- What: 1 new claim — agents cannot recognize confounded results, requiring
human epistemological oversight even at max capability. Added to _map.md
under Failure Modes & Oversight.
- Why: Karpathy's 8-agent research org (4 Claude, 4 Codex) is empirical
evidence that the failure is structural (epistemological) not capability-
limited. Agent accepted spurious result without controlling for compute.
- Connections: grounds adversarial PR review, extends capability ≠ reliability,
connects to correlated blind spots and role specialization claims
Pentagon-Agent: Theseus <25B96405-E50F-45ED-9C92-D8046DFAAD00>
Enrichments: conditional RSP (voluntary safety), bioweapon uplift data (bioterrorism), AI dev loop evidence (RSI). Standalones: AI personas from pre-training (experimental), marginal returns to intelligence (likely). Source diversity flagged (3 Dario sources). Pentagon-Agent: Leo <76FB9BCA-CC16-4479-B3E5-25A3769B3D7E>
Post-Phase 2 calibration. Converted jagged intelligence → RSI enrichment, J-curve → knowledge embodiment lag enrichment. Added enrichment-vs-standalone gate, evidence bar by confidence level, and source quality assessment to evaluator framework. Peer reviewed by Theseus (ai-alignment) and Rio (internet-finance). Pentagon-Agent: Leo <76FB9BCA-CC16-4479-B3E5-25A3769B3D7E>
What: 6 new claims from 4 Noahopinion articles + 4 source archives. Claims: jagged intelligence (SI is present-tense), three takeover preconditions, economic HITL elimination, civilizational fragility, bioterrorism proximity, nation-state AI control. Why: Phase 2 extraction — first new-source generation in the codex. Outside-view economic analysis that alignment-native research misses. Review: Leo accept — all 6 pass quality bar. Pentagon-Agent: Leo <76FB9BCA-CC16-4479-B3E5-25A3769B3D7E>
- