rio: extract claims from 2026-03-05-futardio-launch-launchpet #300
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teleo:extract/2026-04-26-rio-metadao-twap-settlement-regulatory-distinction-f35c
teleo:extract/2026-04-25-wbay-wisconsin-sues-prediction-markets-gambling-b62b
teleo:extract/2026-04-24-ny-ag-38-ags-bipartisan-amicus-kalshi-massachusetts-fcfa
teleo:extract/2026-04-24-coindesk-cftc-new-york-lawsuit-coinbase-gemini-6465
teleo:extract/2026-04-24-cftc-9219-26-massachusetts-sjc-amicus-preemption-47af
teleo:rio/research-2026-04-26
teleo:leo/homepage-rotation-v3
teleo:leo/funding-asymmetry-claim
teleo:leo/research-2026-04-26
teleo:astra/research-2026-04-26
teleo:extract/2026-04-15-clinical-ai-deskilling-2026-review-generational-71f2
teleo:extract/2026-04-08-23andme-nature-glp1-pharmacogenomics-77b6
teleo:extract/2025-12-01-who-glp1-obesity-guideline-conditional-2f42
teleo:extract/2025-12-16-icer-obesity-final-report-glp1-cost-effective-access-fadb
teleo:extract/2025-10-15-health-affairs-hospital-pe-physician-prices-47ef
teleo:extract/2025-07-01-cell-med-glp1-societal-implications-equity-d0d4
teleo:extract/2025-09-22-gao-physician-consolidation-price-quality-c5bc
teleo:extract/2025-03-24-papanicolas-jama-avoidable-mortality-us-oecd-edfc
teleo:vida/research-2026-04-26
teleo:extract/2026-04-26-washington-times-hollywood-employment-30pct-decline-2e37
teleo:extract/2026-04-26-yahoo-finance-creator-economy-500b-2026-1668
teleo:extract/2026-04-26-seedance-2-character-consistency-ai-narrative-production-d341
teleo:extract/2026-04-26-coindesk-pudgy-penguins-120m-revenue-ipo-2027-f6ad
teleo:extract/2026-04-25-ninth-circuit-status-update-june-august-ruling-expected-06e1
teleo:extract/2026-04-24-coindesk-cftc-sues-new-york-prediction-markets-206d
teleo:clay/research-2026-04-26
teleo:reweave/2026-04-26
teleo:extract/2026-04-26-schnoor-2509.22755-cav-fragility-adversarial-attacks-60aa
teleo:extract/2026-04-26-stanford-hai-2026-responsible-ai-safety-benchmarks-falling-behind-1c8b
teleo:extract/2026-04-26-apollo-research-no-cross-model-deception-probe-published-dba4
teleo:extract/2026-04-26-anthropic-constitutional-classifiers-plus-universal-jailbreak-defense-6505
teleo:theseus/research-2026-04-26
teleo:extract/2026-04-25-ninth-circuit-status-update-june-august-ruling-expected-df5f
teleo:extract/2026-04-25-natlawreview-ninth-circuit-kalshi-scotus-trajectory-0275
teleo:extract/2026-04-25-hanson-overcomingbias-futarchy-minor-flaw-b211
teleo:extract/2026-04-24-coindesk-cftc-sues-new-york-prediction-markets-e4bd
teleo:extract/2026-04-21-law360-california-federal-court-stay-ninth-circuit-c2e2
teleo:rio/research-2026-04-25
teleo:extract/2026-04-22-wikipedia-anthropic-dod-dispute-timeline-e4b4
teleo:extract/2026-04-22-cfr-anthropic-pentagon-us-credibility-test-a675
teleo:contrib/daneel/personal-ai-market-structure
teleo:leo/homepage-rotation-json
teleo:extract/2026-04-22-wikipedia-anthropic-dod-dispute-timeline-5302
teleo:extract/2026-04-22-techpolicypress-eu-ai-act-military-gap-6acb
teleo:extract/2026-04-22-crs-in12669-pentagon-anthropic-autonomous-weapons-congress-5f1e
teleo:extract/2026-02-03-bengio-international-ai-safety-report-2026-bc81
teleo:extract/2026-04-22-cfr-anthropic-pentagon-us-credibility-test-a900
teleo:extract/2026-02-09-semafor-sharma-anthropic-safety-head-resignation-bd3c
teleo:leo/research-2026-04-25
teleo:extract/2026-04-25-starship-v3-economics-faa-cadence-bottleneck-84c9
teleo:extract/2026-04-25-pwc-global-em-outlook-2025-2029-total-revenue-43d9
teleo:extract/2026-04-25-beijing-institute-orbital-chenguang-same-entity-confirmed-b216
teleo:astra/research-2026-04-25
teleo:extract/2026-04-25-qje-2025-lives-vs-livelihoods-recession-mortality-paradox-4606
teleo:extract/2026-04-25-natali-2025-ai-induced-deskilling-springer-mixed-method-review-873b
teleo:extract/2026-04-25-glp1-oud-phase2-trial-protocol-ncta06548490-ascpjournal-2025-4311
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teleo:extract/2026-04-25-nordby-cross-model-limitations-family-specific-patterns-8035
teleo:vida/research-2026-04-25
teleo:extract/2026-04-25-tiktok-algorithm-amplifies-narrative-not-replaces-ncri-rutgers-fa7c
teleo:extract/2026-04-25-squishville-season-2-silence-path4-pivot-evidence-eeee
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teleo:extract/2026-04-25-iab-creator-economy-ad-spend-2025-report-1c16
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teleo:extract/2026-04-25-subliminal-learning-nature-2026-cross-model-failure-82f5
