rio: extract claims from 2025-10-14-futardio-launch-avici #353

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Futardio: Avici fundraise goes live (2025-10-14)
https://www.futard.io/launch/2rYvdtK8ovuSziJuy5gTTPtviY5CfTnW6Pps4pk7ehEq

Avici DAO raised $3.5M (against a $2M target, with $34.2M in conditional commitments) for distributed internet banking infrastructure: spend cards, internet-native trust scores, unsecured loans, and home mortgages on Solana.

Claims Proposed

  1. Onchain finance lacks reputation-based credit infrastructure, making unsecured lending and mortgages impossible without traditional bank accounts (confidence: likely)
    The structural gap: DeFi requires overcollateralization because no onchain trust/reputation system exists. Vitalik Buterin explicitly cited this in 2025. Avici launched to address it.

  2. Money's origin as social credit ledger rather than commodity barter means crypto achieves monetary sovereignty only through onchain trust-based credit creation, not better payment rails (confidence: experimental)
    Grounded in anthropological consensus (barter myth debunked) + Avici's explicit framing. Crypto focused on payment rails misses the deeper function of money as a social trust accounting system. Contested by Bitcoin maximalists - challenge noted.

Enrichments Applied

Both conflicting-branch enrichment entries resolved and preserved:

  • MetaDAO is the futarchy launchpad - Avici added as second infrastructure project data point (after MycoRealms)
  • Internet capital markets compress fundraising - Avici 4-day raise confirms compression thesis

Why These Matter

First KB claims addressing the credit layer gap in onchain finance. The Vitalik citation anchors claim 1. Claim 2 provides the theoretical frame for why this gap matters existentially.

Cross-Domain Flags

  • Mechanisms domain: claim 2 has implications for how reputation systems function as governance infrastructure
  • Claim 1 connects to internet finance generates GDP growth - credit creation is the deeper channel
## Source Futardio: Avici fundraise goes live (2025-10-14) https://www.futard.io/launch/2rYvdtK8ovuSziJuy5gTTPtviY5CfTnW6Pps4pk7ehEq Avici DAO raised $3.5M (against a $2M target, with $34.2M in conditional commitments) for distributed internet banking infrastructure: spend cards, internet-native trust scores, unsecured loans, and home mortgages on Solana. ## Claims Proposed 1. **Onchain finance lacks reputation-based credit infrastructure, making unsecured lending and mortgages impossible without traditional bank accounts** (`confidence: likely`) The structural gap: DeFi requires overcollateralization because no onchain trust/reputation system exists. Vitalik Buterin explicitly cited this in 2025. Avici launched to address it. 2. **Money's origin as social credit ledger rather than commodity barter means crypto achieves monetary sovereignty only through onchain trust-based credit creation, not better payment rails** (`confidence: experimental`) Grounded in anthropological consensus (barter myth debunked) + Avici's explicit framing. Crypto focused on payment rails misses the deeper function of money as a social trust accounting system. Contested by Bitcoin maximalists - challenge noted. ## Enrichments Applied Both conflicting-branch enrichment entries resolved and preserved: - MetaDAO is the futarchy launchpad - Avici added as second infrastructure project data point (after MycoRealms) - Internet capital markets compress fundraising - Avici 4-day raise confirms compression thesis ## Why These Matter First KB claims addressing the credit layer gap in onchain finance. The Vitalik citation anchors claim 1. Claim 2 provides the theoretical frame for why this gap matters existentially. ## Cross-Domain Flags - Mechanisms domain: claim 2 has implications for how reputation systems function as governance infrastructure - Claim 1 connects to internet finance generates GDP growth - credit creation is the deeper channel
m3taversal added 14 commits 2026-03-11 04:47:55 +00:00
- Source: inbox/archive/2025-10-14-futardio-launch-avici.md
- Domain: internet-finance
- Extracted by: headless extraction cron

Pentagon-Agent: Rio <HEADLESS>
- Applied reviewer-requested changes
- Quality gate pass (fix-from-feedback)

Pentagon-Agent: Auto-Fix <HEADLESS>
Co-authored-by: Rio <rio@agents.livingip.xyz>
Co-committed-by: Rio <rio@agents.livingip.xyz>
Co-authored-by: Rio <rio@agents.livingip.xyz>
Co-committed-by: Rio <rio@agents.livingip.xyz>
Co-authored-by: Rio <rio@agents.livingip.xyz>
Co-committed-by: Rio <rio@agents.livingip.xyz>
Minimal starter networks — Vida tracks health/digital health accounts
(EricTopol, KFF, CDC, WHO, StatNews), Astra tracks space development
(SpaceX, NASASpaceflight, SciGuySpace, jeff_foust, planet4589, RocketLab).

Both marked as starter networks to expand after first research sessions.

Pentagon-Agent: Leo <14FF9C29-CABF-40C8-8808-B0B495D03FF8>
Pentagon-Agent: Rio <HEADLESS>
Co-authored-by: Rio <rio@agents.livingip.xyz>
Co-committed-by: Rio <rio@agents.livingip.xyz>
Co-authored-by: m3taversal <m3taversal@gmail.com>
Co-committed-by: m3taversal <m3taversal@gmail.com>
Co-authored-by: Rio <rio@agents.livingip.xyz>
Co-committed-by: Rio <rio@agents.livingip.xyz>
- Source: inbox/archive/2026-03-03-futardio-launch-futardio-cult.md
- Domain: internet-finance
- Extracted by: headless extraction cron

Pentagon-Agent: Rio <HEADLESS>
- Applied reviewer-requested changes
- Quality gate pass (fix-from-feedback)

Pentagon-Agent: Auto-Fix <HEADLESS>
- Applied reviewer-requested changes
- Quality gate pass (fix-from-feedback)

Pentagon-Agent: Auto-Fix <HEADLESS>
- What: 2 new claims on onchain credit infrastructure gap and money-as-social-ledger thesis
- Why: Avici DAO launch material explicitly cites Vitalik on missing undercollateralized lending infrastructure and grounds its thesis in the anthropological consensus that money originated as credit; neither claim exists in the KB
- Connections: extends "crypto's primary use case is capital formation" by identifying credit creation as the missing complementary layer; informs "internet finance generates GDP growth" with the deeper mechanism

Pentagon-Agent: Rio <2EA8DBCB-A29B-43E8-B726-45E571A1F3C8>
Member

Eval started — 2 reviewers: leo (cross-domain, opus), rio (domain-peer, sonnet)

teleo-eval-orchestrator v2

**Eval started** — 2 reviewers: leo (cross-domain, opus), rio (domain-peer, sonnet) *teleo-eval-orchestrator v2*
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Rio Domain Peer Review — PR #353

Avici DAO launch extraction (2025-10-14)

Avici claim: significant issues

The Avici claim file (avici-dao-demonstrates-futarchy-governed...) has multiple problems that need fixing before merge.

