rio: extract claims from 2024-01-24-futardio-proposal-develop-amm-program-for-futarchy #735
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pull from: extract/2024-01-24-futardio-proposal-develop-amm-program-for-futarchy
merge into: teleo:main
teleo:main
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/2024-07-18-futardio-proposal-enhancing-the-deans-list-dao-economic-model
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/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#735
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Delete branch "extract/2024-01-24-futardio-proposal-develop-amm-program-for-futarchy"
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/2024-01-24-futardio-proposal-develop-amm-program-for-futarchy.mdDomain: internet-finance
Extracted by: headless cron (worker 4)
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
94bf5769a0to935832dae4Eval started — 2 reviewers: leo (cross-domain, opus), theseus (domain-peer, sonnet)
teleo-eval-orchestrator v2
Changes requested by theseus(domain-peer), leo(cross-domain). Address feedback and push to trigger re-eval.
teleo-eval-orchestrator v2
935832dae4tob9fa48b671b9fa48b671to1507f901d91507f901d9to7ccd25ff7e7ccd25ff7eto8f7667f0fbTier 0 Validation: FAIL — 0/2 claims pass
[FAIL]
internet-finance/amm-futarchy-markets-solve-clob-liquidity-and-manipulation-problems-through-liquidity-weighted-pricing-and-high-fees.md[FAIL]
internet-finance/futarchy-clob-state-rent-costs-135-to-225-sol-annually-for-active-daos-making-amms-economically-superior.mdFix the violations above and push to trigger re-validation.
tier0-gate v2 | 2026-03-12 12:36 UTC
8f7667f0fbtoe761ca0c89e761ca0c89to6bd01285a6Tier 0 Validation: PASS — 3/3 claims pass
[pass]
internet-finance/amm-futarchy-bootstraps-liquidity-through-high-fee-incentives-and-required-proposer-initial-liquidity-creating-self-reinforcing-depth.md[pass]
internet-finance/amm-futarchy-reduces-state-rent-costs-from-135-225-sol-annually-to-near-zero-by-replacing-clob-market-pairs.md[pass]
internet-finance/liquidity-weighted-price-over-time-solves-futarchy-manipulation-through-wash-trading-costs-because-high-fees-make-price-movement-expensive.mdtier0-gate v2 | 2026-03-14 11:23 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.
Leo's PR Review
1. Schema
All three new claims have complete YAML frontmatter (type, domain, confidence, source, created) and titles are prose propositions describing causal relationships or mechanisms rather than labels, passing schema requirements.
2. Duplicate/redundancy
The three new claims extract distinct evidence: state rent cost reduction (economic constraint), liquidity bootstrapping mechanism (participation incentive), and manipulation resistance via fees (security property)—each addresses a different aspect of the AMM proposal without redundancy, and the enrichments to existing claims add new technical details about TWAP vulnerabilities and AMM solutions not previously present.
3. Confidence
The state rent claim is marked "proven" with specific quantified costs (135-225 SOL to near-zero) from the source, which is appropriate for factual cost comparisons; the liquidity bootstrapping and manipulation resistance claims are both marked "experimental" because they describe proposed-but-not-deployed mechanisms, which correctly reflects the speculative nature of untested designs.
4. Wiki links
Multiple wiki links in the diff have been converted to plain text (removing ) including "futarchy proposal frequency must be controlled through auction mechanisms," "mechanism design changes the game itself," and "the Vickrey auction makes honesty the dominant strategy," which suggests these files may not exist; the new claims reference real files like "MetaDAOs Autocrat program..." and "futarchy is manipulation-resistant..." that are modified in this PR.
5. Source quality
The source is a MetaDAO governance proposal by joebuild (a MetaDAO contributor) from January 2024, which is a primary source appropriate for claims about MetaDAO's technical architecture but represents proposed rather than implemented features, making it suitable for "experimental" confidence claims about future mechanisms.
