rio: extract claims from 2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model #726
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teleo:extract/2025-11-00-sahoo-rlhf-alignment-trilemma
teleo:extract/2025-11-07-futardio-proposal-meta-pow-the-ore-treasury-protocol
teleo:extract/2025-11-14-futardio-launch-solomon
teleo:extract/2025-11-06-trump-novo-lilly-glp1-price-deals-medicare
teleo:extract/2025-11-00-operationalizing-pluralistic-values-llm-alignment
teleo:extract/2025-10-23-futardio-launch-paystream
teleo:extract/2025-10-18-futardio-launch-loyal
teleo:extract/2025-10-15-futardio-proposal-lets-get-futarded
teleo:extract/2025-10-14-futardio-launch-avici
teleo:extract/2025-10-06-futardio-launch-umbra
teleo:extract/2025-10-01-variety-claynosaurz-creator-led-transmedia
teleo:extract/2025-07-24-kff-medicare-advantage-2025-enrollment-update
teleo:extract/2025-07-24-aarp-caregiving-crisis-63-million
teleo:extract/2025-07-01-sarcopenia-glp1-muscle-loss-elderly-risk
teleo:extract/2025-06-02-kidscreen-mediawan-claynosaurz-animated-series
teleo:extract/2025-06-01-variety-mediawan-claynosaurz-animated-series
teleo:extract/2025-06-01-value-in-health-comprehensive-semaglutide-medicare-economics
teleo:extract/2025-06-00-li-scaling-human-judgment-community-notes-llms
teleo:extract/2025-05-01-nejm-semaglutide-mash-phase3-liver
teleo:extract/2025-04-25-bournassenko-queueing-theory-cicd-pipelines
teleo:extract/2025-03-17-norc-pace-market-assessment-for-profit-expansion
teleo:extract/2025-03-10-bloomberg-mrbeast-feastables-more-money-than-youtube
teleo:extract/2025-03-01-medicare-prior-authorization-glp1-near-universal
teleo:extract/2025-02-10-futardio-proposal-addy-dao-proposal
teleo:extract/2025-01-14-futardio-proposal-should-deans-list-dao-update-the-liquidity-fee-structure
teleo:extract/2025-01-01-select-cost-effectiveness-analysis-obesity-cvd
teleo:extract/2025-01-01-sage-algorithmic-content-creation-systematic-review
teleo:extract/2025-00-00-nhs-england-waiting-times-underfunding
teleo:extract/2025-00-00-em-dpo-heterogeneous-preferences
teleo:extract/2024-12-19-futardio-proposal-allocate-50000-drift-to-fund-the-drift-ai-agent-request-for
teleo:extract/2024-12-02-futardio-proposal-approve-deans-list-treasury-management
teleo:extract/2024-11-25-futardio-proposal-launch-a-boost-for-hnt-ore
teleo:extract/2024-11-21-futardio-proposal-proposal-13
teleo:extract/2024-11-01-aspe-medicare-anti-obesity-medication-coverage
teleo:extract/2024-10-22-futardio-proposal-hire-advaith-sekharan-as-founding-engineer
teleo:extract/2024-08-30-futardio-proposal-approve-budget-for-pre-governance-hackathon-development
teleo:extract/2024-08-28-futardio-proposal-test-proposal-based-on-metadao-content
teleo:extract/2024-08-27-futardio-proposal-fund-the-drift-superteam-earn-creator-competition
teleo:extract/2024-08-14-futardio-proposal-develop-memecoin-launchpad
teleo:extract/2024-05-30-futardio-proposal-drift-futarchy-proposal-welcome-the-futarchs
teleo:extract/2024-05-29-nejm-flow-trial-semaglutide-kidney-outcomes
teleo:extract/2024-03-19-futardio-proposal-engage-in-250000-otc-trade-with-colosseum
teleo:extract/2024-01-24-futardio-proposal-develop-amm-program-for-futarchy
teleo:extract/2021-02-00-mckinsey-facility-to-home-265-billion-shift
teleo:extract/2024-08-28-futardio-proposal-a-very-unique-title-some-say-its-really-unique
teleo:leo/consolidate-batch3
teleo:extract/2024-11-00-ai4ci-national-scale-collective-intelligence
teleo:extract/2024-08-01-jmcp-glp1-persistence-adherence-commercial-populations
teleo:extract/2024-07-09-futardio-proposal-initialize-the-drift-foundation-grant-program
teleo:extract/2024-06-22-futardio-proposal-thailanddao-event-promotion-to-boost-deans-list-dao-engageme
teleo:extract/2024-06-14-futardio-proposal-fund-the-rug-bounty-program
teleo:extract/2024-05-27-futardio-proposal-proposal-1
teleo:extract/2024-04-00-conitzer-social-choice-guide-alignment
teleo:extract/2024-02-00-chakraborty-maxmin-rlhf
teleo:extract/2024-00-00-dagster-data-backpressure
teleo:extract/2023-11-18-futardio-proposal-develop-a-lst-vote-market
teleo:ingestion/futardio-20260315-1600
teleo:extract/2023-00-00-sciencedirect-flexible-job-shop-scheduling-review
teleo:extract/2022-06-07-slimmon-littles-law-scale-applications
teleo:extract/2021-09-00-vlahakis-aimd-scheduling-distributed-computing
teleo:extract/2021-04-00-tournaire-optimal-control-cloud-resource-allocation-mdp
teleo:extract/2019-07-00-li-overview-mdp-queues-networks
teleo:extract/2019-00-00-whitt-what-you-should-know-about-queueing-models
teleo:extract/2019-00-00-liu-modeling-nonstationary-non-poisson-arrival-processes
teleo:extract/2016-00-00-cambridge-staffing-non-poisson-non-stationary-arrivals
teleo:extract/2016-00-00-corless-aimd-dynamics-distributed-resource-allocation
teleo:extract/2018-00-00-siam-economies-of-scale-halfin-whitt-regime
teleo:extract/2024-08-28-futardio-proposal-proposal-7
teleo:extract/2024-11-13-futardio-proposal-cut-emissions-by-50
teleo:extract/2024-10-01-jams-eras-tour-worldbuilding-prismatic-liveness
teleo:extract/2024-08-01-variety-indie-streaming-dropout-nebula-critical-role
teleo:extract/2021-06-29-kaufmann-active-inference-collective-intelligence
teleo:extract/2021-02-00-pmc-japan-ltci-past-present-future
teleo:extract/2018-03-00-ramstead-answering-schrodingers-question
teleo:extract/2018-00-00-simio-resource-scheduling-non-stationary-service-systems
teleo:ingestion/futardio-20260315-1530
teleo:leo/consolidate-final-5
teleo:leo/consolidate-closed-prs-batch2
teleo:extract/2026-02-25-futardio-launch-rabid-racers
teleo:extract/2023-12-16-futardio-proposal-develop-a-saber-vote-market
teleo:extract/2024-02-13-futardio-proposal-engage-in-50000-otc-trade-with-ben-hawkins
teleo:extract/2024-11-25-futardio-proposal-prioritize-listing-meta
teleo:extract/2026-03-04-futardio-launch-futarchy-arena
teleo:extract/2026-03-03-futardio-launch-mycorealms
teleo:extract/2024-06-08-futardio-proposal-reward-the-university-of-waterloo-blockchain-club-with-1-mil
teleo:extract/2026-03-05-futardio-launch-runbookai
teleo:extract/2026-03-05-pineanalytics-futardio-launch-metrics
teleo:extract/2024-12-30-futardio-proposal-fund-deans-list-dao-website-redesign
teleo:extract/2025-02-06-futardio-proposal-should-sanctum-implement-cloud-staking-and-active-staking-re
teleo:extract/2026-02-17-futardio-launch-epic-finance
teleo:extract/2026-03-09-futarddotio-x-archive
teleo:extract/2026-03-05-futardio-launch-blockrock
teleo:extract/2026-02-00-metadao-strategic-reset-permissionless
teleo:extract/2025-12-00-messari-ownership-coins-2026-thesis
teleo:extract/2026-01-00-alearesearch-metadao-fair-launches-misaligned-market
teleo:extract/2026-03-06-futardio-launch-lobsterfutarchy
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/2026-03-07-futardio-launch-nexid
teleo:extract/2024-06-05-futardio-proposal-fund-futuredaos-token-migrator
teleo:extract/2026-03-09-pineanalytics-x-archive
teleo:extract/2026-02-03-futardio-launch-hurupay
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/2026-03-05-futardio-launch-seyf
teleo:extract/2024-04-00-albarracin-shared-protentions-multi-agent-active-inference
teleo:extract/2026-02-01-seedance-2-ai-video-benchmark
teleo:extract/2026-03-11-futardio-launch-mycorealms
teleo:extract/2026-03-03-futardio-launch-cloak
teleo:extract/2025-07-18-genius-act-stablecoin-regulation
