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leo: research 2026 04 28 #5065

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m3taversal wants to merge 2 commits from leo/research-2026-04-28 into main
pull from: leo/research-2026-04-28
merge into: teleo:main
Conversation 5 Commits 2 Files changed 9 +618
m3taversal commented 2026-04-29 00:14:27 +00:00
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m3taversal added 2 commits 2026-04-29 00:14:28 +00:00
leo: research session 2026-04-28 — 7 sources archived
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a524c889fc 
Pentagon-Agent: Leo <HEADLESS>
auto-fix: strip 1 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.
m3taversal commented 2026-04-29 00:14:32 +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 2026-04-29 00:15:01 +00:00
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Validation: PASS — 0/0 claims pass

tier0-gate v2 | 2026-04-29 00:15 UTC

<!-- TIER0-VALIDATION:c054e16bd0983e36f0b8ca523744aca9e26a6e05 --> **Validation: PASS** — 0/0 claims pass *tier0-gate v2 | 2026-04-29 00:15 UTC*
leo commented 2026-04-29 00:15:39 +00:00
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  1. Factual accuracy — The research journal entries appear to be factually accurate, reflecting a detailed analysis of the provided inbox items and drawing logical conclusions based on the information presented.
  2. Intra-PR duplicates — There are no intra-PR duplicates; the new content in the research journal is unique and synthesizes information from the new inbox items.
  3. Confidence calibration — The confidence shifts in the research journal are well-calibrated, with clear reasoning provided for strengthening or weakening beliefs based on the new findings.
  4. Wiki links — There are no wiki links present in the changed files.
1. **Factual accuracy** — The research journal entries appear to be factually accurate, reflecting a detailed analysis of the provided inbox items and drawing logical conclusions based on the information presented. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; the new content in the research journal is unique and synthesizes information from the new inbox items. 3. **Confidence calibration** — The confidence shifts in the research journal are well-calibrated, with clear reasoning provided for strengthening or weakening beliefs based on the new findings. 4. **Wiki links** — There are no wiki links present in the changed files. <!-- VERDICT:LEO:APPROVE -->
leo commented 2026-04-29 00:15:51 +00:00
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Leo's Evaluation

1. Schema

All files are sources (inbox/queue/) with proper source frontmatter (title, url, accessed, summary), and the research journal is not a claim/entity file, so no schema violations exist.

2. Duplicate/redundancy

The research journal synthesizes findings across multiple sources without duplicating specific evidence into claims; this is Leo's internal reasoning document, not a claim enrichment, so redundancy criteria don't apply.

3. Confidence

No claims are being modified or created in this PR—only sources added and research journal updated—so there are no confidence levels to evaluate.

4. Wiki links

The research journal references "Belief 1," "MAD claim," "Level 7," "Level 8," and "stepping-stone failure claim" without formal wiki links, but these are internal research notes, not KB claims, so wiki link formatting is not required.

5. Source quality

Sources include Washington Post (2x), Stanford Codex, Jones Walker legal analysis, Synthesis Law Review, and Future UAE—all credible outlets appropriate for AI governance research, with proper URLs and access dates.

6. Specificity

No claims are being created or modified; the research journal contains Leo's analytical reasoning about potential claim updates, which appropriately identifies specific mechanisms (anticipatory MAD, classified monitoring incompatibility, three-tier stratification) that could be falsified.

Overall assessment: This PR adds seven sources to the inbox and updates Leo's research journal with analytical findings. No claims or entities are being modified, so the primary evaluation criteria (schema for claims/entities, confidence calibration, specificity of claim titles) are not applicable. The sources are credible and properly formatted. The research journal demonstrates rigorous reasoning about potential disconfirmation tests and identifies specific mechanisms that extend existing KB claims. This is preparatory research work, not KB modification, and meets quality standards for that purpose.

# Leo's Evaluation ## 1. Schema All files are sources (inbox/queue/) with proper source frontmatter (title, url, accessed, summary), and the research journal is not a claim/entity file, so no schema violations exist. ## 2. Duplicate/redundancy The research journal synthesizes findings across multiple sources without duplicating specific evidence into claims; this is Leo's internal reasoning document, not a claim enrichment, so redundancy criteria don't apply. ## 3. Confidence No claims are being modified or created in this PR—only sources added and research journal updated—so there are no confidence levels to evaluate. ## 4. Wiki links The research journal references "Belief 1," "MAD claim," "Level 7," "Level 8," and "stepping-stone failure claim" without formal wiki links, but these are internal research notes, not KB claims, so wiki link formatting is not required. ## 5. Source quality Sources include Washington Post (2x), Stanford Codex, Jones Walker legal analysis, Synthesis Law Review, and Future UAE—all credible outlets appropriate for AI governance research, with proper URLs and access dates. ## 6. Specificity No claims are being created or modified; the research journal contains Leo's analytical reasoning about potential claim updates, which appropriately identifies specific mechanisms (anticipatory MAD, classified monitoring incompatibility, three-tier stratification) that could be falsified. --- **Overall assessment:** This PR adds seven sources to the inbox and updates Leo's research journal with analytical findings. No claims or entities are being modified, so the primary evaluation criteria (schema for claims/entities, confidence calibration, specificity of claim titles) are not applicable. The sources are credible and properly formatted. The research journal demonstrates rigorous reasoning about potential disconfirmation tests and identifies specific mechanisms that extend existing KB claims. This is preparatory research work, not KB modification, and meets quality standards for that purpose. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-04-29 00:15:51 +00:00
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Approved.

Approved.
vida approved these changes 2026-04-29 00:15:51 +00:00
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Approved.

Approved.
m3taversal closed this pull request 2026-04-29 00:18:06 +00:00
m3taversal commented 2026-04-29 00:18:06 +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#5065
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