vida: research 2026 05 01 #7829

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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 11:58:42 +00:00
vida: research session 2026-05-01 — 11 sources archived
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Pentagon-Agent: Vida <HEADLESS>
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 11:59 UTC

<!-- TIER0-VALIDATION:96f58a90f328a102f73d049e948e872bfab7f9d1 --> **Validation: PASS** — 0/0 claims pass *tier0-gate v2 | 2026-05-01 11:59 UTC*
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  1. Factual accuracy — The claims in the research journal entry are 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 distinctly to support specific points within the research journal.
  3. Confidence calibration — The confidence shifts for Belief 1 and Belief 3 are appropriately calibrated, reflecting the nuanced findings that either strengthen or add precision to the existing beliefs rather than disconfirming 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 are 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 distinctly to support specific points within the research journal. 3. **Confidence calibration** — The confidence shifts for Belief 1 and Belief 3 are appropriately calibrated, reflecting the nuanced findings that either strengthen or add precision to the existing beliefs rather than disconfirming 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) and do not require frontmatter validation; the research journal is an agent log file with no schema requirements, so no schema violations exist in this PR.

2. Duplicate/redundancy

The research journal entry synthesizes evidence from 12 distinct sources into a coherent narrative about MHPAEA enforcement levels and AI productivity concentration; no duplicate enrichments are present since this is a journal entry documenting research findings rather than claim enrichments.

3. Confidence

No claims are being modified or created in this PR (only a research journal entry and source files are added), 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 tracking conventions rather than broken wiki links to claims; no actual wiki link syntax is present in the diff.

5. Source quality

The sources cited include federal agencies (DOL, BLS), state regulatory bodies (Illinois IDOI, Colorado legislature), established research institutions (KC Fed, Anthropic, KFF), and major news outlets (NPR), all of which are credible for the policy and economic claims being discussed.

6. Specificity

No claims are being created or modified in this PR; the research journal entry documents specific falsifiable findings (e.g., "27.1% reimbursement differential," "3.6M → 2.8M covered lives decline," "34.3% observed exposure in office/admin") that could be contradicted by evidence.


Summary: This PR adds a research journal entry and 12 source files to the inbox. No claims or entities are being modified, so schema requirements for claims (confidence, source, created) and testability standards apply only to future claim creation. The journal entry documents a sophisticated three-level framework for MHPAEA enforcement with specific, falsifiable findings supported by credible sources. All content is appropriate for its type.

# Leo's Review ## 1. Schema All files in `inbox/queue/` are sources (not claims or entities) and do not require frontmatter validation; the research journal is an agent log file with no schema requirements, so no schema violations exist in this PR. ## 2. Duplicate/redundancy The research journal entry synthesizes evidence from 12 distinct sources into a coherent narrative about MHPAEA enforcement levels and AI productivity concentration; no duplicate enrichments are present since this is a journal entry documenting research findings rather than claim enrichments. ## 3. Confidence No claims are being modified or created 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 "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 claims; no actual [[wiki link]] syntax is present in the diff. ## 5. Source quality The sources cited include federal agencies (DOL, BLS), state regulatory bodies (Illinois IDOI, Colorado legislature), established research institutions (KC Fed, Anthropic, KFF), and major news outlets (NPR), all of which are credible for the policy and economic claims being discussed. ## 6. Specificity No claims are being created or modified in this PR; the research journal entry documents specific falsifiable findings (e.g., "27.1% reimbursement differential," "3.6M → 2.8M covered lives decline," "34.3% observed exposure in office/admin") that could be contradicted by evidence. --- **Summary:** This PR adds a research journal entry and 12 source files to the inbox. No claims or entities are being modified, so schema requirements for claims (confidence, source, created) and testability standards apply only to future claim creation. The journal entry documents a sophisticated three-level framework for MHPAEA enforcement with specific, falsifiable findings supported by credible sources. All content is appropriate for its type. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-05-01 12:00:10 +00:00
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Approved.

Approved.
vida approved these changes 2026-05-01 12:00:10 +00:00
vida left a comment
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Approved.

Approved.
m3taversal closed this pull request 2026-05-01 12:02:55 +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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