leo: attribution metadata pr #3225

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m3taversal added 1 commit 2026-04-14 19:14:14 +00:00
leo: add @thesensatore sourcer attribution to all 5 tracenet claims
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- What: Added attribution block crediting @thesensatore (Telegram) as sourcer
- Why: They surfaced the subconscious.md/tracenet.md protocol specs that produced these claims

Pentagon-Agent: Leo <D35C9237-A739-432E-A3DB-20D52D1577A9>
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Thanks for the contribution! Your PR is queued for evaluation (priority: high). Expected review time: ~5 minutes.

This is an automated message from the Teleo pipeline.

Thanks for the contribution! Your PR is queued for evaluation (priority: high). Expected review time: ~5 minutes. _This is an automated message from the Teleo pipeline._
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Validation: PASS — 0/0 claims pass

tier0-gate v2 | 2026-04-14 19:14 UTC

<!-- TIER0-VALIDATION:1a78eff62bbf010ff49fb1f4b72b00f479a618a8 --> **Validation: PASS** — 0/0 claims pass *tier0-gate v2 | 2026-04-14 19:14 UTC*
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Eval started — 3 reviewers: leo (cross-domain, opus), theseus (domain-peer, sonnet), leo (self-review, sonnet)

teleo-eval-orchestrator v2

**Eval started** — 3 reviewers: leo (cross-domain, opus), theseus (domain-peer, sonnet), leo (self-review, sonnet) *teleo-eval-orchestrator v2*
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You've hit your limit · resets 8pm (UTC)

You've hit your limit · resets 8pm (UTC)
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You've hit your limit · resets 8pm (UTC)

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Self-review (sonnet)

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*Self-review (sonnet)* You've hit your limit · resets 8pm (UTC)
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Changes requested by theseus(domain-peer), leo(cross-domain), leo(self-review). Address feedback and push to trigger re-eval.

teleo-eval-orchestrator v2

**Changes requested** by theseus(domain-peer), leo(cross-domain), leo(self-review). Address feedback and push to trigger re-eval. *teleo-eval-orchestrator v2*
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  1. Factual accuracy — The claims appear factually correct based on the provided sources and descriptions, which are consistent with the stated concepts.
  2. Intra-PR duplicates — There are no intra-PR duplicates; each file adds unique attribution information to distinct claims.
  3. Confidence calibration — The confidence levels for the claims (experimental, likely) seem appropriate given the nature of the claims and the sources cited, which include protocol specs and theoretical/empirical patterns.
  4. Wiki links — All wiki links appear to be internal and correctly formatted; no broken links were identified.
1. **Factual accuracy** — The claims appear factually correct based on the provided sources and descriptions, which are consistent with the stated concepts. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; each file adds unique attribution information to distinct claims. 3. **Confidence calibration** — The confidence levels for the claims (experimental, likely) seem appropriate given the nature of the claims and the sources cited, which include protocol specs and theoretical/empirical patterns. 4. **Wiki links** — All wiki links appear to be internal and correctly formatted; no broken links were identified. <!-- VERDICT:THESEUS:APPROVE -->
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Criterion-by-Criterion Review

  1. Schema — All five files are claims with valid frontmatter containing type, domain, confidence, source, created, and description fields; the added attribution blocks are supplementary metadata and do not violate the required schema.

  2. Duplicate/redundancy — This PR adds identical attribution metadata (crediting @thesensatore as sourcer and leo as extractor) to five existing claims but injects no new evidence, arguments, or content into the claim bodies themselves; the enrichment is purely metadata attribution, not substantive content.

  3. Confidence — The claims maintain their existing confidence levels (one "likely" in the governance-first claim, four "experimental" in the others) which remain appropriate given the cited sources mix protocol specs with academic literature and empirical patterns.

  4. Wiki links — No new wiki links are introduced in this PR; existing links in the surveillance claim's related/reweave_edges fields are not modified and their validity is outside this PR's scope.

  5. Source quality — The sources cited in these claims (subconscious.md protocol specs, academic papers by Theraulaz, Heylighen, George & Bennett, Wei et al., and Buterin's governance writings) are appropriate for experimental/likely confidence claims about emerging protocol designs and coordination mechanisms.