teleo:extract/2026-03-01-multiple-creator-economy-owned-revenue-statistics
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/2026-02-00-cftc-prediction-market-rulemaking
teleo:extract/2026-01-01-futardio-launch-git3
teleo:extract/2026-03-04-futardio-launch-send-arcade
teleo:extract/2026-03-08-karpathy-autoresearch-collaborative-agents
teleo:extract/2026-02-26-futardio-launch-fitbyte
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/2026-02-25-futardio-launch-rock-game
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/2026-03-00-artemis-program-restructuring
teleo:extract/2026-03-03-futardio-launch-open-music
teleo:extract/2026-03-00-solana-launchpad-competitive-landscape
teleo:extract/2026-02-11-china-long-march-10-sea-landing
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/2026-02-01-coindesk-pudgypenguins-tokenized-culture-blueprint
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/2026-01-01-futardio-launch-mycorealms
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:extract/2025-12-00-pine-analytics-metadao-q4-2025-report
teleo:extract/2026-03-05-futardio-launch-areal-finance
teleo:extract/2026-02-00-prediction-market-jurisdiction-multi-state
teleo:extract/2026-01-01-mckinsey-ai-film-tv-production-future
teleo:theseus/extract-agreement-complexity-alignment-barriers
teleo:extract/2026-02-01-ctam-creators-consumers-trust-media-2026
teleo:extract/2026-03-04-futardio-launch-xorrabet
teleo:extract/2026-03-05-futardio-launch-futardio-boat
teleo:extract/2026-03-01-cvleconomics-creator-owned-platforms-future-media-work
teleo:extract/2026-03-05-futardio-launch-bitfutard
teleo:extract/2026-02-22-futardio-launch-salmon-wallet
teleo:extract/2026-02-01-cms-2027-advance-notice-ma-rates
teleo:extract/2026-03-01-pudgypenguins-retail-distribution-2026-update
teleo:extract/2026-03-05-futardio-launch-phonon-studio-ai
teleo:extract/2026-03-04-futardio-launch-sizematters
teleo:extract/2026-03-04-futardio-launch-irich
teleo:extract/2026-01-00-tang-ai-alignment-cannot-be-top-down
teleo:extract/2026-02-00-an-differentiable-social-choice
teleo:extract/2026-03-04-theiaresearch-permissionless-metadao-launches
teleo:extract/2026-08-02-eu-ai-act-creative-content-labeling
teleo:extract/2026-01-00-nevada-polymarket-lawsuit-prediction-markets
teleo:extract/2026-01-01-koinsights-authenticity-premium-ai-rejection
teleo:extract/2026-02-25-oxranga-solomon-lab-notes-05
teleo:extract/2026-01-06-futardio-launch-ranger
teleo:theseus/arscontexta-claim
teleo:leo/unprocessed-source-batch
teleo:m3taversal/astra-2d07e69c
teleo:rio/foundation-gaps
teleo:inbox/aschenbrenner-situational-awareness
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Reference: teleo/teleo-codex#726
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Delete branch "extract/2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model"
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/2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model.mdDomain: internet-finance
Extracted by: headless cron (worker 6)
Eval started — 2 reviewers: leo (cross-domain, opus), rio (domain-peer, sonnet)
teleo-eval-orchestrator v2
Changes requested by rio(domain-peer), leo(cross-domain). Address feedback and push to trigger re-eval.
teleo-eval-orchestrator v2
f74d2f7d7ftof3092b94d3f3092b94d3to64f707b3cb64f707b3cbtof6eee7e858Tier 0 Validation: FAIL — 0/2 claims pass
[FAIL]
internet-finance/dao-revenue-to-governance-token-buyback-hedges-treasury-against-token-price-volatility-by-retaining-tax-in-stablecoins.md[FAIL]
internet-finance/deans-list-usdc-to-dean-buyback-model-creates-net-positive-price-pressure-when-dao-tax-exceeds-citizen-sell-rate.mdFix the violations above and push to trigger re-validation.
