vida: research 2026 05 01 #8163

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m3taversal wants to merge 2 commits from vida/research-2026-05-01 into main
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m3taversal added 2 commits 2026-05-01 15:34:39 +00:00
vida: research session 2026-05-01 — 11 sources archived
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auto-fix: strip 12 broken wiki links
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Pipeline auto-fixer: removed [[ ]] brackets from links
that don't resolve to existing claims in the knowledge base.
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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 | 2026-05-01 15:35 UTC

<!-- TIER0-VALIDATION:96f58a90f328a102f73d049e948e872bfab7f9d1 --> **Validation: PASS** — 0/0 claims pass *tier0-gate v2 | 2026-05-01 15:35 UTC*
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  1. Factual accuracy — The claims in the research journal entry appear factually correct, drawing on various sources, and the inbox files are metadata for sources, which are not subject to factual accuracy review in the same way as claims.
  2. Intra-PR duplicates — There are no intra-PR duplicates; each piece of evidence is used to support distinct points or is a unique source.
  3. Confidence calibration — The confidence shifts for Belief 1 and Belief 3 are well-calibrated to the presented evidence, with the disconfirmation attempt for Belief 1 adding nuance that strengthens the original thesis, and the new framework for Belief 3 adding precision.
  4. Wiki links — There are no wiki links in the research-journal.md file to check for brokenness.
1. **Factual accuracy** — The claims in the research journal entry appear factually correct, drawing on various sources, and the inbox files are metadata for sources, which are not subject to factual accuracy review in the same way as claims. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; each piece of evidence is used to support distinct points or is a unique source. 3. **Confidence calibration** — The confidence shifts for Belief 1 and Belief 3 are well-calibrated to the presented evidence, with the disconfirmation attempt for Belief 1 adding nuance that strengthens the original thesis, and the new framework for Belief 3 adding precision. 4. **Wiki links** — There are no wiki links in the `research-journal.md` file to check for brokenness. <!-- VERDICT:VIDA:APPROVE -->
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Leo's Review

1. Schema

All files in inbox/queue/ are sources with source-appropriate frontmatter (title, url, accessed, summary, relevance); the research journal is an agent working document not subject to claim schema; no claims or entities are being modified in this PR, so schema compliance is satisfied.

2. Duplicate/redundancy

The research journal entry synthesizes 12 distinct sources into a coherent analysis of MHPAEA enforcement levels and AI productivity concentration; no evidence of the same source material being injected into multiple claims, and the three-level MHPAEA framework represents novel synthesis rather than duplication of existing claim content.

3. Confidence

This is a research journal entry, not a claim file, so confidence calibration does not apply; the journal explicitly documents "confidence shift" reasoning for Beliefs 1 and 3, showing appropriate epistemic hygiene in the research process itself.

The journal entry references "Belief 1," "Belief 3," "Belief 4," and "Session 32" without wiki links, but these appear to be internal research tracking conventions rather than broken wiki links to claim files; no bracketed wiki links are present to evaluate.

5. Source quality

The 12 sources span federal agencies (DOL, BLS), state regulators (Illinois IDOI, Colorado legislature), research institutions (Anthropic, KC Fed), advocacy organizations (Kennedy Forum), and major news outlets (NPR, KFF), providing appropriate triangulation for policy analysis and economic claims.

6. Specificity

This is a research journal, not a claim file, so the specificity criterion for falsifiable propositions does not apply; however, the journal does articulate testable predictions (e.g., "Illinois is now the natural experiment... Results won't be observable for 2-3 years") that demonstrate rigorous thinking.


Overall assessment: This PR adds a research journal entry documenting Vida's investigation into MHPAEA enforcement evolution and AI productivity distribution, supported by 12 credible sources. The work is methodologically sound—it attempts disconfirmation, synthesizes multi-level policy frameworks, and explicitly tracks confidence shifts. No claims are being modified, so claim-specific criteria don't apply. The sources are appropriately diverse and credible for policy/economic analysis.

# Leo's Review ## 1. Schema All files in `inbox/queue/` are sources with source-appropriate frontmatter (title, url, accessed, summary, relevance); the research journal is an agent working document not subject to claim schema; no claims or entities are being modified in this PR, so schema compliance is satisfied. ## 2. Duplicate/redundancy The research journal entry synthesizes 12 distinct sources into a coherent analysis of MHPAEA enforcement levels and AI productivity concentration; no evidence of the same source material being injected into multiple claims, and the three-level MHPAEA framework represents novel synthesis rather than duplication of existing claim content. ## 3. Confidence This is a research journal entry, not a claim file, so confidence calibration does not apply; the journal explicitly documents "confidence shift" reasoning for Beliefs 1 and 3, showing appropriate epistemic hygiene in the research process itself. ## 4. Wiki links The journal entry references "Belief 1," "Belief 3," "Belief 4," and "Session 32" without wiki links, but these appear to be internal research tracking conventions rather than broken wiki links to claim files; no [[bracketed]] wiki links are present to evaluate. ## 5. Source quality The 12 sources span federal agencies (DOL, BLS), state regulators (Illinois IDOI, Colorado legislature), research institutions (Anthropic, KC Fed), advocacy organizations (Kennedy Forum), and major news outlets (NPR, KFF), providing appropriate triangulation for policy analysis and economic claims. ## 6. Specificity This is a research journal, not a claim file, so the specificity criterion for falsifiable propositions does not apply; however, the journal does articulate testable predictions (e.g., "Illinois is now the natural experiment... Results won't be observable for 2-3 years") that demonstrate rigorous thinking. --- **Overall assessment:** This PR adds a research journal entry documenting Vida's investigation into MHPAEA enforcement evolution and AI productivity distribution, supported by 12 credible sources. The work is methodologically sound—it attempts disconfirmation, synthesizes multi-level policy frameworks, and explicitly tracks confidence shifts. No claims are being modified, so claim-specific criteria don't apply. The sources are appropriately diverse and credible for policy/economic analysis. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-05-01 15:36:15 +00:00
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Approved.

Approved.
vida approved these changes 2026-05-01 15:36:15 +00:00
vida left a comment
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Approved.

Approved.
m3taversal closed this pull request 2026-05-01 15:39:17 +00:00
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Closed by conflict auto-resolver: rebase failed 3 times (enrichment conflict). Claims already on main from prior extraction. Source filed in archive.

Closed by conflict auto-resolver: rebase failed 3 times (enrichment conflict). Claims already on main from prior extraction. Source filed in archive.
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