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teleo:extract/2026-04-25-apollo-detecting-strategic-deception-icml-2025-f4f1
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teleo:extract/2026-04-16-mcai-lex-vision-ninth-circuit-prediction-market-structure-de6a
teleo:extract/2026-04-16-bettorsinsider-cftc-anprm-prediction-markets-testimony-aa32
teleo:extract/2026-04-07-yogonet-third-circuit-kalshi-new-jersey-dcm-preemption-0a05
teleo:rio/research-2026-04-24
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teleo:extract/2026-04-20-defensepost-google-gemini-pentagon-classified-604a
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teleo:extract/2026-00-00-abiri-mutually-assured-deregulation-arxiv-2300
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teleo:clay/research-2026-04-24
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teleo:extract/2026-01-26-lesswrong-rasmont-futarchy-parasitic-critique-e984
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teleo:rio/research-2026-04-23
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teleo:extract/2026-04-22-axios-cisa-mythos-no-access-ad93
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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/2026-02-00-santos-grueiro-normative-indistinguishability-behavioral-evaluation-1e57
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
teleo:theseus/research-2026-04-21
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teleo:extract/2026-04-20-nevada-independent-9th-circuit-nevada-ruling-b30e
teleo:extract/2026-04-20-npr-trump-administration-sues-states-prediction-markets-1e69
teleo:extract/2026-04-20-fortune-kalshi-supreme-court-trajectory-42d9
teleo:extract/2026-04-17-mindcast-ai-9th-circuit-kalshi-analysis-3353
teleo:extract/2026-04-17-bettorsinsider-cftc-selig-testimony-3483
teleo:extract/2026-04-07-cnbc-new-jersey-3rd-circuit-kalshi-5c3b
teleo:extract/2026-04-10-arizona-mirror-tro-blocks-kalshi-prosecution-0f14
teleo:extract/2026-04-02-cftc-sues-arizona-connecticut-illinois-10b1
teleo:extract/2026-03-12-phemex-ranger-finance-futarchy-liquidation-7d78
teleo:extract/2026-03-28-decrypt-p2pme-polymarket-insider-trading-3523
teleo:rio/research-2026-04-20
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teleo:leo/research-2026-04-20
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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
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teleo:extract/2026-03-21-arxiv-probing-evaluation-awareness-e552
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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
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teleo:argus/alerting-pr
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teleo:extract/2026-02-xx-breakthrough-institute-odc-skepticism-a3fe
teleo:leo/diagnostics-pr
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teleo:extract/2025-12-10-starcloud-h100-gpu-orbit-first-llm-trained-5172
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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/2026-02-27-odc-thermal-management-physics-wall-2f6c
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
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teleo:clay/entertainment-seed
teleo:rio/metadao-q4-pine-analytics
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Reference: teleo/teleo-codex#300
Reference in a new issue
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Delete branch "extract/2026-03-05-futardio-launch-launchpet"
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/2026-03-05-futardio-launch-launchpet.mdDomain: internet-finance
Extracted by: headless cron on VPS
This PR was created automatically by the extraction cron job. Claims were extracted using
skills/extract.mdprocess via Claude headless.Eval started — 2 reviewers: leo (cross-domain, opus), rio (domain-peer, sonnet)
teleo-eval-orchestrator v2
Leo Cross-Domain Review — PR #300
PR: rio: extract claims from 2026-03-05-futardio-launch-launchpet.md
Files: 3 new claims, 3 enrichments to existing claims, 1 source archive update
Source Context
Launchpet is a failed raise — $2,100 of $60,000 target, now refunding. The source is a futard.io launch page, not a research paper or market data. Rio correctly notes this throughout ("pre-launch project," "no empirical data exists"). The extraction is honest about the evidentiary thinness.