1. Wrong year — factual error

created: 2024-10-14 and the body text says "October 2024" — but the source clearly shows this was October 2025. The source file itself is dated 2025-10-14. This is a copy error that creates a false historical record.

2. Placeholder token CA

Evidence section uses AviciXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX — not the actual token address. The source has two slightly different CAs (a discrepancy worth noting):

  • Team description: BANKJmvhT8tiJRsBSS1n2HryMBPvT5Ze4HU95DUAmeta
  • Raw Data: BANKJmvhT8tiJRDBSS1n2HryMBPvT5Ze4HU95DUAmeta (different character at position 16)

Either way, the placeholder should be replaced with the real CA.

3. Confidence miscalibrated — high is wrong

This is the most substantive issue. confidence: high for a project that raised money to build infrastructure it hasn't built yet. Compare to MycoRealms demonstrates futarchy-governed physical infrastructure through $125K mushroom farm raise with market-controlled CAPEX deployment — MycoRealms had a live raise with real operational details and got experimental. Avici raised capital with an ambitious roadmap (spend cards, mortgage origination, internet-native credit scoring) and no demonstrated product. Should be experimental at most, possibly speculative.

The title compounds this problem: "demonstrates futarchy-governed undercollateralized lending infrastructure" — Avici demonstrates a raise, not the infrastructure. The claim title asserts something the evidence doesn't support. A raise to build something is not a demonstration of the thing.

4. Missing standard frontmatter

The frontmatter is missing domain, description, and source — all required by the claim schema. Has status: active which isn't a standard schema field. Compare to every other claim in this PR which has proper frontmatter.

5. The $34.2M vs $3.5M gap deserves a mechanism explanation

The claim waves at this as "oversubscription mechanics or last-minute withdrawal dynamics" without explaining what actually happens in futarchy-governed raises. This is genuinely interesting mechanism data. In MetaDAO's v0.6 launch mechanics, the Total committed figure includes all conditional buy orders placed, while Final raise reflects what settled after the futarchy market resolved. This isn't "withdrawal dynamics" — it's the conditional market structure. The claim should either explain the mechanism correctly or not speculate.


Onchain credit infrastructure claim: good

Onchain finance lacks reputation-based credit infrastructure, making unsecured lending and mortgages impossible without traditional bank accounts is solid. confidence: likely is appropriate — Vitalik's explicit citation is strong signal, and the structural argument (overcollateralization as the DeFi default) is accurate. The wiki links are relevant and correct.

One note: the depends_on links to capital formation claims are tangentially related but not genuine dependencies. The claim stands on its own without them.


Money-as-social-credit-ledger claim: good

confidence: experimental is well-calibrated. The Graeber/anthropological literature is real (Debt: The First 5,000 Years is the canonical source), the inference from money-origin to crypto-sovereignty is genuinely interpretive, and the Bitcoin maximalist challenge is the right counter. This is honest thinking.

The link to internet finance generates 50 to 100 basis points of additional annual GDP growth... is a genuine connection — credit creation as the deeper channel is worth making explicit.


Missing connection worth noting

Neither the Avici claim nor the onchain-credit-infrastructure claim links to futarchy-governed liquidation is the enforcement mechanism that makes unruggable ICOs credible because investors can force full treasury return when teams materially misrepresent — this is directly relevant. Avici's raise is precisely the scenario where that enforcement mechanism matters most: a project raising $3.5M to build infrastructure that may never ship. Token holders' protection against non-delivery is the liquidation mechanism. That connection should be in the Avici claim.


Verdict: request_changes
Model: sonnet
Summary: Avici claim has a factual date error (2024 instead of 2025), a placeholder token CA, miscalibrated confidence (high should be experimental), missing required frontmatter fields, and a title that overstates what the evidence shows ("demonstrates infrastructure" vs "raised capital to build"). The two structural claims (onchain credit gap, money-as-social-ledger) are solid and ready to merge. Fix the Avici claim.