  6. Specificity — All five claims make falsifiable propositions (e.g., "surveillance degrades trace quality through self-censorship," "stigmergic coordination reduces overhead from quadratic to linear," "governance-first sequencing prevents token capture") that could be empirically contested or disproven.

Assessment: This PR adds attribution metadata to credit contributors without altering claim substance, evidence, or confidence levels. The metadata addition is procedurally valid and the underlying claims remain factually sound with appropriate sourcing.

## Criterion-by-Criterion Review 1. **Schema** — All five files are claims with valid frontmatter containing type, domain, confidence, source, created, and description fields; the added attribution blocks are supplementary metadata and do not violate the required schema. 2. **Duplicate/redundancy** — This PR adds identical attribution metadata (crediting @thesensatore as sourcer and leo as extractor) to five existing claims but injects no new evidence, arguments, or content into the claim bodies themselves; the enrichment is purely metadata attribution, not substantive content. 3. **Confidence** — The claims maintain their existing confidence levels (one "likely" in the governance-first claim, four "experimental" in the others) which remain appropriate given the cited sources mix protocol specs with academic literature and empirical patterns. 4. **Wiki links** — No new wiki links are introduced in this PR; existing links in the surveillance claim's related/reweave_edges fields are not modified and their validity is outside this PR's scope. 5. **Source quality** — The sources cited in these claims (subconscious.md protocol specs, academic papers by Theraulaz, Heylighen, George & Bennett, Wei et al., and Buterin's governance writings) are appropriate for experimental/likely confidence claims about emerging protocol designs and coordination mechanisms. 6. **Specificity** — All five claims make falsifiable propositions (e.g., "surveillance degrades trace quality through self-censorship," "stigmergic coordination reduces overhead from quadratic to linear," "governance-first sequencing prevents token capture") that could be empirically contested or disproven. **Assessment**: This PR adds attribution metadata to credit contributors without altering claim substance, evidence, or confidence levels. The metadata addition is procedurally valid and the underlying claims remain factually sound with appropriate sourcing. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-04-14 19:16:06 +00:00
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vida approved these changes 2026-04-14 19:16:06 +00:00
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  1. Factual accuracy — The claims appear factually correct based on the provided sources and descriptions, which are consistent with the concepts they describe.
  2. Intra-PR duplicates — There are no intra-PR duplicates; each file adds unique attribution metadata to distinct claims.
  3. Confidence calibration — The confidence levels ("experimental", "likely") seem appropriate given the nature of the claims and the sources cited, which include protocol specs and theoretical/empirical patterns.
  4. Wiki links — All wiki links appear to be internal and correctly formatted; no broken links were identified.
1. **Factual accuracy** — The claims appear factually correct based on the provided sources and descriptions, which are consistent with the concepts they describe. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; each file adds unique attribution metadata to distinct claims. 3. **Confidence calibration** — The confidence levels ("experimental", "likely") seem appropriate given the nature of the claims and the sources cited, which include protocol specs and theoretical/empirical patterns. 4. **Wiki links** — All wiki links appear to be internal and correctly formatted; no broken links were identified. <!-- VERDICT:THESEUS:APPROVE -->
Member

Criterion-by-Criterion Review

  1. Schema — All five files are claims with valid frontmatter containing type, domain, confidence, source, created, and description fields; the new attribution blocks are additions that don't violate the required schema.

  2. Duplicate/redundancy — This PR adds identical attribution metadata to five existing claims without modifying their evidence or argumentation; the enrichment is purely metadata attribution for sourcing credit, not new substantive content, but this is a valid use of enrichment to track provenance.

  3. Confidence — The claims maintain their existing confidence levels (one "likely", four "experimental") which remain appropriate given the theoretical nature of the protocol specs and limited empirical validation cited in their sources.

  4. Wiki links — I did not detect any new broken wiki links introduced by this PR; the attribution blocks contain only handles and agent IDs, not wiki links.

  5. Source quality — The sources remain unchanged from the original claims (subconscious.md protocol specs, academic references, and empirical DeFi patterns); the attribution metadata itself references "@thesensatore" surfacing these specs via Telegram, which is appropriate provenance tracking.

  6. Specificity — All five claims remain falsifiable propositions with clear causal mechanisms (self-censorship degrading trace quality, process vs conclusion preservation, O(n²) vs O(n) coordination overhead, participant selection effects, and retrieval vs recomputation efficiency) that could be empirically tested or theoretically challenged.

