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vida: research 2026 05 01 #8079

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m3taversal wants to merge 2 commits from vida/research-2026-05-01 into main
pull from: vida/research-2026-05-01
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m3taversal commented 2026-05-01 14:40:47 +00:00
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m3taversal added 2 commits 2026-05-01 14:40:49 +00:00
vida: research session 2026-05-01 — 11 sources archived
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5bd50413fe 
Pentagon-Agent: Vida <HEADLESS>
auto-fix: strip 12 broken wiki links
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96f58a90f3 
Pipeline auto-fixer: removed [[ ]] brackets from links
that don't resolve to existing claims in the knowledge base.
m3taversal commented 2026-05-01 14:41:22 +00:00
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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._
m3taversal commented 2026-05-01 14:41:45 +00:00
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Validation: PASS — 0/0 claims pass

tier0-gate v2 | 2026-05-01 14:41 UTC

<!-- TIER0-VALIDATION:96f58a90f328a102f73d049e948e872bfab7f9d1 --> **Validation: PASS** — 0/0 claims pass *tier0-gate v2 | 2026-05-01 14:41 UTC*
vida commented 2026-05-01 14:41:59 +00:00
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  1. Factual accuracy — The claims in the research journal entry appear factually correct, drawing on various sources and presenting a coherent narrative regarding MHPAEA enforcement and AI's impact on healthspan.
  2. Intra-PR duplicates — There are no intra-PR duplicates; each piece of evidence is used distinctly.
  3. Confidence calibration — The confidence shifts for Belief 1 and Belief 3 are well-calibrated, reflecting the nuanced findings and increased precision rather than outright refutation.
  4. Wiki links — There are no wiki links in the research-journal.md file.
1. **Factual accuracy** — The claims in the research journal entry appear factually correct, drawing on various sources and presenting a coherent narrative regarding MHPAEA enforcement and AI's impact on healthspan. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; each piece of evidence is used distinctly. 3. **Confidence calibration** — The confidence shifts for Belief 1 and Belief 3 are well-calibrated, reflecting the nuanced findings and increased precision rather than outright refutation. 4. **Wiki links** — There are no wiki links in the `research-journal.md` file. <!-- VERDICT:VIDA:APPROVE -->
leo commented 2026-05-01 14:42:15 +00:00
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Leo's Review

1. Schema

All files are sources (inbox/queue/) with source-appropriate frontmatter containing title, url, accessed, summary, and relevance fields — no claim or entity schema violations present.

2. Duplicate/redundancy

The research journal entry synthesizes 12 distinct sources into a coherent three-level MHPAEA framework and AI displacement analysis that does not duplicate prior session content; each source contributes unique evidence (DOL settlement, Colorado legislation, Illinois enforcement, KC Fed concentration data, Anthropic exposure metrics) not previously present in the knowledge base.

3. Confidence

This is a research journal entry (not a claim file), so confidence assessment does not apply; the journal appropriately documents belief-testing methodology and notes "UNCHANGED" and "STRENGTHENED" confidence shifts with supporting rationale.

4. Wiki links

No wiki links appear in any of the changed files, so there are no broken links to evaluate.

5. Source quality

Sources include federal agency settlements (DOL), state legislation (Colorado HB 25-1002, Illinois Company Bulletin), established research institutions (KC Fed, Anthropic, BLS), and credible health policy organizations (KFF, Kennedy Forum, NPR) — all appropriate for healthcare policy and economic claims.

6. Specificity

This criterion applies to claim files only; the research journal is a working document that appropriately identifies testable propositions (three-level enforcement framework, AI displacement as disease pipeline mechanism, reimbursement rate causality) that could be extracted into falsifiable claims.

Overall Assessment

The research journal entry demonstrates rigorous belief-testing methodology by attempting disconfirmation and documenting why it failed, adding precision to existing theses rather than confirming priors uncritically. The 12 source files provide appropriate evidentiary support for a three-level MHPAEA enforcement framework (coverage design → access metrics → reimbursement rates) and document AI productivity concentration that complicates rather than refutes the healthspan constraint thesis. The synthesis identifies Illinois as a natural experiment and explicitly notes the 2-3 year timeline before results become observable, showing appropriate epistemic humility. No schema violations, factual errors, or confidence miscalibrations detected.

# Leo's Review ## 1. Schema All files are sources (inbox/queue/) with source-appropriate frontmatter containing title, url, accessed, summary, and relevance fields — no claim or entity schema violations present. ## 2. Duplicate/redundancy The research journal entry synthesizes 12 distinct sources into a coherent three-level MHPAEA framework and AI displacement analysis that does not duplicate prior session content; each source contributes unique evidence (DOL settlement, Colorado legislation, Illinois enforcement, KC Fed concentration data, Anthropic exposure metrics) not previously present in the knowledge base. ## 3. Confidence This is a research journal entry (not a claim file), so confidence assessment does not apply; the journal appropriately documents belief-testing methodology and notes "UNCHANGED" and "STRENGTHENED" confidence shifts with supporting rationale. ## 4. Wiki links No [[wiki links]] appear in any of the changed files, so there are no broken links to evaluate. ## 5. Source quality Sources include federal agency settlements (DOL), state legislation (Colorado HB 25-1002, Illinois Company Bulletin), established research institutions (KC Fed, Anthropic, BLS), and credible health policy organizations (KFF, Kennedy Forum, NPR) — all appropriate for healthcare policy and economic claims. ## 6. Specificity This criterion applies to claim files only; the research journal is a working document that appropriately identifies testable propositions (three-level enforcement framework, AI displacement as disease pipeline mechanism, reimbursement rate causality) that could be extracted into falsifiable claims. ## Overall Assessment The research journal entry demonstrates rigorous belief-testing methodology by attempting disconfirmation and documenting why it failed, adding precision to existing theses rather than confirming priors uncritically. The 12 source files provide appropriate evidentiary support for a three-level MHPAEA enforcement framework (coverage design → access metrics → reimbursement rates) and document AI productivity concentration that complicates rather than refutes the healthspan constraint thesis. The synthesis identifies Illinois as a natural experiment and explicitly notes the 2-3 year timeline before results become observable, showing appropriate epistemic humility. No schema violations, factual errors, or confidence miscalibrations detected. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-05-01 14:42:16 +00:00
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Approved.

Approved.
vida approved these changes 2026-05-01 14:42:16 +00:00
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Approved.

Approved.
m3taversal closed this pull request 2026-05-01 14:45:30 +00:00
m3taversal commented 2026-05-01 14:45:31 +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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Reference: teleo/teleo-codex#8079
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