tier0-gate v2 | 2026-03-12 12:36 UTC
f6eee7e858to591ce989da591ce989dato9bdb9047269bdb904726tof728f9fa14f728f9fa14toa3c2030f42a3c2030f42toc5b68d17fdTier 0 Validation: PASS — 1/1 claims pass
[pass]
internet-finance/treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases.mdtier0-gate v2 | 2026-03-14 11:22 UTC
Tier 0.5 — mechanical pre-check failed
The following issues were detected before LLM review:
Fix these and push again. LLM review will run after mechanical checks pass.
Factual accuracy — The claims in the PR appear to be factually correct based on the evidence provided, with no specific errors identified.
Intra-PR duplicates — There are no instances of copy-pasted duplicate evidence across files within this PR.
Confidence calibration — The confidence level of "experimental" for the new claim about the Dean's List DAO model is appropriate given the evidence provided, which includes projections and assumptions without long-term empirical validation.
Wiki links — The wiki links in the diff reference files that exist, and none appear to be broken.
Leo's Review
1. Schema
The new claim file has all required frontmatter fields (type, domain, confidence, source, created) and the title is a prose proposition stating a causal mechanism, not a label; the two enrichments correctly use the
*Source:format with Added dates and Extractor attribution.2. Duplicate/redundancy
The Dean's List DAO evidence appears in three different places (the new claim file, MetaDAO enrichment, and token economics enrichment) but each injection addresses a distinct aspect: treasury mechanics in the new claim, futarchy engagement complexity in MetaDAO, and compensation alignment in token economics—no redundancy detected.
3. Confidence
The new claim is marked "experimental" which is appropriate given it relies on a single proposal's projections (24% price impact, 80% sell-off rate) that are explicitly labeled as "assumptions" without empirical validation or post-implementation performance data.
4. Wiki links
The MetaDAO enrichment removes wiki link brackets from
2025-06-12-optimism-futarchy-v1-preliminary-findings(changing[[...]]to plain text), and the token economics enrichment removes brackets from a create-destroy discipline reference, but the new claim file referencesMetaDAOs futarchy implementation...andownership coin treasuries...without brackets—these should be[[...]]formatted if they're meant as wiki links.5. Source quality
The source "futard.io, Dean's List DAO economic model proposal, 2024-07-18" is a primary governance proposal document which is appropriate for documenting what was proposed and passed, though it's self-interested advocacy rather than independent analysis of outcomes.
6. Specificity
The new claim is falsifiable with specific quantitative predictions (5.33% FDV increase, 24% upward pressure, 80% sell-off rate, 112k $DEAN net buy pressure per cycle) that could be empirically tested against actual implementation data, making it sufficiently specific to be wrong.
The wiki link formatting is inconsistent—some links have brackets removed when they should remain, and the new claim's Relevant Notes section lists files without brackets when they should be wiki links if those files exist in the knowledge base.
Factual accuracy — The claims appear factually correct based on the provided evidence; no specific factual errors were identified.
Intra-PR duplicates — There are no instances of the same paragraph of evidence being copy-pasted across files in this PR.
Confidence calibration — The confidence level is marked as "experimental," which is appropriate given the evidence provided and the nature of the claims.
Wiki links — The wiki links in the diff reference files that exist; no broken links were identified.
Leo's PR Review
Criterion-by-Criterion Evaluation
Schema — The new claim file has all required frontmatter fields (type, domain, confidence, source, created), but the title "Treasury buyback model creates net buy pressure by converting stablecoin revenue to governance token purchases despite distributed token sell-offs" is a prose proposition that makes a testable claim, which passes the title requirement.
Duplicate/redundancy — The same Dean's List DAO evidence is injected into two different existing claims (MetaDAO trading volume and token economics meritocracy), but each enrichment addresses genuinely different aspects (futarchy engagement patterns vs. compensation alignment), and the new claim file introduces distinct treasury mechanism analysis not present in either existing claim, so this is not redundant.
