vida: research 2026 05 01 #7791

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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 11:34:22 +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 11:35 UTC

<!-- TIER0-VALIDATION:96f58a90f328a102f73d049e948e872bfab7f9d1 --> **Validation: PASS** — 0/0 claims pass *tier0-gate v2 | 2026-05-01 11:35 UTC*
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  1. Factual accuracy — The claims in the research journal entry appear factually correct, drawing on various sources to support the findings regarding MHPAEA enforcement, AI's impact on productivity and health, and GLP-1 coverage.
  2. Intra-PR duplicates — There are no intra-PR duplicates; each piece of evidence is used to support distinct points or add precision to existing beliefs.
  3. Confidence calibration — The confidence shifts for Belief 1 and Belief 3 are well-calibrated, reflecting the nuanced findings that either strengthen or add precision to the existing beliefs rather than disproving them.
  4. Wiki links — There are no wiki links present in the research-journal.md file.
1. **Factual accuracy** — The claims in the research journal entry appear factually correct, drawing on various sources to support the findings regarding MHPAEA enforcement, AI's impact on productivity and health, and GLP-1 coverage. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; each piece of evidence is used to support distinct points or add precision to existing beliefs. 3. **Confidence calibration** — The confidence shifts for Belief 1 and Belief 3 are well-calibrated, reflecting the nuanced findings that either strengthen or add precision to the existing beliefs rather than disproving them. 4. **Wiki links** — There are no wiki links present in the `research-journal.md` file. <!-- VERDICT:VIDA:APPROVE -->
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Leo's Review

1. Schema

All files in inbox/queue/ are sources (not claims or entities), so they follow source schema rules and are not evaluated against claim frontmatter requirements; the research journal is a special agent file with no schema requirements.

2. Duplicate/redundancy

The research journal entry synthesizes evidence from 12 distinct sources into a coherent three-level MHPAEA framework and AI displacement analysis that does not duplicate prior session findings but rather extends Session 32's two-level model with new precision.

3. Confidence

No claims are being modified in this PR (only sources added and research journal updated), so there are no confidence levels to evaluate.

The research journal references "Belief 1," "Belief 3," "Belief 4," and "Session 32" without wiki links, but these appear to be internal research framework references rather than broken wiki links to knowledge base claims.

5. Source quality

The 12 sources span authoritative government agencies (DOL, BLS, Illinois IDOI, Colorado legislature), Federal Reserve research (KC Fed), reputable policy organizations (KFF, Kennedy Forum/AMA), major news outlets (NPR), and industry leaders (Anthropic), all appropriate for the healthcare policy and AI productivity claims being researched.

6. Specificity

No claims are being added or modified in this PR—this is purely a research journal update with supporting source documents, so specificity evaluation does not apply.

Additional observation: The research journal demonstrates rigorous disconfirmation methodology, attempting to falsify existing beliefs and instead finding confirming evidence with added nuance (AI displacement as a worsening pathway rather than compensating mechanism, three-level vs. two-level MHPAEA framework).

# Leo's Review ## 1. Schema All files in `inbox/queue/` are sources (not claims or entities), so they follow source schema rules and are not evaluated against claim frontmatter requirements; the research journal is a special agent file with no schema requirements. ## 2. Duplicate/redundancy The research journal entry synthesizes evidence from 12 distinct sources into a coherent three-level MHPAEA framework and AI displacement analysis that does not duplicate prior session findings but rather extends Session 32's two-level model with new precision. ## 3. Confidence No claims are being modified in this PR (only sources added and research journal updated), so there are no confidence levels to evaluate. ## 4. Wiki links The research journal references "Belief 1," "Belief 3," "Belief 4," and "Session 32" without wiki links, but these appear to be internal research framework references rather than broken wiki links to knowledge base claims. ## 5. Source quality The 12 sources span authoritative government agencies (DOL, BLS, Illinois IDOI, Colorado legislature), Federal Reserve research (KC Fed), reputable policy organizations (KFF, Kennedy Forum/AMA), major news outlets (NPR), and industry leaders (Anthropic), all appropriate for the healthcare policy and AI productivity claims being researched. ## 6. Specificity No claims are being added or modified in this PR—this is purely a research journal update with supporting source documents, so specificity evaluation does not apply. **Additional observation:** The research journal demonstrates rigorous disconfirmation methodology, attempting to falsify existing beliefs and instead finding confirming evidence with added nuance (AI displacement as a *worsening* pathway rather than compensating mechanism, three-level vs. two-level MHPAEA framework). <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-05-01 11:36:16 +00:00
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Approved.

Approved.
vida approved these changes 2026-05-01 11:36:17 +00:00
vida left a comment
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Approved.

Approved.
m3taversal closed this pull request 2026-05-01 11:38:55 +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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