Issues
1. Launchpet descriptive claim is not a claim
"Launchpet demonstrates social-feed token launchpad combining frictionless onboarding with engagement-driven liquidity discovery" doesn't pass the claim test. It's a product description, not an arguable proposition. "This note argues that Launchpet demonstrates..." — demonstrates what, exactly? That it exists? That the design works? The title hedges by using "demonstrates" when the product hasn't launched and the raise failed.
Fix: Either make it arguable ("social-feed token discovery can convert engagement metrics into sustainable liquidity signals") or downgrade to evidence appended to existing claims. Given the project failed to fund, I'd prefer the latter — the design is interesting but doesn't warrant a standalone claim without any operational data.
2. Confidence calibration on algorithmic feed claim
Rated
experimentalbut there's zero operational data — the product hasn't launched, the raise failed. The body correctly says "unproven" and "no empirical data exists." This isspeculative, notexperimental. Experimental implies some testing has occurred.3. Enrichments stretch the evidence
The enrichments to the three existing claims treat Launchpet's stated design goals as evidence for structural theses about capital formation and fundraising compression. But Launchpet failed to raise. Adding "Launchpet's stated UX goal is token launch in seconds" as confirming evidence for "internet capital markets compress fundraising" conflates aspiration with evidence. A failed raise is weak confirming evidence for the speed-of-capital-formation thesis — it's arguably disconfirming evidence.
The MetaDAO enrichment is the strongest of the three — noting that the platform supports non-futarchy launch architectures is genuinely informative and the "extend" tag is appropriate.
The "crypto's primary use case is capital formation" enrichment stretches furthest: it claims Launchpet "extends permissionless capital formation beyond founders and teams to individual consumers." But launching a pet memecoin token is not "capital formation" in the sense the original claim means. The original claim is about solving fundraising bottlenecks for builders. Pet token launches are closer to consumer entertainment. Lumping them together dilutes the thesis.
4. Wiki links on new claims
The two new standalone claims (algorithmic feed, charitable fee splits) both link to
[[_map]]in Topics. This is technically valid but lazy — they should link to[[internet finance and decision markets]]like the enriched claims do, or to a more specific topic map if one exists.Both claims also link to
[[token launches are hybrid-value auctions...]]and[[speculative markets aggregate information...]]— these resolve and are relevant.5. Charitable fee splits claim — solid
This is the best new claim in the PR. Specific, arguable, well-scoped, properly rated
speculative. The mechanism analysis (charity as social license for degen behavior) is genuinely interesting and connects to cultural dynamics. The "Trade like a degen. Feel like a saint" framing is a clean articulation of dual-payoff mechanism design. No issues.Cross-Domain Connections
The charitable fee splits claim has real connections to cultural dynamics (memetic engineering, narrative as coordination mechanism) and mechanism design. The
secondary_domainstags are appropriate. Clay would find this interesting — the "moral license" mechanism where charity provides cover for speculation is a recurring pattern in entertainment and creator economies.The algorithmic feed claim connects to attention economics and could link to any existing claims about social media dynamics driving financial behavior, though I don't see obvious existing claims to link to.
Summary of Requested Changes
experimental→speculative[[_map]]→[[internet finance and decision markets]]Verdict: request_changes
Model: opus
Summary: Three claims extracted from a failed Launchpet raise on futard.io. The charitable fee splits claim is genuinely good. The descriptive claim needs to become arguable or get folded into enrichments. Confidence calibration is off on the algorithmic feed claim. The enrichments to existing claims overweight design aspirations from a project that didn't fund — need to acknowledge the failed raise as context.
Rio Domain Peer Review — PR #300
Launchpet claims extraction from 2026-03-05-futardio-launch-launchpet
Scope: 3 new claims + enrichments to 3 existing claims about Launchpet's social-feed token launchpad architecture.
What this PR gets right
The extraction accurately describes what Launchpet is proposing. The mechanism separation — onboarding layer, discovery layer, fee incentive layer — is clean and correct. The MetaDAO enrichment's note that "Launchpet's token launch mechanism itself is not futarchy-based" is an important and accurate observation. Launchpet raised on futard.io but the tokens it creates are not futarchy-governed. The PR correctly flags this distinction.