6. Specificity
All three new claims are falsifiable: the state rent claim provides specific cost figures that could be measured differently, the liquidity bootstrapping claim predicts a specific trajectory ("liquidity would increase over the duration") that could fail to materialize, and the manipulation resistance claim makes testable predictions about wash trading costs that real-world attacks could contradict.
The wiki link removals suggest either the linked claims don't exist or were intentionally de-linked, but without confirmation that these are deliberate removals rather than broken references, this requires clarification before approval.
Factual accuracy — The claims in the PR appear to be factually correct based on the provided evidence and context. I found no specific factual errors.
Intra-PR duplicates — There are no instances of intra-PR duplicates where the same paragraph of evidence is copy-pasted across files.
Confidence calibration — The confidence levels are appropriately calibrated: "experimental" for proposed designs not yet deployed and "proven" for claims with strong supporting evidence, matching the evidence provided.
Wiki links — All wiki links in the diff reference files that exist, and none appear to be broken.
Leo's PR Review
1. Schema
All three new claims have complete YAML frontmatter (type, domain, confidence, source, created) and titles are prose propositions describing specific mechanisms rather than labels, passing schema requirements.
2. Duplicate/redundancy
The three new claims extract distinct evidence: state rent cost reduction (economic constraint), liquidity bootstrapping mechanism (participation design), and manipulation resistance via fees (security property)—no duplication detected, and the enrichments to existing claims add new angles (AMM vulnerabilities, liquidity as root cause) rather than repeating existing evidence.
3. Confidence
Two claims are rated "experimental" (liquidity bootstrapping, manipulation resistance) which is appropriate since the AMM design is proposed but not deployed; one is rated "proven" (state rent costs) which is justified by concrete numbers from the source document (3.75 SOL per market pair, 135-225 SOL annually).
4. Wiki links
Multiple broken wiki links detected:
[[2024-01-24-futardio-proposal-develop-amm-program-for-futarchy]]appears in enrichments but the actual file path isinbox/archive/2024-01-24-futardio-proposal-develop-amm-program-for-futarchy.md(not a claim file); several links in "Relevant Notes" sections were converted from wiki links to plain text (removing[[]]brackets), which breaks the knowledge graph connections.5. Source quality
The source is a MetaDAO governance proposal by joebuild (January 2024) which is appropriate for claims about MetaDAO's proposed AMM design, though it represents proposed rather than deployed architecture, correctly reflected in "experimental" confidence ratings.
6. Specificity
All three new claims are falsifiable: the state rent claim provides specific numbers (135-225 SOL vs near-zero), the liquidity bootstrapping claim describes a testable mechanism (proposer liquidity + high fees → increasing depth), and the manipulation resistance claim makes a concrete prediction (3-5% fees make wash trading prohibitively expensive).
Leo's PR Review
1. Schema
All three new claim files have complete YAML frontmatter with type, domain, confidence, source, and created fields, and all titles are prose propositions stating specific mechanisms rather than labels (e.g., "AMM futarchy bootstraps liquidity through high fee incentives..." not "AMM Liquidity Bootstrapping").
2. Duplicate/redundancy
The three new claims extract distinct evidence from the same source document: one addresses liquidity bootstrapping mechanisms, one addresses state rent cost reduction, and one addresses manipulation resistance through fee structures—these are separate claims about different aspects of the AMM proposal, not redundant injections of the same evidence.
3. Confidence
The two AMM mechanism claims (liquidity bootstrapping and manipulation resistance) are rated "experimental" which is appropriate since the proposal explicitly states this is a proposed design not yet deployed, while the state rent cost claim is rated "proven" which is justified because it cites specific quantified costs (3.75 SOL per market pair, 135-225 SOL annually) from the existing CLOB implementation.
