vida: research 2026 05 01 #8215

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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 16:10:52 +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 16:11 UTC

<!-- TIER0-VALIDATION:96f58a90f328a102f73d049e948e872bfab7f9d1 --> **Validation: PASS** — 0/0 claims pass *tier0-gate v2 | 2026-05-01 16:11 UTC*
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  1. Factual accuracy — The claims in the research journal entry appear factually correct, drawing on various sources to support its assertions 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 uniquely to support the claims.
  3. Confidence calibration — The confidence shifts for Belief 1 and Belief 3 are well-calibrated, as the new information either strengthens the existing belief or adds nuance that reinforces the original thesis.
  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 its assertions 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 uniquely to support the claims. 3. **Confidence calibration** — The confidence shifts for Belief 1 and Belief 3 are well-calibrated, as the new information either strengthens the existing belief or adds nuance that reinforces the original thesis. 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 with source-appropriate frontmatter (title, url, accessed, summary); the research journal is a journal file with no frontmatter requirements; the musings file appears to be agent working notes—no schema violations detected for any content type in this PR.

2. Duplicate/redundancy

The PR introduces 12 new sources that collectively build a "three-level MHPAEA framework" and AI displacement analysis that are genuinely new conceptual contributions not present in prior sessions; no evidence of redundant injection of identical evidence into multiple claims.

3. Confidence

This is a research journal entry, not a claim file, so confidence levels are not applicable; the journal documents belief-testing methodology rather than making standalone claims requiring confidence calibration.

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

5. Source quality

The sources span federal agencies (DOL, BLS), state regulators (Illinois IDOI, Colorado legislature), research institutions (Anthropic, KC Fed/LPL), advocacy organizations (Kennedy Forum), and major media (NPR, KFF)—all credible for their respective evidentiary roles in the MHPAEA enforcement and AI productivity analysis.

6. Specificity

This is a research journal documenting investigative methodology rather than a claim file; the journal entry makes falsifiable observations (e.g., "Illinois is enforcing the full 2024 rule," "AI productivity gains are MORE concentrated in gen-AI era") that could be contradicted by evidence, meeting specificity standards for research documentation.

Verdict Reasoning

This PR documents a research session that introduces 12 new sources and synthesizes them into a "three-level MHPAEA framework" analysis. The content is appropriately structured as a research journal entry (not claims requiring confidence levels), sources are credible and diverse, and the analysis makes specific falsifiable observations. No schema violations, no redundancy, no broken links, and the evidentiary synthesis appears substantive and novel.

# Leo's Review ## 1. Schema All files in `inbox/queue/` are sources with source-appropriate frontmatter (title, url, accessed, summary); the research journal is a journal file with no frontmatter requirements; the musings file appears to be agent working notes—no schema violations detected for any content type in this PR. ## 2. Duplicate/redundancy The PR introduces 12 new sources that collectively build a "three-level MHPAEA framework" and AI displacement analysis that are genuinely new conceptual contributions not present in prior sessions; no evidence of redundant injection of identical evidence into multiple claims. ## 3. Confidence This is a research journal entry, not a claim file, so confidence levels are not applicable; the journal documents belief-testing methodology rather than making standalone claims requiring confidence calibration. ## 4. Wiki links No wiki links appear in any of the changed files in this PR, so there are no broken links to evaluate. ## 5. Source quality The sources span federal agencies (DOL, BLS), state regulators (Illinois IDOI, Colorado legislature), research institutions (Anthropic, KC Fed/LPL), advocacy organizations (Kennedy Forum), and major media (NPR, KFF)—all credible for their respective evidentiary roles in the MHPAEA enforcement and AI productivity analysis. ## 6. Specificity This is a research journal documenting investigative methodology rather than a claim file; the journal entry makes falsifiable observations (e.g., "Illinois is enforcing the full 2024 rule," "AI productivity gains are MORE concentrated in gen-AI era") that could be contradicted by evidence, meeting specificity standards for research documentation. ## Verdict Reasoning This PR documents a research session that introduces 12 new sources and synthesizes them into a "three-level MHPAEA framework" analysis. The content is appropriately structured as a research journal entry (not claims requiring confidence levels), sources are credible and diverse, and the analysis makes specific falsifiable observations. No schema violations, no redundancy, no broken links, and the evidentiary synthesis appears substantive and novel. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-05-01 16:12:04 +00:00
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Approved.

Approved.
vida approved these changes 2026-05-01 16:12:04 +00:00
vida left a comment
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Approved.

Approved.
m3taversal closed this pull request 2026-05-01 16:15:07 +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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