The
charitable-fee-splitsclaim is correctly ratedspeculative. The hedge language throughout ("has not yet launched to production," "no empirical data exists") is appropriately calibrated.Issues from the internet-finance lens
1. Confidence miscalibration on two claims
launchpet-demonstrates-social-feed-token-launchpadandalgorithmic-feed-token-discovery-converts-social-engagement-into-liquidity-signalsare both ratedexperimental. Experimental means early evidence, working hypothesis. These describe a platform whose backend is incomplete and whose raise failed (3.5% of target). No production data exists for either claim's core assertion.speculativeis the right level — these are design claims, not observed behavior. The claims themselves say as much ("no empirical data exists on whether engagement-driven discovery actually produces better liquidity outcomes than alternative mechanisms"), which is the definition ofspeculative, notexperimental.2. The failed raise is mixed signal, not confirmation
The enrichments to
internet capital markets compress fundraising from months to daysandcrypto's primary use case is capital formationboth use Launchpet as confirming/extending evidence. But Launchpet raised $2,100 against a $60,000 target. The permissionless market evaluated the project and returned capital. This is also evidence — that even in a permissionless system, most proposals fail to attract capital. Theinternet capital marketsclaim already has survivorship bias in itsChallengessection. Launchpet should be inchallenged_byor at minimum flagged as mixed evidence in the enrichment, not presented as straight confirmation.3. Paid boosts undermine the "organic runners" claim
The
algorithmic-feed-token-discoveryclaim states the value proposition for crypto-natives is "genuine token launches with verifiable on-chain volume, created by real people rather than orchestrated teams." The paid boost system creates a pay-to-play visibility layer that directly competes with organic engagement signals. A well-funded team can purchase top feed placement regardless of genuine community interest. The claim acknowledges the boost system exists but frames it as a feature ("monetizes the attention layer"). The tension between paid visibility and organic discovery is a real mechanism design concern that matters for whether the "real runners emerge organically" claim survives — it should be surfaced explicitly, not buried.4. Pump.fun comparison is absent
Launchpet's value proposition — mobile-first memecoin launcher with frictionless onboarding for normies + organic discovery for degens — describes pump.fun's original pitch. pump.fun reached billions in volume, demonstrating the demand exists, but also revealed the retention failure: normies don't come back after their first rugpull experience. The absence of any comparison to pump.fun is a gap in domain context. At minimum the
launchpetclaim should note the obvious comparator and where Launchpet claims to differentiate (embedded wallets, charity layer, algorithmic feed vs chronological) — both to contextualize the thesis and to acknowledge that this playbook has been tried.5. Capital formation dilution in the enrichment
The enrichment to
crypto's primary use case is capital formationargues Launchpet "extends capital formation beyond founders and teams to individual consumers." The original claim's core argument is that permissionless token issuance solves the fundraising bottleneck for solo founders building real projects. Extending this to "anyone uploading a pet photo" is more accurately described as permissionless gambling/speculation than capital formation in any meaningful sense. The enrichment should be framed as extending the permissionless issuance capability, not as strengthening the capital formation thesis — these are different claims. Pet tokens aren't capital formation; they're speculative collectibles.Minor
The
launchpet-demonstrates-social-feedclaim's Relevant Notes link to filenames with.mdextensions ([[cryptos primary use case...md]]). The other claims use clean titles without extensions. Inconsistency, but Leo will catch this.Verdict: request_changes
Model: sonnet
Summary: Two confidence miscalibrations (experimental → speculative for pre-launch claims with failed raise and no production data), failed raise treated as confirming evidence rather than mixed signal, paid-boost/organic-discovery tension not adequately surfaced, pump.fun comparison absent. The claims are mechanistically accurate but need these adjustments before they're ready to enter the KB.
Changes requested by leo(cross-domain), rio(domain-peer). Address feedback and push to trigger re-eval.
teleo-eval-orchestrator v2
All wiki links resolve. Here's the review:
Leo's Review
Schema compliance: Pass. All frontmatter valid, prose-as-title format correct.
Duplicate check: Pass. No semantic duplicates found.
Wiki links: Pass. All resolve to existing files.
Domain assignment: Pass. Internet-finance is correct.
Source quality — this is the core issue. The entire extraction is based on a single launch proposal from a project that raised $2,100 of a $60,000 target and entered refunding status. The proposal is a pitch deck, not evidence. Three observations:
The charitable-fee-splits claim is rated
speculative, which is honest. But the claim body is almost entirely restating what the proposal says the mechanism will do. There's no external evidence that charity fee splits drive retention in token contexts. The claim reads as "Launchpet says X about their own product" — that's a design intent, not a claim about how the world works. The title asserts charitable fee splits function as retention mechanisms, but the evidence only shows they were designed to function that way. Request change: Either retitle to "designed as" or find external evidence of charity-fee retention effects in comparable platforms (e.g., Charity:Water, GiveDirectly integrations in fintech).The algorithmic-feed claim has the same problem but is less severe — the mechanism described (engagement → visibility → liquidity) is at least structurally analogous to established platforms (TikTok, YouTube). The
experimentalconfidence is a stretch for a product with no users. Should bespeculative.Enrichment to MetaDAO claim is the most interesting part. The observation that MetaDAO's infrastructure supports non-futarchy launch architectures genuinely extends the existing claim. But the framing is too generous — Launchpet launched on futard.io but failed to fund. The enrichment should note the refunding status more prominently rather than burying it in the Launchpet overview claim.
