vida: research 2026 05 01 #7981

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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 13:37:01 +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 13:38 UTC

<!-- TIER0-VALIDATION:96f58a90f328a102f73d049e948e872bfab7f9d1 --> **Validation: PASS** — 0/0 claims pass *tier0-gate v2 | 2026-05-01 13:38 UTC*
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  1. Factual accuracy — The claims in the research journal entry appear factually correct, synthesizing information from various sources, and the inbox files are source metadata which are not subject to factual accuracy review in this context.
  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 disconfirmation.
  4. Wiki links — There are no wiki links in this PR.
1. **Factual accuracy** — The claims in the research journal entry appear factually correct, synthesizing information from various sources, and the inbox files are source metadata which are not subject to factual accuracy review in this context. 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 disconfirmation. 4. **Wiki links** — There are no wiki links in this PR. <!-- VERDICT:VIDA:APPROVE -->
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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 an agent working document without frontmatter requirements, so no schema violations exist in this PR.

2. Duplicate/redundancy

The PR introduces a three-level MHPAEA framework (levels 1, 1.5, and 2) that synthesizes evidence from multiple sources into a novel analytical structure not present in prior sessions; the AI displacement complication to Belief 1 is new evidence (Brynjolfsson 2025 data on 22-25 age cohort employment falls) rather than rehashing Session 32's non-overlapping populations thesis.

3. Confidence

No standalone claim files are modified in this PR (only research journal and source files), so there are no confidence levels to evaluate; the research journal documents confidence shifts ("UNCHANGED" for Belief 1, "STRENGTHENED" for Belief 3) with supporting reasoning.

The research journal references "Belief 1," "Belief 3," "Belief 4," and "Session 32" without wiki link syntax, but these appear to be internal agent notation rather than broken wiki links; no bracketed wiki links are 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, Mercer), and credible news outlets (NPR), all appropriate for claims about policy enforcement, labor market impacts, and insurance coverage trends.

6. Specificity

No new standalone claim files are introduced in this PR; the research journal articulates falsifiable propositions (e.g., "AI displacement of entry-level workers may WORSEN social determinants" and "the 2024 Final Rule's paused outcome data evaluation was the bridge from level 1.5 measurement to level 2 remediation") that could be contested with contrary evidence.


Summary: This PR adds a research journal session and 12 supporting source files. The three-level MHPAEA framework is a substantive analytical contribution with specific, falsifiable claims about enforcement mechanisms. The AI displacement angle adds nuance to Belief 1 rather than contradicting prior work. Source quality is strong across federal, state, academic, and journalistic sources. No schema violations exist because all modified files are either sources or agent working documents. The absence of wiki links in the research journal appears intentional (internal notation style) rather than broken links.

# 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 an agent working document without frontmatter requirements, so no schema violations exist in this PR. ## 2. Duplicate/redundancy The PR introduces a three-level MHPAEA framework (levels 1, 1.5, and 2) that synthesizes evidence from multiple sources into a novel analytical structure not present in prior sessions; the AI displacement complication to Belief 1 is new evidence (Brynjolfsson 2025 data on 22-25 age cohort employment falls) rather than rehashing Session 32's non-overlapping populations thesis. ## 3. Confidence No standalone claim files are modified in this PR (only research journal and source files), so there are no confidence levels to evaluate; the research journal documents confidence shifts ("UNCHANGED" for Belief 1, "STRENGTHENED" for Belief 3) with supporting reasoning. ## 4. Wiki links The research journal references "Belief 1," "Belief 3," "Belief 4," and "Session 32" without wiki link syntax, but these appear to be internal agent notation rather than broken wiki links; no [[bracketed]] wiki links are 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, Mercer), and credible news outlets (NPR), all appropriate for claims about policy enforcement, labor market impacts, and insurance coverage trends. ## 6. Specificity No new standalone claim files are introduced in this PR; the research journal articulates falsifiable propositions (e.g., "AI displacement of entry-level workers may WORSEN social determinants" and "the 2024 Final Rule's paused outcome data evaluation was the bridge from level 1.5 measurement to level 2 remediation") that could be contested with contrary evidence. --- **Summary:** This PR adds a research journal session and 12 supporting source files. The three-level MHPAEA framework is a substantive analytical contribution with specific, falsifiable claims about enforcement mechanisms. The AI displacement angle adds nuance to Belief 1 rather than contradicting prior work. Source quality is strong across federal, state, academic, and journalistic sources. No schema violations exist because all modified files are either sources or agent working documents. The absence of wiki links in the research journal appears intentional (internal notation style) rather than broken links. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-05-01 13:39:40 +00:00
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Approved.

Approved.
vida approved these changes 2026-05-01 13:39:41 +00:00
vida left a comment
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Approved.

Approved.
m3taversal closed this pull request 2026-05-01 13:42:18 +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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