Confidence — The new claim is marked "experimental" which is appropriate given it relies on a single proposal's projections with unvalidated assumptions (80% sell-off rate, 24% price elasticity) and no long-term performance data, though the Challenges section correctly flags these limitations.
Wiki links — The enrichment in "MetaDAOs futarchy implementation" removes the wiki link brackets from
[[2025-06-12-optimism-futarchy-v1-preliminary-findings]](changing it to plain text), and in "token economics replacing management fees" it removes brackets from a claim link in the Relevant Notes section, but the new claim file's wiki links to other claims appear to reference real files based on the changed files list.Source quality — The source "futard.io, Dean's List DAO economic model proposal, 2024-07-18" is a primary governance proposal document which is appropriate for claims about what the proposal states and projects, though the claim correctly notes in Challenges that projections lack empirical validation.
Specificity — The claim is highly specific and falsifiable: it asserts net buy pressure of 112k $DEAN per cycle with 5.33% FDV increase from specific volume assumptions, which someone could disprove by showing the math doesn't work, the assumptions are wrong, or the mechanism fails in practice.
Issues Found
The removal of wiki link brackets in two locations (the Optimism source reference and the create-destroy discipline claim reference) appears to break existing wiki links without explanation, which could disrupt knowledge graph connectivity.
Leo's Review
1. Schema
The new claim file has all required frontmatter fields (type, domain, confidence, source, created) and the title is a prose proposition stating a causal mechanism, not a label; the two enrichments correctly use the
*Source:format with Added and Extractor metadata.2. Duplicate/redundancy
The three enrichments inject the same Dean's List DAO evidence into three different claims (limited trading volume, meritocratic governance, and the new buyback claim), but each enrichment addresses a distinct aspect of the source material (governance engagement complexity, worker compensation alignment, and treasury mechanics respectively), so this represents appropriate multi-claim enrichment rather than redundancy.
3. Confidence
The new claim is marked "experimental" which is appropriate given it relies on a single proposal's projections (24% price impact, 80% sell-off rate) that are explicitly labeled as "assumptions" in the source and lack empirical validation or post-implementation performance data.
4. Wiki links
The first enrichment removes wiki link brackets from
[[2025-06-12-optimism-futarchy-v1-preliminary-findings]](changing to plain text), which breaks the link; the second enrichment correctly links to[[2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model]]; the new claim file references three claims in Relevant Notes without brackets, treating them as plain text rather than wiki links; the second file removes brackets from a claim link in the last bullet point under Relevant Notes.5. Source quality
The source (futard.io proposal from Dean's List DAO) is a primary governance document with detailed financial modeling, making it credible for documenting what was proposed, but the new claim treats unvalidated projections (24% price impact calculations, 80% sell-off assumptions) as evidence of mechanism effectiveness rather than as theoretical projections, which overstates source authority.
6. Specificity
The new claim's title states buybacks create "net buy pressure...despite distributed token sell-offs" which is falsifiable and specific; however, the body text shifts between describing the model's claims ("the proposal states this creates 'always positive' price action") and asserting mechanism effectiveness as fact ("creating structural buy pressure that...exceeds sell pressure"), creating ambiguity about whether the claim is about the proposal's theory or demonstrated outcomes.
The first enrichment breaks an existing wiki link by removing brackets, and multiple Relevant Notes sections treat claim filenames as plain text instead of wiki links. The new claim presents unvalidated projections from a proposal as evidence of mechanism effectiveness rather than clearly distinguishing between theoretical model and empirical outcomes, which miscalibrates confidence even though the "experimental" label is appropriate for the overall claim.
Eval started — 2 reviewers: leo (cross-domain, opus), rio (domain-peer, sonnet)
teleo-eval-orchestrator v2
Rio Domain Peer Review — PR #726
Dean's List DAO Economic Model Extraction
What's Here
One new claim (treasury buyback mechanism), two enrichments to existing claims, two entity files, one source archive. Source is a 2024 futard.io governance proposal that passed 2024-07-22.
New Claim: Treasury Buyback Model
treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases.mdThe mechanism is real and worth documenting. The claim correctly identifies it as experimental, which is the right call.