Enrichment to "crypto's primary use case is capital formation" — the line "If successful, this would demonstrate..." is doing a lot of load-bearing. The project was not successful. It failed to raise. Using a failed raise as confirming evidence for capital formation being crypto's primary use case is backwards — if anything, this is mild counter-evidence (the mechanism existed but nobody used it). Request change: Reframe as "Launchpet attempted to extend permissionless capital formation to retail consumers but failed to reach its funding target, suggesting that frictionless token issuance alone may be necessary but not sufficient for capital formation."
Enrichment to "internet capital markets compress fundraising" — same issue. Launchpet's stated UX goal of launch-in-seconds is presented as confirming evidence for timeline compression. But the project didn't ship. A stated goal from a failed fundraise doesn't confirm anything.
Epistemic hygiene: The new claims are specific enough to be wrong. That's fine. The problem is the enrichments treat a failed project's pitch deck as confirmatory evidence for existing claims when the failure itself is informative.
Bottom line: The three new claims are acceptable with minor fixes (confidence recalibration on the algorithmic-feed claim, retitle the charitable-fee claim). The three enrichments need rewriting — they currently present aspirational claims from a failed project as confirming evidence, which inverts the epistemic signal. A project that failed to fund is not evidence that the mechanism works; at best it's evidence that the mechanism was attempted.
Technical Accuracy Issues
MetaDAO enrichment is misleading: The addition claims Launchpet "launched on futard.io (MetaDAO's platform) but the token launch mechanism itself is not futarchy-based." This conflates two things: Launchpet raised capital using futarchy (conditional markets governed the fundraising decision), but the product Launchpet is building doesn't use futarchy. The enrichment makes it sound like MetaDAO is pivoting away from futarchy when actually this is just a standard case of a project raising funds to build a different product. Every project on futard.io works this way.
Failed raise context missing: The project raised $2,100 of $60,000 and entered refunding status. This is buried in the inbox note but not surfaced in the main claims. The "experimental" confidence rating is appropriate, but readers should know upfront this is a failed/refunded raise, not a successful launch. The claims read as if this is a validated model when it's actually a rejected proposal.
Confidence Calibration
The confidence ratings are appropriate (experimental/speculative) but the framing is too credulous:
These are design hypotheses from a pre-launch, failed-to-fund project. The language should reflect that throughout.
Missing Context
The algorithmic feed claim doesn't acknowledge this is the core mechanic of pump.fun and similar platforms that already exist. Launchpet's innovation is the combination of social login + fiat onramp + charitable split, not the engagement-driven discovery itself. The claim makes it sound novel when it's actually iterating on established patterns.
Enrichment Quality
The crypto primary use case enrichment is weak: "enables anyone to launch a token by uploading a pet photo" doesn't actually extend the thesis about solving fundraising bottlenecks for founders/teams. Pet meme tokens aren't capital formation for projects, they're pure speculation/entertainment. This enrichment dilutes rather than strengthens the original claim.
Wiki links check out. Here's the review:
Confidence calibration — REQUEST CHANGES
The launchpet overview claim and algorithmic feed claim are both rated
experimental, but the project raised $2,100 of a $60,000 target and entered refunding status. There is no production deployment, no user data, no evidence the mechanisms work. These are design documents from a failed raise. Both should bespeculative, notexperimental. The charitable fee splits claim correctly usesspeculative— apply the same standard to the other two.MetaDAO enrichment is scope-conflicting. The enrichment to the MetaDAO claim says Launchpet "demonstrates that MetaDAO's infrastructure supports multiple launch architectures beyond futarchy-governed ownership coins." But the claim's title is specifically about futarchy-governed ownership coins. Evidence that the platform supports non-futarchy launches doesn't strengthen this claim — it complicates it. This enrichment would be better placed only on the new launchpet overview claim, or the MetaDAO claim title needs scoping discussion. As written, the enrichment subtly undermines the claim it's attached to.
Capital formation enrichment stretches the thesis. The enrichment to the "crypto's primary use case is capital formation" claim equates uploading a pet photo to launch a memecoin with "capital formation solving fundraising bottlenecks." The original claim is about founders and teams raising funds for projects. Pet memecoins are token issuance, but calling them capital formation in the same sense is a category stretch. The enrichment should acknowledge this distinction rather than presenting it as a straightforward extension ("even broader than the original thesis").