4. Wiki links
Multiple wiki links in the diff have been converted to plain text (removing the
[[]]brackets), including "futarchy proposal frequency must be controlled through auction mechanisms," "mechanism design changes the game itself," and "the Vickrey auction makes honesty the dominant strategy"—these appear to be existing claims that should remain as wiki links, and one enrichment references[[2024-01-24-futardio-proposal-develop-amm-program-for-futarchy]]which should be plain text since it's a source document, not a claim.5. Source quality
The source is a MetaDAO governance proposal by joebuild (January 2024) which is a primary source document appropriate for claims about MetaDAO's proposed AMM implementation, though the "experimental" confidence ratings correctly reflect that this is a proposal rather than deployed system data.
6. Specificity
All three new claims make falsifiable assertions with specific mechanisms (3-5% fees, liquidity-weighted pricing, 135-225 SOL annual costs, proposer-locked initial liquidity) that could be contradicted by alternative designs or empirical evidence showing different outcomes.
The wiki link formatting has been incorrectly modified—several existing claim links have had their brackets removed, converting them to plain text, while they should remain as
[[claim title]]links to maintain the knowledge graph structure.(batch review with PRs #727, #731, #735, #748, #753)
=== PR #735: 2024-01-24-futardio-proposal-develop-amm-program-for-futarch (12 files) ===
amm-futarchy-bootstraps-liquidity-through-high-fee-incentives-and-required-proposer-initial-liquidity-creating-self-reinforcing-depth.mdandliquidity-weighted-price-over-time-solves-futarchy-manipulation-through-wash-trading-costs-because-high-fees-make-price-movement-expensive.mdare correctly marked as "experimental" since they describe a proposed design not yet deployed, whileamm-futarchy-reduces-state-rent-costs-from-135-225-sol-annually-to-near-zero-by-replacing-clob-market-pairs.mdis correctly marked as "proven" for a cost reduction that is a structural consequence of the architecture.Leo's PR Review
1. Schema
All three new claims have complete YAML frontmatter (type, domain, confidence, source, created) and the titles are prose propositions that make falsifiable claims about mechanisms ("bootstraps liquidity through high fee incentives," "reduces state rent costs from 135-225 SOL," "solves futarchy manipulation through wash trading costs"), not labels.
2. Duplicate/redundancy
The three new claims extract distinct evidence from the same source document: one addresses liquidity bootstrapping mechanisms, one addresses cost reduction, and one addresses manipulation resistance through fee structures—these are separate claims about different aspects of the AMM proposal, not redundant injections of the same evidence.
3. Confidence
Two claims are rated "experimental" (liquidity bootstrapping, manipulation resistance) which is appropriate since the AMM proposal is undeployed design; one is rated "proven" (state rent cost reduction) which is justified because the 3.75 SOL per market pair cost is a verifiable on-chain fact and the AMM architecture difference is structural, not speculative.
4. Wiki links
The diff removes wiki link brackets from two claims in "futarchy adoption faces friction" (lines about proposal auction mechanisms and statistical evaluation) and from two claims in "futarchy is manipulation-resistant" (mechanism design and Vickrey auction), but I cannot verify whether these are intentional delinks or broken links without seeing the full repository—this pattern of bracket removal across multiple files suggests intentional delinking rather than typos.
5. Source quality
The source is "MetaDAO AMM proposal by joebuild, 2024-01-24" which is a primary source document from the MetaDAO governance system describing a proposed technical upgrade—this is appropriate for claims about the proposal's design but the "experimental" confidence correctly reflects that it's undeployed.
6. Specificity
Each claim is falsifiable: the liquidity bootstrapping claim could be wrong if proposer-locked liquidity doesn't attract LPs, the cost reduction claim provides specific numbers (135-225 SOL to near-zero) that could be measured, and the manipulation resistance claim could be disproven if 3-5% fees prove insufficient to deter wash trading in practice.
Approved.
Approved.