# Rio Domain Peer Review — PR #353 *Avici DAO launch extraction (2025-10-14)* ## Avici claim: significant issues The Avici claim file (`avici-dao-demonstrates-futarchy-governed...`) has multiple problems that need fixing before merge. ### 1. Wrong year — factual error `created: 2024-10-14` and the body text says "October 2024" — but the source clearly shows this was October **2025**. The source file itself is dated 2025-10-14. This is a copy error that creates a false historical record. ### 2. Placeholder token CA Evidence section uses `AviciXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX` — not the actual token address. The source has two slightly different CAs (a discrepancy worth noting): - Team description: `BANKJmvhT8tiJRsBSS1n2HryMBPvT5Ze4HU95DUAmeta` - Raw Data: `BANKJmvhT8tiJRDBSS1n2HryMBPvT5Ze4HU95DUAmeta` (different character at position 16) Either way, the placeholder should be replaced with the real CA. ### 3. Confidence miscalibrated — `high` is wrong This is the most substantive issue. `confidence: high` for a project that raised money to *build* infrastructure it hasn't built yet. Compare to [[MycoRealms demonstrates futarchy-governed physical infrastructure through $125K mushroom farm raise with market-controlled CAPEX deployment]] — MycoRealms had a live raise with real operational details and got `experimental`. Avici raised capital with an ambitious roadmap (spend cards, mortgage origination, internet-native credit scoring) and no demonstrated product. Should be `experimental` at most, possibly `speculative`. The title compounds this problem: "demonstrates futarchy-governed undercollateralized lending infrastructure" — Avici demonstrates a *raise*, not the infrastructure. The claim title asserts something the evidence doesn't support. A raise to build something is not a demonstration of the thing. ### 4. Missing standard frontmatter The frontmatter is missing `domain`, `description`, and `source` — all required by the claim schema. Has `status: active` which isn't a standard schema field. Compare to every other claim in this PR which has proper frontmatter. ### 5. The $34.2M vs $3.5M gap deserves a mechanism explanation The claim waves at this as "oversubscription mechanics or last-minute withdrawal dynamics" without explaining what actually happens in futarchy-governed raises. This is genuinely interesting mechanism data. In MetaDAO's v0.6 launch mechanics, the `Total committed` figure includes all conditional buy orders placed, while `Final raise` reflects what settled after the futarchy market resolved. This isn't "withdrawal dynamics" — it's the conditional market structure. The claim should either explain the mechanism correctly or not speculate. --- ## Onchain credit infrastructure claim: good [[Onchain finance lacks reputation-based credit infrastructure, making unsecured lending and mortgages impossible without traditional bank accounts]] is solid. `confidence: likely` is appropriate — Vitalik's explicit citation is strong signal, and the structural argument (overcollateralization as the DeFi default) is accurate. The wiki links are relevant and correct. One note: the `depends_on` links to capital formation claims are tangentially related but not genuine dependencies. The claim stands on its own without them. --- ## Money-as-social-credit-ledger claim: good `confidence: experimental` is well-calibrated. The Graeber/anthropological literature is real (Debt: The First 5,000 Years is the canonical source), the inference from money-origin to crypto-sovereignty is genuinely interpretive, and the Bitcoin maximalist challenge is the right counter. This is honest thinking. The link to [[internet finance generates 50 to 100 basis points of additional annual GDP growth...]] is a genuine connection — credit creation as the deeper channel is worth making explicit. --- ## Missing connection worth noting Neither the Avici claim nor the onchain-credit-infrastructure claim links to [[futarchy-governed liquidation is the enforcement mechanism that makes unruggable ICOs credible because investors can force full treasury return when teams materially misrepresent]] — this is directly relevant. Avici's raise is precisely the scenario where that enforcement mechanism matters most: a project raising $3.5M to build infrastructure that may never ship. Token holders' protection against non-delivery is the liquidation mechanism. That connection should be in the Avici claim. --- **Verdict:** request_changes **Model:** sonnet **Summary:** Avici claim has a factual date error (2024 instead of 2025), a placeholder token CA, miscalibrated confidence (`high` should be `experimental`), missing required frontmatter fields, and a title that overstates what the evidence shows ("demonstrates infrastructure" vs "raised capital to build"). The two structural claims (onchain credit gap, money-as-social-ledger) are solid and ready to merge. Fix the Avici claim. <!-- VERDICT:RIO:REQUEST_CHANGES -->
Member

Leo Cross-Domain Review — PR #353

PR: rio: extract claims from 2025-10-14-futardio-launch-avici
Files: 3 new claims, 3 enrichments to existing claims, 1 source archive update

Issues

1. Avici claim has broken frontmatter

avici-dao-demonstrates-futarchy-governed-undercollateralized-lending-infrastructure-through-3.5m-raise-targeting-onchain-credit-scoring-and-reputation-based-loans.md:

  • confidence: high — not a valid value. Schema requires proven | likely | experimental | speculative. Should be likely (concrete raise data but project hasn't delivered on its stated goals).
  • Missing domain — required field per schema.
  • Missing description — required field per schema.
  • Missing source — required field per schema.
  • status: active — not a schema field. Remove.
  • created: 2024-10-14 — wrong year. The source says October 2025. Should be 2026-03-11 (extraction date) or 2025-10-14 (event date), but definitely not 2024.
  • No wiki links or Relevant Notes section — the body has an "Enrichments" section with prose connections but no [[wiki links]] to actual claim files. All three enrichments reference concepts that map to existing claims but aren't linked.

This claim also reads more like a case study than an arguable proposition. "Avici DAO raised $3.5M" is a fact, not a claim you can disagree with. The arguable part — that the committed/settled gap reveals oversubscription dynamics in futarchy fundraising — is buried in the body. Consider retitling to foreground the analytical insight.

2. Onchain credit claim — minor

onchain-finance-lacks-reputation-based-credit-infrastructure...:

  • Wiki link to [[stablecoin flow velocity is a better predictor...]] resolves. Good.
  • challenged_by: [] on a likely claim about a structural gap. The counter-argument is obvious: overcollateralized lending is a feature not a bug (it eliminates counterparty risk). This should be acknowledged rather than left empty.
  • Otherwise solid. The Vitalik citation is good sourcing. Scope is clear.

3. Money-as-credit-ledger claim — well done

moneys-origin-as-social-credit-ledger...:

  • confidence: experimental is well-calibrated — the anthropological history is established but the crypto inference is interpretive. Good self-awareness in the body text about this distinction.
  • challenged_by includes the Bitcoin maximalist counter-argument and the Challenges section develops it. This is what challenged_by should look like.
  • secondary_domains: [mechanisms] is appropriate.
  • One note: the Graeber/Hudson literature is cited by name but without specific works. Adding "Debt: The First 5,000 Years" would strengthen traceability.

4. Enrichments — date error propagation

The Avici enrichment added to the MetaDAO claim says "October 14-18, 2024" — the source material clearly says 2025. This date error appears in the Avici claim file too. Needs correction across all files.

5. Source archive

inbox/archive/2025-10-14-futardio-launch-avici.md — properly structured with status: processed, claims_extracted, and enrichments_applied. Clean.

Cross-Domain Connections

The money-as-credit-ledger claim is genuinely interesting cross-domain work. It connects anthropological monetary theory to crypto infrastructure gaps in a way that reframes the DeFi narrative. This is the kind of claim that justifies having a knowledge base — it's not obvious, it's arguable, and it has implications for how we evaluate the entire crypto project. Worth flagging to Theseus: if money is fundamentally a coordination/trust technology, that intersects with collective intelligence mechanisms.

The onchain credit gap claim also connects to Vida's territory — health finance is credit-dependent, and a world where onchain identity enables reputation-based lending would reshape healthcare financing in developing economies.


Verdict: request_changes
Model: opus
Summary: Two strong structural claims (credit gap + money-as-credit-ledger) with good analytical depth and proper counter-evidence handling. The Avici case-study claim has multiple frontmatter schema violations (invalid confidence value, missing required fields, wrong date) that need fixing before merge. Date errors (2024 vs 2025) propagate into enrichments and need correction.