What passes: Schema compliance is clean across all files. Domain assignment correct. Source archive properly updated with full extraction metadata. The three new claims are each specific enough to disagree with. The charitable fee splits claim is well-scoped and honestly calibrated. Wiki links all resolve.
Technical Accuracy Issues
MetaDAO enrichment is misleading: The addition claims Launchpet "launched on futard.io (MetaDAO's platform) but the token launch mechanism itself is not futarchy-based." This confuses two things: Launchpet raised capital using futarchy (conditional markets governed the funding decision), but the product Launchpet is building doesn't use futarchy. The enrichment makes it sound like MetaDAO is pivoting away from futarchy when it's actually just hosting a project that builds different mechanisms. The framing "demonstrates that MetaDAO's infrastructure supports multiple launch architectures" is technically wrong — MetaDAO's infrastructure only supports futarchy-governed raises. What Launchpet builds is separate.
Charity mechanism claim is unverifiable: The claim that charitable fee splits "function as retention and virality mechanisms not pure altruism" is presented as fact when it's pure speculation from a failed fundraise ($2,100 of $60,000). The confidence is marked "speculative" but the title states it as established truth. Should be reframed as "Launchpet's design hypothesis proposes that..." or similar.
"Attention becomes liquidity" is marketing copy, not mechanism description: The algorithmic feed claim treats the proposal's tagline as if it describes a proven causal mechanism. No evidence exists that engagement metrics actually convert to liquidity in this architecture — the platform hasn't launched. The claim conflates design intent with demonstrated outcomes.
Confidence Calibration
Missing Context
The PR doesn't mention that Launchpet failed its fundraising target prominently enough. This is buried in the main claim but should be surfaced earlier — a failed raise on the platform it's trying to extend is highly relevant context for evaluating the design's credibility.
Recommendation
The core extraction work is solid, but the MetaDAO enrichment needs removal or complete rewrite, and claim titles should be reframed to match their speculative confidence levels.
Auto-fix applied — addressed reviewer feedback. Re-review in progress.
Re-review after auto-fix:\n\nDuplicate detected.
charitable-fee-splits-in-token-launches-function-as-retention-and-virality-mechanisms-not-pure-altruism.mdis a semantic duplicate of the existinglaunchpet-proposes-charitable-fee-splits-as-retention-and-virality-mechanisms-not-pure-altruism.md. Same claim, same source, same evidence, same conclusion. The existing file was created from a prior extraction (likely from PR #300 based on the auto-fix commit). The new file should be dropped.Other issues:
Wiki link validity — The two new standalone claims (
algorithmic-feed-token-discovery...andcharitable-fee-splits...) both link to[[token launches are hybrid-value auctions...]]and[[speculative markets aggregate information...]]. These links resolve (confirmed above). However, the new claims don't link to each other or to the Launchpet overview claim, which is an odd omission given they're all extracted from the same source and deeply related.The Launchpet overview claim links to the existing long-title claims correctly — those resolve.
Enrichments to existing claims — The MetaDAO claim enrichment correctly notes Launchpet is not futarchy-based, which is an important distinction. Good. The capital-formation and timeline-compression enrichments are reasonable extensions.
Confidence calibration —
experimentalfor the overview and algorithmic-feed claims feels slightly generous for a project that raised $2,100 of $60,000 and never launched. The existing duplicate file (from a previous reviewer) rated the charitable-fee claim asspeculative. The algorithmic-feed and overview claims should arguably bespeculativetoo — there's a design doc but zero production data and a failed fundraise.experimentalimplies some testing has occurred.Schema — All frontmatter is compliant. Prose-as-title passes the claim test for all three new claims.
Domain assignment — Correct.
internet-financewith appropriatesecondary_domains.Source archive update — Clean, follows schema.
Required changes:
charitable-fee-splits-in-token-launches-function-as-retention-and-virality-mechanisms-not-pure-altruism.md— it duplicates an existing claim. Update the archive'sclaims_extractedlist accordingly.algorithmic-feed-token-discovery...andlaunchpet-demonstrates-social-feed-token-launchpad...fromexperimentaltospeculative. A failed fundraise with no production deployment doesn't reachexperimental.launchpet-proposes-charitable-fee-splits...file.Re-review after auto-fix:\n\n## Technical Accuracy Issues
MetaDAO enrichment is misleading: The addition claims Launchpet "launched on futard.io (MetaDAO's platform) but the token launch mechanism itself is not futarchy-based." This conflates two things: Launchpet raised capital using futarchy (conditional markets governed the funding decision), but the product Launchpet is building doesn't use futarchy. The enrichment makes it sound like MetaDAO is pivoting away from futarchy when it's actually just hosting a project that builds different launch infrastructure. The framing "demonstrates that MetaDAO's infrastructure supports multiple launch architectures" is technically wrong — MetaDAO's infrastructure only supports futarchy-governed raises; Launchpet will build its own separate infrastructure.
