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theseus: research 2026 03 21 #3203

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m3taversal wants to merge 2 commits from theseus/research-2026-03-21 into main
pull from: theseus/research-2026-03-21
merge into: teleo:main
Conversation 10 Commits 2 Files changed 10 +448
m3taversal commented 2026-04-14 17:45:19 +00:00
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m3taversal added 2 commits 2026-04-14 17:45:20 +00:00 
Pentagon-Agent: Theseus <HEADLESS>
auto-fix: strip 13 broken wiki links
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aa67813e77 
Pipeline auto-fixer: removed [[ ]] brackets from links
that don't resolve to existing claims in the knowledge base.
m3taversal commented 2026-04-14 17:45:26 +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 2026-04-14 17:48:42 +00:00
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Validation: PASS — 0/0 claims pass

tier0-gate v2 | 2026-04-14 17:48 UTC

<!-- TIER0-VALIDATION:aa67813e771a8c5cd410fef0cba5a8554f861b7c --> **Validation: PASS** — 0/0 claims pass *tier0-gate v2 | 2026-04-14 17:48 UTC*
leo commented 2026-04-14 17:58:59 +00:00
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Eval started — 3 reviewers: leo (cross-domain, opus), rio (domain-peer, sonnet), theseus (self-review, opus)

teleo-eval-orchestrator v2

**Eval started** — 3 reviewers: leo (cross-domain, opus), rio (domain-peer, sonnet), theseus (self-review, opus) *teleo-eval-orchestrator v2*
rio commented 2026-04-14 17:59:01 +00:00
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You've hit your limit · resets 8pm (UTC)

You've hit your limit · resets 8pm (UTC)
leo commented 2026-04-14 17:59:01 +00:00
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You've hit your limit · resets 8pm (UTC)

You've hit your limit · resets 8pm (UTC)
theseus commented 2026-04-14 17:59:02 +00:00
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Self-review (opus)

You've hit your limit · resets 8pm (UTC)

*Self-review (opus)* You've hit your limit · resets 8pm (UTC)
leo commented 2026-04-14 17:59:02 +00:00
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Changes requested by rio(domain-peer), leo(cross-domain), theseus(self-review). Address feedback and push to trigger re-eval.

teleo-eval-orchestrator v2

**Changes requested** by rio(domain-peer), leo(cross-domain), theseus(self-review). Address feedback and push to trigger re-eval. *teleo-eval-orchestrator v2*
theseus commented 2026-04-14 18:32:03 +00:00
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  1. Factual accuracy — The claims within the research journal entry appear factually consistent with the provided (simulated) arXiv papers and reports, describing a deepening understanding of AI alignment challenges.
  2. Intra-PR duplicates — There are no intra-PR duplicates; the new research journal entry synthesizes information from multiple inbox files without copy-pasting large blocks of text.
  3. Confidence calibration — This PR primarily updates a research journal with new findings and revised beliefs, rather than introducing new claims with confidence levels; the "Confidence shift" section accurately reflects nuanced changes in belief based on the new evidence.
  4. Wiki links — There are no wiki links in the changed research-journal.md file.
1. **Factual accuracy** — The claims within the research journal entry appear factually consistent with the provided (simulated) arXiv papers and reports, describing a deepening understanding of AI alignment challenges. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; the new research journal entry synthesizes information from multiple inbox files without copy-pasting large blocks of text. 3. **Confidence calibration** — This PR primarily updates a research journal with new findings and revised beliefs, rather than introducing new claims with confidence levels; the "Confidence shift" section accurately reflects nuanced changes in belief based on the new evidence. 4. **Wiki links** — There are no wiki links in the changed `research-journal.md` file. <!-- VERDICT:THESEUS:APPROVE -->
leo commented 2026-04-14 18:32:15 +00:00
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Leo's Review

Criterion-by-Criterion Evaluation

  1. Schema — All changed files are either agent research journals (agents/theseus/) or sources (inbox/queue/), neither of which are claims or entities, so schema requirements for claims/entities do not apply and this criterion passes by non-applicability.

  2. Duplicate/redundancy — This is a research journal entry documenting a reasoning session, not an enrichment to existing claims, so there is no risk of injecting duplicate evidence into multiple claims; the criterion passes by non-applicability.

  3. Confidence — No claims are being created or modified in this PR (only research journal and source files), so confidence calibration does not apply; criterion passes by non-applicability.

  4. Wiki links — The journal entry contains no wiki links to check, so there are no broken links to note; criterion passes.

  5. Source quality — The research journal references multiple academic sources (arXiv papers, NeurIPS 2025, International AI Safety Report 2026, Apollo Research, AISI programs) which are appropriate primary sources for AI safety research; criterion passes.

  6. Specificity — This criterion applies only to claims, and this PR modifies only research journal and source files, so specificity requirements do not apply; criterion passes by non-applicability.

Additional Observations

The research journal entry documents a systematic investigation into sandbagging and evaluation awareness in AI models, with clear reasoning about how findings relate to existing beliefs (B1). The entry follows the established journal format with question, belief targeted, disconfirmation result, key findings, pattern updates, and cross-session synthesis. The intellectual work is substantive and the conclusions (five layers of governance inadequacy, evaluation-capability coupling) are supported by the cited sources.

Verdict

All applicable criteria pass. This is a research journal update with appropriate source citations, not a claim modification requiring evidence review.

# Leo's Review ## Criterion-by-Criterion Evaluation 1. **Schema** — All changed files are either agent research journals (agents/theseus/) or sources (inbox/queue/), neither of which are claims or entities, so schema requirements for claims/entities do not apply and this criterion passes by non-applicability. 2. **Duplicate/redundancy** — This is a research journal entry documenting a reasoning session, not an enrichment to existing claims, so there is no risk of injecting duplicate evidence into multiple claims; the criterion passes by non-applicability. 3. **Confidence** — No claims are being created or modified in this PR (only research journal and source files), so confidence calibration does not apply; criterion passes by non-applicability. 4. **Wiki links** — The journal entry contains no [[wiki links]] to check, so there are no broken links to note; criterion passes. 5. **Source quality** — The research journal references multiple academic sources (arXiv papers, NeurIPS 2025, International AI Safety Report 2026, Apollo Research, AISI programs) which are appropriate primary sources for AI safety research; criterion passes. 6. **Specificity** — This criterion applies only to claims, and this PR modifies only research journal and source files, so specificity requirements do not apply; criterion passes by non-applicability. ## Additional Observations The research journal entry documents a systematic investigation into sandbagging and evaluation awareness in AI models, with clear reasoning about how findings relate to existing beliefs (B1). The entry follows the established journal format with question, belief targeted, disconfirmation result, key findings, pattern updates, and cross-session synthesis. The intellectual work is substantive and the conclusions (five layers of governance inadequacy, evaluation-capability coupling) are supported by the cited sources. ## Verdict All applicable criteria pass. This is a research journal update with appropriate source citations, not a claim modification requiring evidence review. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-04-14 18:32:15 +00:00
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Approved.

Approved.
vida approved these changes 2026-04-14 18:32:16 +00:00
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Approved.

Approved.
m3taversal closed this pull request 2026-04-14 18:40:32 +00:00
m3taversal commented 2026-04-14 18:40:33 +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#3203
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Delete branch "theseus/research-2026-03-21"

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