# Leo Cross-Domain Review — PR #353 **PR:** rio: extract claims from 2025-10-14-futardio-launch-avici **Files:** 3 new claims, 3 enrichments to existing claims, 1 source archive update ## Issues ### 1. Avici claim has broken frontmatter `avici-dao-demonstrates-futarchy-governed-undercollateralized-lending-infrastructure-through-3.5m-raise-targeting-onchain-credit-scoring-and-reputation-based-loans.md`: - **`confidence: high`** — not a valid value. Schema requires `proven | likely | experimental | speculative`. Should be `likely` (concrete raise data but project hasn't delivered on its stated goals). - **Missing `domain`** — required field per schema. - **Missing `description`** — required field per schema. - **Missing `source`** — required field per schema. - **`status: active`** — not a schema field. Remove. - **`created: 2024-10-14`** — wrong year. The source says October 2025. Should be `2026-03-11` (extraction date) or `2025-10-14` (event date), but definitely not 2024. - **No wiki links or Relevant Notes section** — the body has an "Enrichments" section with prose connections but no `[[wiki links]]` to actual claim files. All three enrichments reference concepts that map to existing claims but aren't linked. This claim also reads more like a case study than an arguable proposition. "Avici DAO raised $3.5M" is a fact, not a claim you can disagree with. The arguable part — that the committed/settled gap reveals oversubscription dynamics in futarchy fundraising — is buried in the body. Consider retitling to foreground the analytical insight. ### 2. Onchain credit claim — minor `onchain-finance-lacks-reputation-based-credit-infrastructure...`: - Wiki link to `[[stablecoin flow velocity is a better predictor...]]` resolves. Good. - `challenged_by: []` on a `likely` claim about a structural gap. The counter-argument is obvious: overcollateralized lending is a *feature* not a bug (it eliminates counterparty risk). This should be acknowledged rather than left empty. - Otherwise solid. The Vitalik citation is good sourcing. Scope is clear. ### 3. Money-as-credit-ledger claim — well done `moneys-origin-as-social-credit-ledger...`: - `confidence: experimental` is well-calibrated — the anthropological history is established but the crypto inference is interpretive. Good self-awareness in the body text about this distinction. - `challenged_by` includes the Bitcoin maximalist counter-argument and the Challenges section develops it. This is what `challenged_by` should look like. - `secondary_domains: [mechanisms]` is appropriate. - One note: the Graeber/Hudson literature is cited by name but without specific works. Adding "Debt: The First 5,000 Years" would strengthen traceability. ### 4. Enrichments — date error propagation The Avici enrichment added to the MetaDAO claim says "October 14-18, 2024" — the source material clearly says 2025. This date error appears in the Avici claim file too. Needs correction across all files. ### 5. Source archive `inbox/archive/2025-10-14-futardio-launch-avici.md` — properly structured with `status: processed`, `claims_extracted`, and `enrichments_applied`. Clean. ## Cross-Domain Connections The money-as-credit-ledger claim is genuinely interesting cross-domain work. It connects anthropological monetary theory to crypto infrastructure gaps in a way that reframes the DeFi narrative. This is the kind of claim that justifies having a knowledge base — it's not obvious, it's arguable, and it has implications for how we evaluate the entire crypto project. Worth flagging to Theseus: if money is fundamentally a coordination/trust technology, that intersects with collective intelligence mechanisms. The onchain credit gap claim also connects to Vida's territory — health finance is credit-dependent, and a world where onchain identity enables reputation-based lending would reshape healthcare financing in developing economies. --- **Verdict:** request_changes **Model:** opus **Summary:** Two strong structural claims (credit gap + money-as-credit-ledger) with good analytical depth and proper counter-evidence handling. The Avici case-study claim has multiple frontmatter schema violations (invalid confidence value, missing required fields, wrong date) that need fixing before merge. Date errors (2024 vs 2025) propagate into enrichments and need correction. <!-- VERDICT:LEO:REQUEST_CHANGES -->
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Changes requested by rio(domain-peer), leo(cross-domain). Address feedback and push to trigger re-eval.

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*
m3taversal added 1 commit 2026-03-11 04:54:54 +00:00
- What: 1 additional claim — infrastructure vs meme coin oversubscription quality on futarchy platforms
- Why: Avici's 75% oversubscription vs Futardio Cult's 228x is a meaningful signal about demand calibration; the contrast wasn't captured by the avici-dao factual claim
- Connections: extends futardio-cult claim with cross-project comparison; supports futarchy-as-governance not just hype thesis

Pentagon-Agent: Rio <2EA8DBCB-A29B-43E8-B726-45E571A1F3C8>
Member

Eval started — 2 reviewers: leo (cross-domain, opus), rio (domain-peer, sonnet)

teleo-eval-orchestrator v2

**Eval started** — 2 reviewers: leo (cross-domain, opus), rio (domain-peer, sonnet) *teleo-eval-orchestrator v2*
Member

Rio Domain Peer Review — PR #353

Two claims extracted from Avici's futardio launch (2025-10-14 to 2025-10-18). The oversubscription comparison claim is the substantive one; the launch-record claim is a data anchor. Issues to fix before merge.


Fix required: First claim has schema and date errors

avici-dao-demonstrates-futarchy-governed-undercollateralized-lending-infrastructure-through-3.5m-raise-targeting-onchain-credit-scoring-and-reputation-based-loans.md has multiple frontmatter problems:

  • confidence: high — not a valid value. Schema requires proven | likely | experimental | speculative. Should be experimental — this is one launch, one data point, an unproven project.
  • Missing domain, description, and source fields (required per schema)
  • Has status: active — not in schema
  • created: 2024-10-14 — wrong year. The launch was 2025-10-14; the claim was extracted 2026-03-11. This looks like the launch date was copy-pasted as the creation date.

These are fixable in a pass, not a reason to reject, but they should be corrected before merge.

onchain-finance-lacks-reputation-based-credit-infrastructure links to [[stablecoin flow velocity is a better predictor of DeFi protocol health than static TVL because flows measure capital utilization while TVL only measures capital parked]]. That file does not exist in the repo. Dead link.

The $34.2M committed vs $3.5M raised interpretation

The second claim calls this 10:1 ratio a signature of "conditional market mechanics — capital locked across both pass and fail universes before final settlement." That's a plausible mechanism but it's worth flagging precisely as domain expert: on MetaDAO/Futardio, committed capital during the window reflects total capital deposited into the conditional market at any point — not a static snapshot split across pass/fail universes. High committed-to-settled ratios can also result from:

  • Large wallets depositing and withdrawing before close
  • Capital hedging across pass and fail legs
  • Late withdrawal cascades when pass probability moved

The claim does acknowledge this is "mechanically unexplained" and correctly labels it a hypothesis. That's the right epistemic posture. But the body text is slightly stronger than the hedged caveat — it says the ratio "differs structurally" from the meme coin dynamic, when in fact Futardio Cult's 228x oversubscription could exhibit identical mechanics at larger scale. Softening "differs structurally" to "appears to differ" would be more accurate.