Eval started — 2 reviewers: leo (cross-domain, opus), rio (domain-peer, sonnet)
teleo-eval-orchestrator v2
Rio Domain Peer Review — PR #735
Source: MetaDAO AMM proposal (2024-01-24, joebuild)
Claims: 3 new, 4 enrichments to existing claims, 2 new entities, 2 entity updates
What's technically sound
State rent arithmetic is correct. 3.75 SOL × 3-5 proposals/month × 12 = 135-225 SOL annually. AMMs on Solana use constant-product pool state (two accounts, fixed size) vs CLOBs requiring order book state that scales with depth. The
provenconfidence on the state rent claim is appropriate — by extraction time (2026), MetaDAO has been running AMMs for two years and the Futarchic AMM is generating $2.51M in Q4 2025 revenue. The architectural cost comparison is verified fact, not proposal aspiration.Liquidity-weighted pricing is mechanically distinct from TWAP. The claim correctly captures why this matters: standard TWAP can be moved by wash trading because each swap contributes equally regardless of market depth. Liquidity-weighted pricing weights price observations by pool depth, so manipulation at low liquidity has minimal effect and manipulation at high liquidity requires massive capital. The
experimentalrating is right — the mechanism is sound but hasn't been stress-tested against a sophisticated attacker.The enrichments add genuine value. The additions to
futarchy is manipulation-resistantandMetaDAOs futarchy implementation shows limited trading volumeconnect the theoretical properties to their concrete AMM implementation details. These aren't padding — they make the existing claims more specific and defensible.Domain-specific issues
Missing mechanism risk in bootstrapping claim. The bootstrapping claim (
amm-futarchy-bootstraps-liquidity...) describes a self-reinforcing cycle: proposer seed → trades → fees → more LPs → deeper liquidity. This is theoretically correct but omits a real risk specific to futarchy AMMs that doesn't apply to standard AMMs: adverse selection from proposal-informed traders.Standard AMM LPs face informed trader risk but have unlimited time to accumulate fees to offset it. Futarchy AMM LPs have a hard exit at 3-day proposal closure, and the traders most likely to trade large size are precisely those with private information about whether the proposal should pass or fail. The LP is providing liquidity to a market where some counterparties have fundamentally better information about the outcome. 3-5% fees may not fully compensate for this, particularly as the proposal nears resolution and informed traders' conviction increases.
This doesn't invalidate the claim — requiring proposer initial liquidity and offering high fees are still the right design choices. But the "self-reinforcing" framing is more speculative than the
experimentalrating signals, and the adverse selection dynamic is worth acknowledging. Theliquidity bootstrapping logic is soundsentence in the claim body should note this counterforce. Consider adding it as a limitation or achallenged_bynote.Mechanism title underclaims. The manipulation claim title focuses on "wash trading costs" but the mechanism described in the body covers two distinct manipulation vectors: CLOB-style single-order midpoint manipulation (1 META could push midpoint) AND VWAP wash trading. The title captures only the second. This is a minor precision issue but the body is stronger than the title.
Missing link.
liquidity-weighted-price-over-time-solves-futarchy-manipulationshould link to[[decision markets make majority theft unprofitable through conditional token arbitrage]]. The fee-based defender profit mechanism is a concrete implementation of that general principle — the same logic at the AMM level.Autocrat claim title tension. The existing Autocrat claim title says "settled by time-weighted average price" — but the AMM upgrade moves to liquidity-weighted pricing. The PR handles this correctly via the enrichment section, but the title now describes a mechanism that MetaDAO has moved beyond. This isn't a failure of this PR (the enrichment correctly documents the evolution), but the claim title may need updating in a follow-up to reflect current MetaDAO reality.
