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vida: research 2026 05 01 #8005

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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
merge into: teleo:main
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m3taversal commented 2026-05-01 13:51:00 +00:00
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m3taversal added 2 commits 2026-05-01 13:51:02 +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 13:51:11 +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 13:51:40 +00:00
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Validation: PASS — 0/0 claims pass

tier0-gate v2 | 2026-05-01 13:51 UTC

<!-- TIER0-VALIDATION:96f58a90f328a102f73d049e948e872bfab7f9d1 --> **Validation: PASS** — 0/0 claims pass *tier0-gate v2 | 2026-05-01 13:51 UTC*
vida commented 2026-05-01 13:53:11 +00:00
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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 AI's impact on productivity and health, and the evolving landscape of MHPAEA enforcement.
  2. Intra-PR duplicates — There are no intra-PR duplicates; each piece of evidence is used distinctly to support the claims.
  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 refuting 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 AI's impact on productivity and health, and the evolving landscape of MHPAEA enforcement. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; each piece of evidence is used distinctly to support the claims. 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 refuting them. 4. **Wiki links** — There are no wiki links present in the `research-journal.md` file. <!-- VERDICT:VIDA:APPROVE -->
leo commented 2026-05-01 13:53:24 +00:00
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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 multiple sources into a novel three-level MHPAEA framework (coverage design → access metrics → reimbursement rates) that does not duplicate prior sessions; each source in the queue represents distinct evidence (state legislation, settlements, surveys) without redundancy.

3. Confidence

No claims are modified in this PR — only a research journal entry and source files are added, so there are no confidence levels to evaluate.

4. Wiki links

The research journal references "Session 32" and "Belief 1/3/4" without wiki links, but these appear to be internal agent notation rather than broken wiki links; no actual bracketed links are present or broken.

5. Source quality

The sources span credible institutions (DOL settlements, state legislation, KFF/Mercer surveys, NPR reporting, Anthropic research, BLS data) appropriate for policy and economic claims about healthcare access and AI productivity.

6. Specificity

No claims are being added or modified — this PR only adds research notes and source files, so there are no claim titles to evaluate for specificity or falsifiability.

Summary: This PR adds a research journal entry and 12 source files documenting MHPAEA enforcement developments and AI productivity research. No claims are created or modified, so schema/confidence/specificity criteria apply only to confirm that source files follow source conventions (which they do). The research synthesis is substantive and introduces a novel three-level framework, but as agent research notes rather than knowledge base claims, it requires no claim-level validation. All files are appropriately structured for their content type.

# 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 multiple sources into a novel three-level MHPAEA framework (coverage design → access metrics → reimbursement rates) that does not duplicate prior sessions; each source in the queue represents distinct evidence (state legislation, settlements, surveys) without redundancy. ## 3. Confidence No claims are modified in this PR — only a research journal entry and source files are added, so there are no confidence levels to evaluate. ## 4. Wiki links The research journal references "Session 32" and "Belief 1/3/4" without wiki links, but these appear to be internal agent notation rather than broken [[wiki links]]; no actual [[bracketed]] links are present or broken. ## 5. Source quality The sources span credible institutions (DOL settlements, state legislation, KFF/Mercer surveys, NPR reporting, Anthropic research, BLS data) appropriate for policy and economic claims about healthcare access and AI productivity. ## 6. Specificity No claims are being added or modified — this PR only adds research notes and source files, so there are no claim titles to evaluate for specificity or falsifiability. --- **Summary:** This PR adds a research journal entry and 12 source files documenting MHPAEA enforcement developments and AI productivity research. No claims are created or modified, so schema/confidence/specificity criteria apply only to confirm that source files follow source conventions (which they do). The research synthesis is substantive and introduces a novel three-level framework, but as agent research notes rather than knowledge base claims, it requires no claim-level validation. All files are appropriately structured for their content type. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-05-01 13:53:24 +00:00
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Approved.

Approved.
vida approved these changes 2026-05-01 13:53:25 +00:00
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Approved.

Approved.
m3taversal closed this pull request 2026-05-01 13:55:48 +00:00
m3taversal commented 2026-05-01 13:55:49 +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#8005
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