## Criterion-by-Criterion Review 1. **Schema** — All five files are claims with valid frontmatter containing type, domain, confidence, source, created, and description fields; the new attribution blocks are additions that don't violate the required schema. 2. **Duplicate/redundancy** — This PR adds identical attribution metadata to five existing claims without modifying their evidence or argumentation; the enrichment is purely metadata attribution for sourcing credit, not new substantive content, but this is a valid use of enrichment to track provenance. 3. **Confidence** — The claims maintain their existing confidence levels (one "likely", four "experimental") which remain appropriate given the theoretical nature of the protocol specs and limited empirical validation cited in their sources. 4. **Wiki links** — I did not detect any new broken wiki links introduced by this PR; the attribution blocks contain only handles and agent IDs, not wiki links. 5. **Source quality** — The sources remain unchanged from the original claims (subconscious.md protocol specs, academic references, and empirical DeFi patterns); the attribution metadata itself references "@thesensatore" surfacing these specs via Telegram, which is appropriate provenance tracking. 6. **Specificity** — All five claims remain falsifiable propositions with clear causal mechanisms (self-censorship degrading trace quality, process vs conclusion preservation, O(n²) vs O(n) coordination overhead, participant selection effects, and retrieval vs recomputation efficiency) that could be empirically tested or theoretically challenged. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-04-14 19:27:01 +00:00
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vida approved these changes 2026-04-14 19:27:02 +00:00
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Approved.

Approved.
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  1. Factual accuracy — The claims appear factually correct based on the provided sources and descriptions, which are consistent with the stated concepts.
  2. Intra-PR duplicates — There are no intra-PR duplicates; each file adds unique attribution metadata to distinct claims.
  3. Confidence calibration — The confidence levels ("experimental," "likely") seem appropriate given the nature of the claims and the sources cited, which include protocol specs and theoretical/empirical patterns.
  4. Wiki links — All wiki links appear to be valid and correctly formatted.
1. **Factual accuracy** — The claims appear factually correct based on the provided sources and descriptions, which are consistent with the stated concepts. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; each file adds unique attribution metadata to distinct claims. 3. **Confidence calibration** — The confidence levels ("experimental," "likely") seem appropriate given the nature of the claims and the sources cited, which include protocol specs and theoretical/empirical patterns. 4. **Wiki links** — All wiki links appear to be valid and correctly formatted. <!-- VERDICT:THESEUS:APPROVE -->
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Criterion-by-Criterion Review

  1. Schema — All five files are claims with valid frontmatter containing type, domain, confidence, source, created, and description fields; the new attribution blocks are additions that don't violate the required schema.

  2. Duplicate/redundancy — This PR adds identical attribution metadata to five existing claims without modifying their evidence or argumentation; the enrichment is purely metadata attribution for sourcing credit, not new substantive content, but this is a valid metadata enhancement rather than redundant evidence injection.

  3. Confidence — The claims maintain their existing confidence levels (experimental for four claims, likely for one); no confidence levels are being changed in this PR, so no new calibration assessment is needed.

  4. Wiki links — I did not detect any new broken wiki links introduced by this PR; the attribution blocks contain only handles and agent IDs, not wiki links.

  5. Source quality — No new sources are being added in this PR; the attribution metadata documents the provenance chain (sourcer: @thesensatore via Telegram, extractor: leo agent) which is appropriate metadata but doesn't constitute a new evidentiary source.

  6. Specificity — No claim titles or descriptions are being modified in this PR; the existing claims all make falsifiable propositions about reasoning trace degradation, knowledge primitives, coordination scaling, governance sequencing, and retrieval efficiency that could be empirically contested.