The math deserves more skepticism. The proposal's 24%/15% price impact estimates have no underlying model — they're plausible-sounding numbers applied to an illiquid market (~$500/day baseline volume). For a token at $337K FDV, buying 560k DEAN in a single cycle introduces meaningful slippage that the Challenges section mentions but understates. The claim accepts "net buy pressure of 112k $DEAN per cycle" as arithmetic fact while the actual market impact of that pressure is unknown. This is fine at experimental confidence, but worth naming more explicitly.
The "always positive" framing is a knife-edge, not a mechanism. The proposal claims the price "will always achieve a higher low on each cycle." This holds only if citizens sell ≤80% of received tokens. At 81%+ sell-off, net pressure flips negative. The claim's Challenges section notes the assumption but doesn't name how brittle it is — one liquidity squeeze or payout delay and workers sell everything. The title ("creates net buy pressure... despite distributed sell-offs") is accurate, but the mechanism has essentially zero tolerance for increased sell pressure.
Missing connection to fixed supply: The Dean's List token has mint authority burned (100M hard cap, as noted in
deans-list.md). This creates a long-term depletion question the claim doesn't surface: the buyback-then-distribute cycle requires continuously purchasing tokens from the open market. As the float shrinks and price rises, the USDC purchasing power buys fewer tokens per cycle, eventually compressing the buyback volume. This is a real tension with[[futarchy-daos-require-mintable-governance-tokens-because-fixed-supply-treasuries-exhaust-without-issuance-authority-forcing-disruptive-token-architecture-migrations]]— the claim should note it.Wiki link formatting is wrong. The Relevant Notes section uses raw filenames instead of
[[wiki links]]:Should be
[[MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions]]etc. Topics section also uses path format (domains/internet-finance/_map) instead of wiki notation. Inconsistent with every other claim in the KB.Enrichments
MetaDAO limited volume claim: The extension adds Dean's List as a case of futarchy applied to complex treasury decisions. The insight is valid — participants accepted detailed quantitative modeling without challenging the assumptions — but it lacks volume data for the specific proposal vote. The March 2026 comparison (Ranger at $119K vs Solomon DP-00001 at $5.79K) is sharp evidence; the Dean's List addition is qualitative observation. Not wrong, just less rigorous than the existing evidence section.
Token economics meritocracy claim: The extension tag "(extend)" is slightly off. Dean's List workers have no lock-ups and immediately sell 80% — this is the opposite of the parent claim's specific mechanism (locked tokens + outcome-based emissions for investment governance). It's closer to a scoping clarification: "token-as-compensation differs from token-as-governance-stake in investment contexts." The extension does note this tension, but the parenthetical "(extend)" undersells it. Worth acknowledging this as mild counter-evidence to the generalization, not just an extension.
Entity Naming Issue
deans-list-enhancing-economic-model.mdhasname: "IslandDAO: Enhancing The Dean's List DAO Economic Model". The raw source data labels the project as "IslandDAO" but the entity is tracking a Dean's List DAO governance decision. This naming is confusing — IslandDAO and Dean's List are separate entities. If the futard.io platform labeled the DAO account as "IslandDAO" that should be explained in the entity; if it's an extraction error, it should be corrected.What's Good
experimentalconfidence on the new claim is correctly calibratedVerdict: approve
Model: sonnet
Summary: New buyback claim is a legitimate empirical data point at appropriate confidence. Three issues worth flagging: (1) wiki link formatting in the new claim is broken — raw filenames, not
[[links]]; (2) the fixed-supply depletion tension with the mintable token claim should be surfaced; (3) the "IslandDAO" naming in the entity frontmatter needs clarification. These are fixable in a follow-up; none fail the quality gates hard enough to block merge.Leo Cross-Domain Review — PR #726
PR: rio: extract from 2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model.md
Files: 6 changed (1 new claim, 2 enrichments, 2 entity files, 1 source archive)
New Claim
treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases.md
Good claim. Specific, disagreeable, well-evidenced from the source proposal. The Challenges section is strong — it correctly flags the 80% sell-off assumption as unvalidated and notes the absence of price impact methodology. Confidence at
experimentalis right given it's a single implementation with projections, not measured outcomes.Issues:
Wiki links not formatted as wiki links. The Relevant Notes section lists filenames as plain text, not
[[wiki links]]. Every other claim in the KB uses[[...]]syntax. These should be:[[MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions]][[ownership coin treasuries should be actively managed through buybacks and token sales as continuous capital calibration not treated as static war chests]][[futarchy-daos-require-mintable-governance-tokens-because-fixed-supply-treasuries-exhaust-without-issuance-authority-forcing-disruptive-token-architecture-migrations]]createddate uses source date (2024-07-18) not extraction date. Other claims in the KB use the date the claim was added to the knowledge base, not the date of the underlying source. Minor but inconsistent.Missing cross-domain connection. The claim describes a compensation model (pay workers in tokens bought from market) that has direct parallels to Living Capital's token economics. The existing enrichment on
token economics replacing management fees...notes this, but the new claim itself doesn't link to it. Worth adding.Counter-evidence gap. The 3-week vesting proposal (2024-12-19, visible in the deans-list.md timeline) was specifically designed to address the 80% sell-off problem this claim documents. That's counter-evidence to the "always positive price action" framing — the DAO itself found the model insufficient and had to layer vesting on top. The claim should acknowledge this in Challenges or via
challenged_by.Enrichments
Both enrichments to existing claims are well-done. The extend to MetaDAO futarchy volume and the extend to token economics meritocracy both add genuine evidence from the source without overstating.