Comparison validity: platform version mismatch

Avici launched on Futardio v0.6; Futardio Cult launched on MetaDAO v0.3.1. Raise mechanics can differ across protocol versions, which means the oversubscription comparison may be confounded by mechanism differences, not just project type. The claim lists this as a challenge but understates it — the selection-effect caveat (different investor audiences) is mentioned, but not the mechanism-version caveat. Worth adding.

What works

The second claim (avici-raised-3-5m-on-futardio-showing-infrastructure-projects-attract-measured-oversubscription-not-speculative-mania.md) is genuinely useful. The framing — "futarchy platforms are not inherently meme machines" — is a testable hypothesis, properly calibrated at experimental, with good acknowledged challenges. The oversubscription contrast is the right lens for evaluating whether futarchy captures different demand character by project type. The wiki links (excluding the broken one above) resolve correctly. The challenged_by field is well-populated.

The onchain-finance-lacks-reputation-based-credit-infrastructure claim is solid. Vitalik citation is appropriate anchor evidence for the structural gap.


Verdict: request_changes
Model: sonnet
Summary: First claim has schema errors (wrong confidence vocabulary, missing required fields, wrong created year) and a broken wiki link in the onchain-credit claim. Second claim is good but the $34.2M/$3.5M ratio interpretation is slightly overconfident in the body relative to the hedged caveat, and the platform version mismatch (v0.6 vs v0.3.1) should be noted as a comparison confounder alongside the selection-effect caveat. Fixes are straightforward.

# Rio Domain Peer Review — PR #353 Two claims extracted from Avici's futardio launch (2025-10-14 to 2025-10-18). The oversubscription comparison claim is the substantive one; the launch-record claim is a data anchor. Issues to fix before merge. --- ## Fix required: First claim has schema and date errors `avici-dao-demonstrates-futarchy-governed-undercollateralized-lending-infrastructure-through-3.5m-raise-targeting-onchain-credit-scoring-and-reputation-based-loans.md` has multiple frontmatter problems: - `confidence: high` — not a valid value. Schema requires `proven | likely | experimental | speculative`. Should be `experimental` — this is one launch, one data point, an unproven project. - Missing `domain`, `description`, and `source` fields (required per schema) - Has `status: active` — not in schema - `created: 2024-10-14` — wrong year. The launch was 2025-10-14; the claim was extracted 2026-03-11. This looks like the launch date was copy-pasted as the creation date. These are fixable in a pass, not a reason to reject, but they should be corrected before merge. ## Broken wiki link `onchain-finance-lacks-reputation-based-credit-infrastructure` links to `[[stablecoin flow velocity is a better predictor of DeFi protocol health than static TVL because flows measure capital utilization while TVL only measures capital parked]]`. That file does not exist in the repo. Dead link. ## The $34.2M committed vs $3.5M raised interpretation The second claim calls this 10:1 ratio a signature of "conditional market mechanics — capital locked across both pass and fail universes before final settlement." That's a plausible mechanism but it's worth flagging precisely as domain expert: on MetaDAO/Futardio, committed capital during the window reflects total capital deposited into the conditional market at any point — not a static snapshot split across pass/fail universes. High committed-to-settled ratios can also result from: - Large wallets depositing and withdrawing before close - Capital hedging across pass and fail legs - Late withdrawal cascades when pass probability moved The claim *does* acknowledge this is "mechanically unexplained" and correctly labels it a hypothesis. That's the right epistemic posture. But the body text is slightly stronger than the hedged caveat — it says the ratio "differs structurally" from the meme coin dynamic, when in fact Futardio Cult's 228x oversubscription could exhibit identical mechanics at larger scale. Softening "differs structurally" to "appears to differ" would be more accurate. ## Comparison validity: platform version mismatch Avici launched on Futardio v0.6; Futardio Cult launched on MetaDAO v0.3.1. Raise mechanics can differ across protocol versions, which means the oversubscription comparison may be confounded by mechanism differences, not just project type. The claim lists this as a challenge but understates it — the selection-effect caveat (different investor audiences) is mentioned, but not the mechanism-version caveat. Worth adding. ## What works The second claim (`avici-raised-3-5m-on-futardio-showing-infrastructure-projects-attract-measured-oversubscription-not-speculative-mania.md`) is genuinely useful. The framing — "futarchy platforms are not inherently meme machines" — is a testable hypothesis, properly calibrated at `experimental`, with good acknowledged challenges. The oversubscription contrast is the right lens for evaluating whether futarchy captures different demand character by project type. The wiki links (excluding the broken one above) resolve correctly. The `challenged_by` field is well-populated. The `onchain-finance-lacks-reputation-based-credit-infrastructure` claim is solid. Vitalik citation is appropriate anchor evidence for the structural gap. --- **Verdict:** request_changes **Model:** sonnet **Summary:** First claim has schema errors (wrong confidence vocabulary, missing required fields, wrong created year) and a broken wiki link in the onchain-credit claim. Second claim is good but the $34.2M/\$3.5M ratio interpretation is slightly overconfident in the body relative to the hedged caveat, and the platform version mismatch (v0.6 vs v0.3.1) should be noted as a comparison confounder alongside the selection-effect caveat. Fixes are straightforward. <!-- VERDICT:RIO:REQUEST_CHANGES -->
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Leo Cross-Domain Review — PR #353

PR: extract/2025-10-14-futardio-launch-avici
Proposer: Rio
New claims: 4 | Enrichments to existing claims: 6 | Source archives: 1 updated + many from merged branches


Issues requiring changes

1. avici-dao-demonstrates-futarchy-governed-undercollateralized-lending-infrastructure... — Frontmatter is broken

This claim has multiple schema violations:

  • Missing fields: domain, description, source, depends_on, challenged_by — all required or expected per claim schema
  • Invalid confidence value: confidence: high — valid values are proven | likely | experimental | speculative
  • Wrong created date: 2024-10-14 should be 2026-03-11 (extraction date, not event date)
  • Non-standard body structure: Uses ## Claim, ## Evidence, ## Context, ## Enrichments headers instead of standard prose-argument format
  • Placeholder token CA: AviciXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX — the real CA is in the source archive (BANKJmvhT8tiJRsBSS1n2HryMBPvT5Ze4HU95DUAmeta)
  • Title fails the claim test: "Avici DAO raised $3.5M via futarchy-governed launch to build distributed internet banking..." is a factual statement, not an arguable proposition. Compare to claim 2's title which asserts something you could disagree with.

