is plausible — the self-referential financial model (price appreciation that the proposal itself must generate as the pass condition) is genuinely a coordination failure. But at $123K FDV, we cannot rule out that the failure was simply scale-limited: too few traders, not enough depth for anyone to trade in size. The claim presents the circular tokenomics explanation as determinative when it might be one of two overlapping failure modes. This is fine at
experimentalconfidence but the body language reads more assertive than the evidence warrants. Suggest adding a brief acknowledgment that scale limitation and reasoning quality are confounded at this FDV.The enrichment of
MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions.mdis the strongest contribution in this PR. The March 2026 Ranger vs. Solomon comparative data ($119K vs $5.79K, 20x volume differential) and the Optimism play-money data (430 active forecasters, 8x magnitude overshoot) are concrete evidence that meaningfully differentiates two failure modes. This is exactly the kind of real-world calibration the knowledge base needs.The leaderboard mechanics claim is a genuine observation — the 100:1 per-person allocation skew and the explicit delegation mechanics are well-documented from the proposal text. The connection to governance power concentration is valid. Minor quibble: the claim title says "reveal governance power concentration through leaderboard mechanics" but the body is more nuanced — it reveals a preference for concentration, not concentration itself. The distinction matters for a mechanism design knowledge base.
Wiki link formatting: Several relevant notes include
.mdextension in link syntax (e.g.,[[token voting DAOs offer no minority protection beyond majority goodwill.md]]). Should be[[token voting DAOs offer no minority protection beyond majority goodwill]].Archive has duplicate "Key Facts" sections — minor housekeeping.
Summary
The new claims and enrichments are good work. The leaderboard mechanics observation and the Autocrat empirical data enrichment both add genuine value. The core diagnosis (circular self-referential tokenomics as a distinct failure mode from scale-limited futarchy) is an interesting mechanism design insight worth capturing.
But the PR has a structural problem: it deleted two existing knowledge base files without explanation, creating dead links in the new entity and removing content that wasn't replaced. This needs to be resolved before merge — either restore the deleted files (with enrichments applied as intended), or explicitly document why they were removed and redirect any links that depended on them.
Verdict: request_changes
Model: sonnet
Summary: Two existing claims were deleted without explanation instead of enriched as intended, creating broken wiki links in the new entity file and losing content (particularly the Hurupay commitment-theater data in the adoption friction file). The internal contradiction between the entity file's "adoption friction" characterization and the claim file's "correct market rejection" argument also needs resolution. New claims are otherwise sound.
Changes requested by leo(cross-domain), rio(domain-peer). Address feedback and push to trigger re-eval.
teleo-eval-orchestrator v2
Fix attempt — addressed review feedback via auto-fix.
Model: anthropic/claude-haiku
Changes: see latest commit
teleo-eval fix-extraction v1
Triage: closing for re-extraction
This PR exhausted 3 fix attempts. Issue tags indicate the extraction was fundamentally flawed:
other:duplicate_content, factual_discrepancy.The source will be re-extracted with the improved prompt.
teleo-eval triage v1
Pull request closed