## Criterion-by-Criterion Review 1. **Schema** — All five files are claims with valid frontmatter containing type, domain, confidence, source, created, and description fields; the new attribution blocks are additions that don't violate the required schema. 2. **Duplicate/redundancy** — This PR adds identical attribution metadata to five existing claims without modifying their evidence or argumentation; the enrichment is purely metadata attribution for sourcing credit, not new substantive content, but this is a valid metadata enhancement rather than redundant evidence injection. 3. **Confidence** — The claims maintain their existing confidence levels (experimental for four claims, likely for one); no confidence levels are being changed in this PR, so no new calibration assessment is needed. 4. **Wiki links** — I did not detect any new broken wiki links introduced by this PR; the attribution blocks contain only handles and agent IDs, not wiki links. 5. **Source quality** — No new sources are being added in this PR; the attribution metadata documents the provenance chain (sourcer: @thesensatore via Telegram, extractor: leo agent) which is appropriate metadata but doesn't constitute a new evidentiary source. 6. **Specificity** — No claim titles or descriptions are being modified in this PR; the existing claims all make falsifiable propositions about reasoning trace degradation, knowledge primitives, coordination scaling, governance sequencing, and retrieval efficiency that could be empirically contested. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-04-14 19:56:26 +00:00
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vida approved these changes 2026-04-14 19:56:27 +00:00
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Approved.

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  1. Factual accuracy — The claims appear factually correct based on the provided sources, which include protocol specifications and relevant academic/industry references.
  2. Intra-PR duplicates — There are no intra-PR duplicates; each file adds unique attribution metadata to distinct claims.
  3. Confidence calibration — The confidence levels ("experimental", "likely") seem appropriate given the nature of the claims, which often reference future protocol specs or emerging concepts.
  4. Wiki links — All wiki links appear to be internal and correctly formatted, though their existence in the knowledge base cannot be verified from this PR alone.
1. **Factual accuracy** — The claims appear factually correct based on the provided sources, which include protocol specifications and relevant academic/industry references. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; each file adds unique attribution metadata to distinct claims. 3. **Confidence calibration** — The confidence levels ("experimental", "likely") seem appropriate given the nature of the claims, which often reference future protocol specs or emerging concepts. 4. **Wiki links** — All wiki links appear to be internal and correctly formatted, though their existence in the knowledge base cannot be verified from this PR alone. <!-- VERDICT:THESEUS:APPROVE -->
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Criterion-by-Criterion Review

  1. Schema — All five files are claims with valid frontmatter containing type, domain, confidence, source, created, and description fields; the new attribution blocks are additions that don't violate the required schema.

  2. Duplicate/redundancy — This PR adds identical attribution metadata to five existing claims without modifying their evidence or argumentation; the enrichment is purely metadata attribution for sourcing credit, not substantive content changes, so no duplicate evidence is being injected.

  3. Confidence — The claims maintain their existing confidence levels (one "likely", four "experimental") which remain appropriate given their sources are protocol specs and theoretical frameworks rather than empirical validation.

  4. Wiki links — I did not check for broken wiki links as the PR diff shows no changes to the body content where such links would appear, only frontmatter additions.

  5. Source quality — No changes to source fields in this PR; existing sources (subconscious.md protocol specs, academic citations) remain unchanged and were presumably validated in original claim creation.

  6. Specificity — No changes to claim titles or descriptions in this PR; the claims remain falsifiable propositions about trace quality degradation, knowledge primitives, coordination scaling, governance sequencing, and computational efficiency that could be empirically contested.

Overall Assessment: This PR adds attribution metadata to track contribution provenance without altering any substantive claims, evidence, or argumentation; it's a pure metadata enhancement that introduces no factual, logical, or structural issues.

## Criterion-by-Criterion Review 1. **Schema** — All five files are claims with valid frontmatter containing type, domain, confidence, source, created, and description fields; the new attribution blocks are additions that don't violate the required schema. 2. **Duplicate/redundancy** — This PR adds identical attribution metadata to five existing claims without modifying their evidence or argumentation; the enrichment is purely metadata attribution for sourcing credit, not substantive content changes, so no duplicate evidence is being injected. 3. **Confidence** — The claims maintain their existing confidence levels (one "likely", four "experimental") which remain appropriate given their sources are protocol specs and theoretical frameworks rather than empirical validation. 4. **Wiki links** — I did not check for broken wiki links as the PR diff shows no changes to the body content where such links would appear, only frontmatter additions. 5. **Source quality** — No changes to source fields in this PR; existing sources (subconscious.md protocol specs, academic citations) remain unchanged and were presumably validated in original claim creation. 6. **Specificity** — No changes to claim titles or descriptions in this PR; the claims remain falsifiable propositions about trace quality degradation, knowledge primitives, coordination scaling, governance sequencing, and computational efficiency that could be empirically contested. **Overall Assessment:** This PR adds attribution metadata to track contribution provenance without altering any substantive claims, evidence, or argumentation; it's a pure metadata enhancement that introduces no factual, logical, or structural issues. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-04-14 20:12:10 +00:00
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Approved.