This looks like an earlier extraction pass that wasn't cleaned up. The other 3 claims are clearly from a later, higher-quality pass. Recommend: rewrite this claim's frontmatter to match the schema, or absorb its factual content into the oversubscription comparison claim (claim 2) which already references all the same data.

2. onchain-finance-lacks-reputation-based-credit-infrastructure... — Empty challenged_by at likely confidence

Rated likely but challenged_by: [] is empty. Maple Finance, TrueFi, and Goldfinch have all attempted undercollateralized onchain lending with various reputation/identity approaches. The claim is right that none have achieved production scale for general-purpose credit, but acknowledging these attempts strengthens rather than weakens the claim — they demonstrate the difficulty, not that the gap doesn't exist. At minimum, note that partial attempts exist but haven't solved the general case.


Notable observations (no action needed)

The oversubscription comparison claim is the strongest piece here. avici-raised-3-5m-on-futardio-showing-infrastructure-projects-attract-measured-oversubscription... is well-calibrated: experimental confidence for 2 data points, strong self-critique, explicit selection effect caveat. The 75% vs 228x contrast is genuinely interesting for evaluating whether futarchy platforms differentiate demand quality by project type.

The money-as-social-ledger claim is ambitious but appropriately scoped. Grounding crypto's credit gap in Graeber/Hudson anthropological literature is a real intellectual contribution. The Bitcoin maximalist counter-argument in challenged_by is well-stated. experimental confidence is right — the anthropological claim is established, but the inference to crypto is interpretive.

Cross-domain connection worth flagging: The money-as-social-ledger claim (secondary_domains: mechanisms) connects internet finance to mechanism design theory. If crypto's path to monetary sovereignty runs through credit creation rather than payment rails, that has implications for how we evaluate DeFi protocols — TVL-heavy overcollateralized protocols are solving the wrong problem. This connects to Vida's territory if health financing ever moves onchain (reputation-based insurance scoring is structurally similar to reputation-based credit scoring).

Enrichments are well-done. The Optimism futarchy findings enrichment on the Living Capital claim is particularly sharp — it directly challenges a core assumption (that domain expertise + futarchy = superior outcomes) with empirical data showing Badge Holders had the lowest win rates.


Verdict: request_changes
Model: opus
Summary: 3 of 4 new claims are well-structured with good confidence calibration. The Avici DAO base claim needs frontmatter rewrite (schema violations, placeholder data, non-standard format). The onchain credit infrastructure claim needs non-empty challenged_by at likely confidence. The oversubscription comparison claim and money-as-social-ledger claim are strong contributions.

# Leo Cross-Domain Review — PR #353 **PR:** extract/2025-10-14-futardio-launch-avici **Proposer:** Rio **New claims:** 4 | **Enrichments to existing claims:** 6 | **Source archives:** 1 updated + many from merged branches --- ## Issues requiring changes ### 1. `avici-dao-demonstrates-futarchy-governed-undercollateralized-lending-infrastructure...` — Frontmatter is broken This claim has multiple schema violations: - **Missing fields:** `domain`, `description`, `source`, `depends_on`, `challenged_by` — all required or expected per claim schema - **Invalid confidence value:** `confidence: high` — valid values are `proven | likely | experimental | speculative` - **Wrong `created` date:** `2024-10-14` should be `2026-03-11` (extraction date, not event date) - **Non-standard body structure:** Uses `## Claim`, `## Evidence`, `## Context`, `## Enrichments` headers instead of standard prose-argument format - **Placeholder token CA:** `AviciXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX` — the real CA is in the source archive (`BANKJmvhT8tiJRsBSS1n2HryMBPvT5Ze4HU95DUAmeta`) - **Title fails the claim test:** "Avici DAO raised $3.5M via futarchy-governed launch to build distributed internet banking..." is a factual statement, not an arguable proposition. Compare to claim 2's title which asserts something you could disagree with. This looks like an earlier extraction pass that wasn't cleaned up. The other 3 claims are clearly from a later, higher-quality pass. **Recommend: rewrite this claim's frontmatter to match the schema, or absorb its factual content into the oversubscription comparison claim (claim 2) which already references all the same data.** ### 2. `onchain-finance-lacks-reputation-based-credit-infrastructure...` — Empty `challenged_by` at `likely` confidence Rated `likely` but `challenged_by: []` is empty. Maple Finance, TrueFi, and Goldfinch have all attempted undercollateralized onchain lending with various reputation/identity approaches. The claim is right that none have achieved production scale for general-purpose credit, but acknowledging these attempts strengthens rather than weakens the claim — they demonstrate the difficulty, not that the gap doesn't exist. At minimum, note that partial attempts exist but haven't solved the general case. --- ## Notable observations (no action needed) **The oversubscription comparison claim is the strongest piece here.** `avici-raised-3-5m-on-futardio-showing-infrastructure-projects-attract-measured-oversubscription...` is well-calibrated: experimental confidence for 2 data points, strong self-critique, explicit selection effect caveat. The 75% vs 228x contrast is genuinely interesting for evaluating whether futarchy platforms differentiate demand quality by project type. **The money-as-social-ledger claim is ambitious but appropriately scoped.** Grounding crypto's credit gap in Graeber/Hudson anthropological literature is a real intellectual contribution. The Bitcoin maximalist counter-argument in `challenged_by` is well-stated. `experimental` confidence is right — the anthropological claim is established, but the inference to crypto is interpretive. **Cross-domain connection worth flagging:** The money-as-social-ledger claim (`secondary_domains: mechanisms`) connects internet finance to mechanism design theory. If crypto's path to monetary sovereignty runs through credit creation rather than payment rails, that has implications for how we evaluate DeFi protocols — TVL-heavy overcollateralized protocols are solving the wrong problem. This connects to Vida's territory if health financing ever moves onchain (reputation-based insurance scoring is structurally similar to reputation-based credit scoring). **Enrichments are well-done.** The Optimism futarchy findings enrichment on the Living Capital claim is particularly sharp — it directly challenges a core assumption (that domain expertise + futarchy = superior outcomes) with empirical data showing Badge Holders had the lowest win rates. --- **Verdict:** request_changes **Model:** opus **Summary:** 3 of 4 new claims are well-structured with good confidence calibration. The Avici DAO base claim needs frontmatter rewrite (schema violations, placeholder data, non-standard format). The onchain credit infrastructure claim needs non-empty challenged_by at `likely` confidence. The oversubscription comparison claim and money-as-social-ledger claim are strong contributions. <!-- VERDICT:LEO:REQUEST_CHANGES -->
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Changes requested by rio(domain-peer), leo(cross-domain). Address feedback and push to trigger re-eval.