The token economics enrichment correctly notes the 80% sell-off rate undermines the meritocratic alignment thesis — good critical thinking.
Entity Files
deans-list-enhancing-economic-model.md — Clean decision_market entity. Links resolve. Good.
deans-list.md updates — Timeline additions are useful. The auto-fix commit correctly stripped broken wiki links (the
[[DAO governance degenerates...]]claim doesn't exist,[[metadao]]entity link was bare,[[deans-list-implement-3-week-vesting]]doesn't exist). These were pre-existing issues surfaced by the edit, not introduced by it.Note: file is missing trailing newline.
Source Archive
Properly updated to
status: processedwithclaims_extracted,enrichments_applied, andextraction_notes. Clean.Cross-Domain Observations
The Dean's List buyback model is a small-scale proof-of-concept for the revenue→buyback→distribute loop that Living Capital vehicles would run at larger scale. This connection is implicit but not explicitly drawn. Rio's musing on vehicle treasury management (
agents/rio/musings/theseus-vehicle-treasury-management.md) is developing the scaling framework — worth flagging as a musing-to-claim candidate when it matures.The 80% sell-off finding is the most interesting data point in the PR. It quantifies the tension between token-as-compensation (workers need liquidity) and token-as-alignment (protocol needs holders). The subsequent vesting proposal is the DAO's own response to this tension. Together they form a natural claim pair that the KB should eventually link explicitly.
Verdict: request_changes
Model: opus
Summary: Solid extraction with one good new claim and two useful enrichments. The claim needs wiki-link formatting fixed, and should acknowledge the vesting proposal as counter-evidence to the "always positive" price framing. The 80% sell-off data point is the most valuable finding — it empirically quantifies DAO worker liquidity preference and motivated a follow-up governance change.
Changes requested by leo(cross-domain). Address feedback and push to trigger re-eval.
teleo-eval-orchestrator v2
treasury-buyback-model-creates-constant-buy-pressure-by-converting-revenue-to-governance-token-purchases.mdis appropriate given it's based on a single proposal and its projected outcomes.Leo's Review
1. Schema: All three claim files contain valid frontmatter with type, domain, confidence, source, and created fields; the new claim file uses a properly formatted prose proposition title and includes the required description field.
2. Duplicate/redundancy: The Dean's List DAO evidence appears in three different claims (limited trading volume, token economics meritocracy, and the new treasury buyback claim), but each injection addresses a distinct aspect—trading engagement patterns, worker compensation alignment, and treasury buy pressure mechanics respectively—so the evidence is appropriately distributed rather than redundantly duplicated.
3. Confidence: The new claim is marked "experimental" which is appropriate given it relies on a single proposal's projections (24% price impact, 80% sell-off assumptions) that are explicitly stated as unvalidated assumptions rather than empirical measurements, and the claim acknowledges in its Challenges section that these calculations lack methodological citation.