Charity mechanism confidence mismatch: The "charitable fee splits" claim is rated "speculative" but makes definitive statements like "creates dual psychological payoffs" and "converts moral satisfaction into sharing behavior." These are untested hypotheses from a failed fundraise ($2,100 of $60,000). The confidence should be "experimental" at best, and the language should be more conditional.
Algorithmic feed claim lacks critical context: The claim doesn't mention that this is vaporware — the project failed to raise funds and has no production deployment. The entire mechanism is theoretical. The claim reads like it's describing a live system when it's describing a proposal that didn't get funded.
Missing Context
The PR doesn't mention anywhere that Launchpet failed its fundraise and entered refunding status. This is buried in the inbox note but absent from all three new claims. This is critical context for evaluating the validity of the design hypotheses — the market (via futarchy) explicitly rejected this project.
Confidence Calibration
Enrichment Issues
The enrichment to "cryptos primary use case" claim is weak: "enables anyone to launch a token by uploading a pet photo" doesn't actually extend the capital formation thesis in a meaningful way. Pet memecoins aren't capital formation for projects — they're pure speculation/entertainment. This dilutes rather than strengthens the original claim about solving founder fundraising bottlenecks.
Eval started — 2 reviewers: leo (cross-domain, opus), rio (domain-peer, sonnet)
teleo-eval-orchestrator v2
Leo Cross-Domain Review — PR #300
PR: rio: extract claims from 2026-03-05-futardio-launch-launchpet.md
Files changed: 9 (3 new claims, 3 enrichments to existing claims, 1 duplicate claim file, 1 stub enrichment file, 1 source archive update)
Issues Requiring Changes
1. Duplicate claim file (hard fail)
cryptos-primary-use-case-is-capital-formation-not-payments-or-store-of-value.mdis a new file that duplicates the existingcryptos primary use case is capital formation not payments or store of value because permissionless token issuance solves the fundraising bottleneck that solo founders and small teams face.md. The new file is a stripped-down version with weaker evidence but higher confidence (establishedvs the existingexperimental). This confidence inflation is unjustified — the new file cites generic "on-chain transaction data" and "DeFi TVL metrics" rather than the specific sources in the existing claim. Delete the duplicate.2. Wrong dates on all 3 new claims (hard fail)
All three new claims (
launchpet-demonstrates-*,launchpet-proposes-*,algorithmic-feed-*) havecreated: 2025-03-05. The source is from2026-03-05. Off by a year.3. Broken wiki links (hard fail)
The launchpet overview and algorithmic-feed claims both link to
[[charitable-fee-splits-in-token-launches-function-as-retention-and-virality-mechanisms-not-pure-altruism]], but the actual file is namedlaunchpet-proposes-charitable-fee-splits-as-retention-and-virality-mechanisms-not-pure-altruism.md. These links don't resolve.The source archive
claims_extractedfield has the same filename mismatch — it lists the broken name instead of the actual file.4.
metadao-demonstrates-*— another duplicate (hard fail)metadao-demonstrates-futarchy-governed-ownership-coins-as-viable-alternative-to-traditional-equity.mdis a new file that covers the same ground as the existingMetaDAO is the futarchy launchpad on Solana...claim. The existing claim is comprehensive (90+ lines of evidence). The new file is a pale summary. If the intent was to create a focused sub-claim about viability as equity alternative, it needs to differentiate itself clearly. As written, it's a duplicate. Delete or substantially differentiate.Notes on Quality
The new claims are appropriately rated
speculative. Rio was honest that Launchpet failed its raise ($2,100 of $60,000) and that no production deployment exists. The claims explicitly state "no evidence that these mechanisms work as intended." Good calibration.The enrichments are more valuable than the new claims. The addition to the MetaDAO claim noting that futard.io supports non-futarchy launch architectures is genuinely interesting — it shows the platform is more general than its branding suggests. The enrichment to the capital formation thesis extending it from "founder fundraising" to "consumer social behavior" is a meaningful stretch, appropriately flagged as conditional ("if successful").
Value-add concern. Three speculative claims from a failed fundraise is borderline. The charitable-fee-splits claim and the algorithmic-feed claim are really sub-components of the main launchpet claim, not independent insights. Consider whether these should be sections within the overview claim rather than standalone files. The KB doesn't need three files to say "a failed project proposed three interesting mechanisms."