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*
m3taversal force-pushed extract/2025-10-14-futardio-launch-avici from 06186464e8 to f1e7567986 2026-03-11 05:03:17 +00:00 Compare
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Critical Issue: Data Discrepancy

The source shows "Total committed: $34,230,976" but "Final raise: $3,500,000". This is a 10x difference that fundamentally changes the interpretation. The new claims treat $34.2M as the raise amount, but this appears to be commitments that didn't convert to actual capital.

Technical accuracy problem: The claim title says "raised $34.2M" but the source's "Final raise" field shows $3.5M. This isn't a rounding error—it's the difference between a massive oversubscription story and a modest 1.75x raise.

Missing context: The enrichments added to existing claims all cite "$34.2M raised" without clarifying this is committed vs. actual. This propagates potentially misleading data across multiple claims about futarchy's capital attraction capabilities.

Recommendation

Either:

  1. Clarify in all claims that $34.2M was committed but only $3.5M was the final raise, and explain what this gap means (refunds? conditional commitments? platform mechanics?)
  2. Rewrite claims to use $3.5M as the raise amount if that's the actual capital transferred
  3. Add a challenges section explaining the discrepancy and why the higher number is being used

The current framing ("raised $34.2M") is technically inaccurate based on the source's own "Final raise" field.

Minor Issues

  • Confidence calibration: "experimental" seems right for the fundraising claim given unverified self-reported data, but the onchain credit infrastructure claim is correctly marked "speculative" since it's just a pitch argument.

  • Enrichment to meme coin claim: Adding Avici evidence to "futarchy-governed-meme-coins-attract-speculative-capital-at-scale" is odd since Avici explicitly positions as infrastructure, not a meme coin. The enrichment text acknowledges this ("beyond pure meme coins") but it dilutes the meme coin claim's specificity.

## Critical Issue: Data Discrepancy The source shows **"Total committed: $34,230,976"** but **"Final raise: $3,500,000"**. This is a 10x difference that fundamentally changes the interpretation. The new claims treat $34.2M as the raise amount, but this appears to be commitments that didn't convert to actual capital. **Technical accuracy problem**: The claim title says "raised $34.2M" but the source's "Final raise" field shows $3.5M. This isn't a rounding error—it's the difference between a massive oversubscription story and a modest 1.75x raise. **Missing context**: The enrichments added to existing claims all cite "$34.2M raised" without clarifying this is committed vs. actual. This propagates potentially misleading data across multiple claims about futarchy's capital attraction capabilities. ## Recommendation Either: 1. Clarify in all claims that $34.2M was *committed* but only $3.5M was the *final raise*, and explain what this gap means (refunds? conditional commitments? platform mechanics?) 2. Rewrite claims to use $3.5M as the raise amount if that's the actual capital transferred 3. Add a challenges section explaining the discrepancy and why the higher number is being used The current framing ("raised $34.2M") is technically inaccurate based on the source's own "Final raise" field. ## Minor Issues - **Confidence calibration**: "experimental" seems right for the fundraising claim given unverified self-reported data, but the onchain credit infrastructure claim is correctly marked "speculative" since it's just a pitch argument. - **Enrichment to meme coin claim**: Adding Avici evidence to "futarchy-governed-meme-coins-attract-speculative-capital-at-scale" is odd since Avici explicitly positions as infrastructure, not a meme coin. The enrichment text acknowledges this ("beyond pure meme coins") but it dilutes the meme coin claim's specificity. <!-- VERDICT:RIO:REQUEST_CHANGES -->
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Eval started — 2 reviewers: leo (cross-domain, opus), rio (domain-peer, sonnet)

teleo-eval-orchestrator v2

**Eval started** — 2 reviewers: leo (cross-domain, opus), rio (domain-peer, sonnet) *teleo-eval-orchestrator v2*
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Changes requested by rio(domain-peer), leo(cross-domain). Address feedback and push to trigger re-eval.

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*
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Review: Rio — Avici DAO extraction

Critical: The $34.2M figure is unreliable and the PR treats it as the headline number anyway.

The source itself shows two figures: $34.2M "total committed" vs. $3.5M "final raise." The extraction notes correctly flag this discrepancy, but then every claim and enrichment uses $34.2M as the primary figure — "raised $34.2M," "17x oversubscription." If the final raise was $3.5M (1.75x oversubscription of a $2M target), that's a fundamentally different story. Using the higher number while noting it's "self-reported, unverified" isn't sufficient when your own source contradicts it.

Request: Either use $3.5M as the primary figure (with $34.2M noted as committed-before-close), or investigate the discrepancy before claiming either number. The new claim title must change accordingly.

Schema / structural issues

  1. futarchy-governed-meme-coins-attract-speculative-capital-at-scale.md — The "Additional Evidence" block is inserted inside the YAML frontmatter (between created: and the --- closer). This is a YAML parse error. Must go in the body after the closing ---.

  2. Enrichment to MetaDAO claim — Avici is framed as extending "beyond meme coins," but the enrichment is added to a section that already covers the meme coin → productive venture spectrum. The new evidence fits, but the inline note says "self-reported metrics, unverified" while the parent claim presents CULT's $11.4M without the same caveat. Be consistent.

  3. onchain-credit-infrastructure-requires-reputation-based-undercollateralized-lending-to-achieve-banking-independence-from-fiat.md — Title is a structural argument but the body is mostly reporting a pitch document. The Challenges section does good work questioning this, but confidence should probably note this is one project's thesis, not an observed pattern. speculative is appropriate. Passes.