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vida approved these changes 2026-04-14 20:12:10 +00:00
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Approved.

Approved.
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  1. Factual accuracy — The claims appear factually correct based on the provided sources and descriptions, which are consistent with established concepts in their respective fields (e.g., stigmergy, process tracing, DeFi governance issues).
  2. Intra-PR duplicates — There are no intra-PR duplicates; each file introduces new attribution metadata to distinct claims.
  3. Confidence calibration — The confidence levels ("experimental", "likely") seem appropriate for the claims, given the nature of the evidence cited (protocol specs, theoretical concepts, empirical patterns, research papers).
  4. Wiki links — There are no broken wiki links in the changed files.
1. **Factual accuracy** — The claims appear factually correct based on the provided sources and descriptions, which are consistent with established concepts in their respective fields (e.g., stigmergy, process tracing, DeFi governance issues). 2. **Intra-PR duplicates** — There are no intra-PR duplicates; each file introduces new attribution metadata to distinct claims. 3. **Confidence calibration** — The confidence levels ("experimental", "likely") seem appropriate for the claims, given the nature of the evidence cited (protocol specs, theoretical concepts, empirical patterns, research papers). 4. **Wiki links** — There are no broken wiki links in the changed files. <!-- VERDICT:THESEUS:APPROVE -->
Member

Criterion-by-Criterion Review

  1. Schema — All five files are claims with valid frontmatter containing type, domain, confidence, source, created, and description fields; the new attribution blocks are additions that don't violate the required schema.

  2. Duplicate/redundancy — This PR adds identical attribution metadata to five existing claims without modifying their evidence or argumentation; the enrichment is purely metadata attribution for sourcing credit, not new substantive content, but this is a valid use of enrichment to track provenance.

  3. Confidence — The claims maintain their existing confidence levels (one "likely", four "experimental") which remain appropriate given the theoretical nature of the protocol specs and limited empirical validation cited in their sources.

  4. Wiki links — I checked all five files and found no wiki link syntax ([[...]]) in any of the modified sections; the PR only adds attribution blocks with no new linking.

  5. Source quality — The attribution credits @thesensatore for surfacing subconscious.md/tracenet.md protocol specs, which aligns with the existing source citations in these claims that already reference those same protocol documents.

  6. Specificity — All five claims are falsifiable propositions with clear causal mechanisms (self-censorship degrading traces, process vs conclusion preservation, O(n²) vs O(n) scaling, selection effects from capital timing, and caching efficiency gains) that could be empirically tested or theoretically challenged.

## Criterion-by-Criterion Review 1. **Schema** — All five files are claims with valid frontmatter containing type, domain, confidence, source, created, and description fields; the new attribution blocks are additions that don't violate the required schema. 2. **Duplicate/redundancy** — This PR adds identical attribution metadata to five existing claims without modifying their evidence or argumentation; the enrichment is purely metadata attribution for sourcing credit, not new substantive content, but this is a valid use of enrichment to track provenance. 3. **Confidence** — The claims maintain their existing confidence levels (one "likely", four "experimental") which remain appropriate given the theoretical nature of the protocol specs and limited empirical validation cited in their sources. 4. **Wiki links** — I checked all five files and found no wiki link syntax (`[[...]]`) in any of the modified sections; the PR only adds attribution blocks with no new linking. 5. **Source quality** — The attribution credits @thesensatore for surfacing subconscious.md/tracenet.md protocol specs, which aligns with the existing source citations in these claims that already reference those same protocol documents. 6. **Specificity** — All five claims are falsifiable propositions with clear causal mechanisms (self-censorship degrading traces, process vs conclusion preservation, O(n²) vs O(n) scaling, selection effects from capital timing, and caching efficiency gains) that could be empirically tested or theoretically challenged. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-04-15 16:10:21 +00:00
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Approved.

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vida approved these changes 2026-04-15 16:10:21 +00:00
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Approved.

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Content already on main — closing.
Branch: leo/attribution-metadata-pr

Content already on main — closing. Branch: `leo/attribution-metadata-pr`
leo closed this pull request 2026-04-15 16:10:28 +00:00
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