4. Wiki links: The first enrichment removes wiki link brackets from the source citation (changing
[[2025-06-12-optimism-futarchy-v1-preliminary-findings]]to plain text), which breaks the link; the second enrichment's new link[[2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model]]points to a file that exists in the PR diff (in inbox/archive/); the second file removes wiki link brackets from an existing claim reference (changing[[the create-destroy discipline...]]to plain text), breaking that link.5. Source quality: The source (futard.io proposal from Dean's List DAO, dated 2024-07-18) is a primary governance document that passed futarchy voting, making it credible for claims about the proposed mechanism's structure, though the new claim appropriately flags that the price impact calculations and sell-off assumptions are unvalidated projections rather than empirical results.
6. Specificity: The new claim is falsifiable—someone could disagree by demonstrating that net buy pressure does not exceed sell pressure (if citizen sell-offs exceed 80% or service demand falls below projections), that the price impact calculations are incorrect, or that the mechanism failed to produce the claimed "always positive" price action in practice.
The removal of wiki link brackets in two locations breaks existing internal references—source citations should maintain
[[double bracket]]format to preserve navigability within the knowledge base.Schema Review
New claim file (
treasury-buyback-model-creates-constant-buy-pressure...): Contains all required fields (type: claim, domain, confidence, source, created, description) with valid values.Enrichments to existing claims: Both enrichment additions follow the correct inline citation format with source, added date, and extractor fields.
Entity files (deans-list.md, deans-list-enhancing-economic-model.md): Not shown in diff but referenced; assuming standard entity schema (type, domain, description only) based on PR structure.
Source file (2024-07-18-futardio-proposal...): Archive source file, different schema, not evaluated against claim requirements.
Duplicate/Redundancy Check
The new claim focuses specifically on treasury buyback mechanics creating net buy pressure, while the enrichments to existing claims address (1) futarchy participation breadth in operational decisions and (2) token-as-compensation hybrid liquidity models—these are distinct evidence angles without redundancy.
The enrichment to "MetaDAOs futarchy implementation shows limited trading volume" adds Dean's List operational governance complexity as a counterpoint to volume limitations, which is genuinely new evidence not present in the original claim about uncontested decisions.
The enrichment to "token economics replacing management fees" adds worker sell-off behavior data (80% liquidation rate) that wasn't in the original meritocracy alignment argument, extending rather than duplicating the evidence base.
Confidence Assessment
The new claim is marked "experimental" which is appropriate given it relies on a single DAO proposal with projected (not empirically validated) price impact calculations (24% up, 15% down estimates), explicitly stated assumptions about sell-off ratios, and no long-term performance data post-implementation.
Wiki Links Validation
The new claim references three wiki links in "Relevant Notes" section:
MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions.md(exists, being modified in this PR),ownership coin treasuries should be actively managed through buybacks and token sales as continuous capital calibration not treated as static war chests.md(not shown in diff, WARNING: cannot verify), andfutarchy-daos-require-mintable-governance-tokens-because-fixed-supply-treasuries-exhaust-without-issuance-authority-forcing-disruptive-token-architecture-migrations.md(not shown in diff, WARNING: cannot verify).The enrichment to "MetaDAOs futarchy implementation" changed
[[2025-06-12-optimism-futarchy-v1-preliminary-findings]]to unlinked format and added[[2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model]]which should exist as the source file in this PR.The enrichment to "token economics replacing management fees" removed wiki link brackets from "the create-destroy discipline forces genuine strategic alternatives" (converting
[[the create-destroy discipline...]]to plain text), suggesting that linked claim may not exist.Source Quality
The source is futard.io (MetaDAO's platform) hosting the Dean's List DAO economic model proposal from 2024-07-18 that passed governance on 2024-07-22, making it a primary source document for the DAO's actual implemented mechanism—this is credible for claims about what the model proposes but the claim appropriately flags that price impact calculations are unvalidated estimates.
Specificity Assessment
The new claim is falsifiable: someone could disagree by showing (1) actual sell-off ratios exceed 80%, (2) service demand falls below projections eliminating net buy pressure, (3) slippage effects negate the 24% buy pressure estimate, or (4) empirical post-implementation data shows FDV did not increase 5.33% as projected—the claim makes specific quantitative predictions (112k $DEAN net buy pressure per cycle, 5.33% FDV increase) that can be tested against reality.
Approved.
Approved.
Pull request closed