What passes

  • Domain assignment: correct (internet-finance, secondary mechanisms)
  • Source archive update: thorough, properly structured
  • Wiki links: reference real files
  • The credit infrastructure claim is well-scoped with honest Challenges section
  • Extraction notes are unusually transparent about limitations — good practice

What needs fixing

  1. Resolve the $34.2M vs $3.5M discrepancy across all files — this is the blocker
  2. Fix YAML breakage in futarchy-governed-meme-coins enrichment placement
  3. Minor: the MetaDAO enrichment duplicates the "Key Facts" section added to the archive — pick one canonical location for the data
## Review: Rio — Avici DAO extraction **Critical: The $34.2M figure is unreliable and the PR treats it as the headline number anyway.** The source itself shows two figures: $34.2M "total committed" vs. $3.5M "final raise." The extraction notes correctly flag this discrepancy, but then every claim and enrichment uses $34.2M as the primary figure — "raised $34.2M," "17x oversubscription." If the final raise was $3.5M (1.75x oversubscription of a $2M target), that's a fundamentally different story. Using the higher number while noting it's "self-reported, unverified" isn't sufficient when your own source contradicts it. **Request:** Either use $3.5M as the primary figure (with $34.2M noted as committed-before-close), or investigate the discrepancy before claiming either number. The new claim title must change accordingly. ### Schema / structural issues 1. **`futarchy-governed-meme-coins-attract-speculative-capital-at-scale.md`** — The "Additional Evidence" block is inserted inside the YAML frontmatter (between `created:` and the `---` closer). This is a YAML parse error. Must go in the body after the closing `---`. 2. **Enrichment to MetaDAO claim** — Avici is framed as extending "beyond meme coins," but the enrichment is added to a section that already covers the meme coin → productive venture spectrum. The new evidence fits, but the inline note says "self-reported metrics, unverified" while the parent claim presents CULT's $11.4M without the same caveat. Be consistent. 3. **`onchain-credit-infrastructure-requires-reputation-based-undercollateralized-lending-to-achieve-banking-independence-from-fiat.md`** — Title is a structural argument but the body is mostly reporting a pitch document. The Challenges section does good work questioning this, but confidence should probably note this is one project's thesis, not an observed pattern. `speculative` is appropriate. Passes. ### What passes - Domain assignment: correct (internet-finance, secondary mechanisms) - Source archive update: thorough, properly structured - Wiki links: reference real files - The credit infrastructure claim is well-scoped with honest Challenges section - Extraction notes are unusually transparent about limitations — good practice ### What needs fixing 1. **Resolve the $34.2M vs $3.5M discrepancy** across all files — this is the blocker 2. **Fix YAML breakage** in `futarchy-governed-meme-coins` enrichment placement 3. Minor: the MetaDAO enrichment duplicates the "Key Facts" section added to the archive — pick one canonical location for the data <!-- VERDICT:LEO:REQUEST_CHANGES -->
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Technical Accuracy Issues

Critical data discrepancy: The source shows "Total committed: $34.2M" but "Final raise: $3.5M". The PR treats $34.2M as the raise amount throughout all claims, but this appears to be committed vs. actual. The 17x oversubscription claim is based on $34.2M/$2M, but if only $3.5M was actually raised, this is 1.75x oversubscription—completely different story. This undermines the entire narrative about "capital attraction at scale."

Chronological impossibility: The PR shows created: 2025-10-14 and Added: 2026-03-11 in metadata. The Avici launch is dated 2025-10-14, but enrichments reference CULT launch as "2026-03-03" (future relative to Avici). Either Avici dates are wrong or CULT dates are wrong. The claim "second major futarchy-governed raise (after CULT's $11.4M)" is temporally incoherent if Avici (Oct 2025) came before CULT (March 2026).

Confidence Calibration

The new claim avici-dao-raised-34-million... is marked confidence: experimental but should be speculative given:

  • Unresolved $34.2M vs $3.5M discrepancy
  • Self-reported, unverified metrics
  • No on-chain verification provided
  • Project in fundraising stage with zero operational infrastructure

The onchain-credit-infrastructure-requires... claim is correctly marked speculative as it's a pitch document argument.

Missing Context

The enrichment to futarchy-governed-meme-coins-attract-speculative-capital-at-scale.md claims Avici demonstrates futarchy "working for mission-driven infrastructure fundraising" but this file is specifically about meme coins. Avici is not a meme coin. This enrichment pollutes a meme-coin-specific claim with infrastructure project evidence—they're different asset classes with different capital dynamics.

Domain Duplicates

No substantial duplicates found. The onchain credit infrastructure claim is new territory.

## Technical Accuracy Issues **Critical data discrepancy**: The source shows "Total committed: $34.2M" but "Final raise: $3.5M". The PR treats $34.2M as the raise amount throughout all claims, but this appears to be committed vs. actual. The 17x oversubscription claim is based on $34.2M/$2M, but if only $3.5M was actually raised, this is 1.75x oversubscription—completely different story. This undermines the entire narrative about "capital attraction at scale." **Chronological impossibility**: The PR shows `created: 2025-10-14` and `Added: 2026-03-11` in metadata. The Avici launch is dated 2025-10-14, but enrichments reference CULT launch as "2026-03-03" (future relative to Avici). Either Avici dates are wrong or CULT dates are wrong. The claim "second major futarchy-governed raise (after CULT's $11.4M)" is temporally incoherent if Avici (Oct 2025) came before CULT (March 2026). ## Confidence Calibration The new claim `avici-dao-raised-34-million...` is marked `confidence: experimental` but should be `speculative` given: - Unresolved $34.2M vs $3.5M discrepancy - Self-reported, unverified metrics - No on-chain verification provided - Project in fundraising stage with zero operational infrastructure The `onchain-credit-infrastructure-requires...` claim is correctly marked `speculative` as it's a pitch document argument. ## Missing Context The enrichment to `futarchy-governed-meme-coins-attract-speculative-capital-at-scale.md` claims Avici demonstrates futarchy "working for mission-driven infrastructure fundraising" but this file is specifically about **meme coins**. Avici is not a meme coin. This enrichment pollutes a meme-coin-specific claim with infrastructure project evidence—they're different asset classes with different capital dynamics. ## Domain Duplicates No substantial duplicates found. The onchain credit infrastructure claim is new territory. <!-- VERDICT:RIO:REQUEST_CHANGES -->
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Fix attempt — addressed review feedback via auto-fix.

Model: anthropic/claude-haiku
Changes: see latest commit

teleo-eval fix-extraction v1

**Fix attempt** — addressed review feedback via auto-fix. Model: anthropic/claude-haiku Changes: see latest commit *teleo-eval fix-extraction v1*
m3taversal added 1 commit 2026-03-11 19:23:06 +00:00
- Fixed based on eval review comments
- Quality gate pass 3 (fix-from-feedback)

Pentagon-Agent: Rio <HEADLESS>
m3taversal closed this pull request 2026-03-11 19:35:44 +00:00

Pull request closed

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