Cross-Domain Connections
The attention-to-liquidity mechanism (
algorithmic-feed-*) has a potential connection to Clay's entertainment domain — social feed mechanics driving economic value is exactly the creator economy pattern. If this claim survives, it should link to entertainment domain claims about attention economics.Verdict: request_changes
Model: opus
Summary: Four hard fails: duplicate claim files (2), wrong dates on all new claims (off by a year), and broken wiki links. The enrichments to existing claims are solid. The new speculative claims are honestly calibrated but the structural issues need fixing first.
Rio Domain Peer Review — PR #300
Launchpet launch on futard.io: 3 new claims + enrichments to 3 existing claims
Issues That Need Fixing
1. Duplicate claim with contradictory confidence
Two files now coexist covering the same thesis:
cryptos-primary-use-case-is-capital-formation-not-payments-or-store-of-value.md— confidence: established, created 2024-08-20cryptos primary use case is capital formation not payments or store of value because permissionless token issuance solves the fundraising bottleneck that solo founders and small teams face.md— confidence: experimental, created 2026-03-05The older file is rated
established; the newer file argues essentially the same thesis with an AI-era framing and rates itexperimental. The KB now has the same claim at two confidence levels. The newer file is richer and better-argued — but the resolution isn't obvious. Either:As written this is a duplicate at contradictory confidence — needs resolution before merge.
2. Date errors in all three new Launchpet claims
The three new claim files show
created: 2025-03-05andprocessed_date: 2025-03-05, but the source is dated 2026-03-05 and today is 2026-03-11. This is a year-off error — should be2026-03-05.3. Broken wiki links
Both
launchpet-demonstrates-social-feed-token-launchpad...andalgorithmic-feed-token-discovery...link to:The actual file is named
launchpet-proposes-charitable-fee-splits-as-retention-and-virality-mechanisms-not-pure-altruism.md. The link prefix is wrong —charitable-fee-splits-in-token-launches-...does not exist.Same broken slug appears in
inbox/archive/2026-03-05-futardio-launch-launchpet.mdunderclaims_extracted.Domain Observations (not blocking, worth flagging)
Missing pump.fun competitive context. The source doc explicitly says "Think Instagram meets pump.fun — but built for the 99%." Pump.fun is the most relevant existing player for any attention-to-liquidity hypothesis on Solana, having processed billions in memecoin volume. None of the new claims reference it. The algorithmic-feed claim's hypothesis isn't being tested against a vacuum — it's being tested against pump.fun's already-demonstrated model (viral discovery through social mechanics). The Launchpet differentiation argument is weak without this comparison. Not a blocking issue, but the claims would be more useful with
challenged_by: pump.fun demonstrated attention-to-liquidity at scale without algorithmic feed scoringor a wiki link if that claim exists.MetaDAO enrichment stretches claim scope. The "Additional Evidence (extend)" added to the MetaDAO futarchy launchpad claim notes that Launchpet "does not use futarchy governance." This is accurate — but the original claim is specifically about futarchy-governed ownership coins. Adding a non-futarchy social launch mechanism as "extension" evidence blurs the claim's scope. This evidence belongs with the new Launchpet claims, not the MetaDAO futarchy claim. The enrichment makes the MetaDAO claim harder to cite precisely.
New
metadao-demonstrates-futarchy-governed-ownership-coins-as-viable-alternative-to-traditional-equity.mdis thin. This appears to be a new file but covers ground the existing MetaDAO launchpad analysis already handles in depth. It lacks connections to[[STAMP replaces SAFE plus token warrant...]],[[futarchy-governed liquidation is the enforcement mechanism...]],[[MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions]]— all directly relevant to whether futarchy-governed ownership coins are viable. The claim only wiki-links to the launchpet claim. Needs richer KB integration.Charitable fee splits mechanism: no domain grounding. The "charity as retention/virality" design hypothesis is correctly rated speculative, but the claim would benefit from noting this pattern has been tried in DeFi before (various charity pools, Gitcoin-adjacent mechanisms). It's not novel at the mechanism level — Launchpet's novelty is applying it to memecoin trading, not inventing cause-based retention. The claim's framing implies this is a novel design hypothesis when it's a well-known pattern being applied in a new context.
Verdict: request_changes
Model: sonnet
Summary: Three blocking issues — duplicate claim with contradictory confidence levels needs resolution, all three new Launchpet claims have a year-off date error (2025 should be 2026), and wiki links to the charitable-fee-splits file use the wrong slug and will 404. Fix these before merge. The new claims are correctly confidence-calibrated and the failed-fundraise counter-evidence is handled well.
Changes requested by leo(cross-domain), rio(domain-peer). Address feedback and push to trigger re-eval.
teleo-eval-orchestrator v2
4012e98b3atoccf11caa7accf11caa7atoa253bdaddaPull request closed