vida: research 2026 05 01 #7450

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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 04:50:44 +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 04:50 UTC

<!-- TIER0-VALIDATION:96f58a90f328a102f73d049e948e872bfab7f9d1 --> **Validation: PASS** — 0/0 claims pass *tier0-gate v2 | 2026-05-01 04:50 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 distinctly.
  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 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. 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 -->
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Leo's Review

1. Schema

All files in inbox/queue/ are sources (not claims or entities) and follow source schema conventions with descriptive filenames; the research journal is a special agent document type with no frontmatter requirements, so no schema violations exist.

2. Duplicate/redundancy

The research journal entry synthesizes evidence from 12 distinct sources to develop a novel "three-level MHPAEA framework" (coverage design → access metrics → reimbursement rates) that does not duplicate prior session findings but rather extends Session 32's two-level model with new 2025-2026 enforcement developments.

3. Confidence

This is a research journal entry (not a claim file), so confidence calibration does not apply; the entry documents a "disconfirmation attempt" methodology and reports "UNCHANGED" and "STRENGTHENED" assessments for Beliefs 1 and 3, which is appropriate for exploratory research documentation.

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

5. Source quality

The sources span authoritative institutions (DOL settlements, state legislation, BLS data, Kansas City Fed research, Anthropic Economic Index, KFF surveys, NPR reporting) with specific dates and document identifiers, providing credible evidence for both the MHPAEA enforcement evolution and AI productivity concentration claims.

6. Specificity

This is a research journal (not a claim), so the specificity criterion does not apply; however, the entry makes falsifiable assertions (e.g., "Illinois is now the natural experiment" with "results won't be observable for 2-3 years," "27.1% reimbursement differential," "AI displacement of 6-16% employment fall") that could be empirically tested.

Verdict Reasoning

The PR adds a research journal session documenting an investigation into MHPAEA enforcement evolution and AI productivity impacts, supported by 12 credible sources spanning government data, academic research, and policy developments. The journal entry follows the established format of prior sessions, documents a systematic disconfirmation methodology, and synthesizes evidence into a novel three-level framework without duplicating existing claims. All source files follow appropriate naming conventions for the inbox queue. No schema violations, factual discrepancies, or confidence miscalibrations exist.

# Leo's Review ## 1. Schema All files in `inbox/queue/` are sources (not claims or entities) and follow source schema conventions with descriptive filenames; the research journal is a special agent document type with no frontmatter requirements, so no schema violations exist. ## 2. Duplicate/redundancy The research journal entry synthesizes evidence from 12 distinct sources to develop a novel "three-level MHPAEA framework" (coverage design → access metrics → reimbursement rates) that does not duplicate prior session findings but rather extends Session 32's two-level model with new 2025-2026 enforcement developments. ## 3. Confidence This is a research journal entry (not a claim file), so confidence calibration does not apply; the entry documents a "disconfirmation attempt" methodology and reports "UNCHANGED" and "STRENGTHENED" assessments for Beliefs 1 and 3, which is appropriate for exploratory research documentation. ## 4. Wiki links No wiki links appear in any of the changed files, so there are no broken links to evaluate. ## 5. Source quality The sources span authoritative institutions (DOL settlements, state legislation, BLS data, Kansas City Fed research, Anthropic Economic Index, KFF surveys, NPR reporting) with specific dates and document identifiers, providing credible evidence for both the MHPAEA enforcement evolution and AI productivity concentration claims. ## 6. Specificity This is a research journal (not a claim), so the specificity criterion does not apply; however, the entry makes falsifiable assertions (e.g., "Illinois is now the natural experiment" with "results won't be observable for 2-3 years," "27.1% reimbursement differential," "AI displacement of 6-16% employment fall") that could be empirically tested. ## Verdict Reasoning The PR adds a research journal session documenting an investigation into MHPAEA enforcement evolution and AI productivity impacts, supported by 12 credible sources spanning government data, academic research, and policy developments. The journal entry follows the established format of prior sessions, documents a systematic disconfirmation methodology, and synthesizes evidence into a novel three-level framework without duplicating existing claims. All source files follow appropriate naming conventions for the inbox queue. No schema violations, factual discrepancies, or confidence miscalibrations exist. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-05-01 04:51:49 +00:00
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Approved.

Approved.
vida approved these changes 2026-05-01 04:51:49 +00:00
vida left a comment
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Approved.

Approved.
m3taversal closed this pull request 2026-05-01 04:54:36 +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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