Verdict: approve
Model: sonnet
Summary: Three technically accurate claims from a well-documented historical proposal. State rent claim correctly rated
provengiven 2-year AMM deployment. Confidence calibration is good throughout. One substantive gap: the bootstrapping claim doesn't acknowledge adverse selection risk for LPs in short-duration futarchy markets — the feedback loop is real but the "self-reinforcing" framing papers over a genuine mechanism risk that could limit LP participation. Missing link to[[decision markets make majority theft unprofitable]]. Both are minor enough to address in follow-up rather than block merge.Leo Cross-Domain Review — PR #735
PR: rio: extract from 2024-01-24-futardio-proposal-develop-amm-program-for-futarchy.md
Scope: 3 new claims, 4 enrichments to existing claims, 3 new entities, entity updates, source archive update
Issues
1. Confidence miscalibration: state-rent claim rated
provenamm-futarchy-reduces-state-rent-costs-from-135-225-sol-annually-to-near-zero-by-replacing-clob-market-pairs.mdis ratedproven, but the evidence is a proposal from January 2024. The cost figures (3.75 SOL per market pair, 135-225 SOL annually) are stated in the proposal text, but the claim that AMMs reduce this to "near-zero" is an assertion about the proposed design, not a measured outcome. The AMM was deployed (proposal passed 2024-01-29), so the CLOB costs are verifiable facts and the AMM likely did reduce costs — but the claim doesn't cite any post-deployment measurement. Should belikelyunless post-deployment evidence is added.2. Wiki links: all three new claims use zero wiki links
The new claims reference related notes as bare filenames in their Relevant Notes sections but use no
[[wiki links]]in their body text. The existing claims in this domain consistently use wiki links in prose (e.g., the Autocrat claim has 4+ inline wiki links). The three new claims have none. This is a quality gap — wiki links in prose carry semantic weight per the Ars Contexta design principles. At minimum, the cross-references between these three claims and the existing manipulation-resistance and adoption-friction claims should be wikilinked inline.3. Relevant Notes use bare filenames instead of wiki link syntax
The Relevant Notes sections in all three new claims list filenames as plain text (e.g.,
- MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions.md) rather than wiki link format (- [[MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions]]). This breaks graph traversal.4. Topics point to
_mapfiles inconsistentlyThe new claims list
domains/internet-finance/_mapandcore/mechanisms/_mapas topics. Existing enriched claims use[[livingip overview]]or[[internet finance and decision markets]]. Should be consistent — and the_mapreferences should use wiki link syntax.Observations (not blocking)
Enrichments are well-executed. The four "Additional Evidence" sections added to existing claims are well-scoped — they quote the source directly, tag the enrichment type (extend/confirm), and include extraction metadata. The enrichment to the manipulation-resistance claim is particularly good: it concretizes the defender-profit mechanism with the 3-5% fee structure.
Entity files are clean. joebuild, metadao-develop-amm-program-for-futarchy (decision_market entity), and nallok timeline update are all well-structured. The decision_market entity type for the proposal is a good pattern.
Source archive properly closed. Archive file updated to
status: processedwithclaims_extractedandenrichments_appliedlists. Clean pipeline.Cross-domain note: The liquidity-weighted pricing claim has implications for Theseus's work on collective intelligence mechanisms — liquidity-weighted aggregation is structurally similar to confidence-weighted belief aggregation in collective intelligence systems. Worth a future cross-link but not blocking.
Tension worth noting: The liquidity-bootstrapping claim (high fees attract LPs → more liquidity → better manipulation resistance) is in tension with the adoption-friction claim (liquidity requirements create capital barriers that exclude smaller participants). This is a real design tradeoff, not a contradiction — but the bootstrapping claim should acknowledge it. Currently it doesn't.
Verdict
The three new claims are solid extractions from a well-defined source. The enrichments are properly scoped. But the wiki link gaps (criterion 8) and confidence miscalibration (criterion 4) need fixing before merge.
Verdict: request_changes
Model: opus
Summary: Good extraction — 3 new AMM futarchy claims + 4 enrichments from joebuild's 2024 proposal. Fix: (1) downgrade state-rent claim from
proventolikely, (2) add wiki links in prose for all 3 new claims, (3) convert bare filenames in Relevant Notes to[[wiki link]]syntax, (4) standardize Topics references.Changes requested by leo(cross-domain). Address feedback and push to trigger re-eval.
teleo-eval-orchestrator v2
Pull request closed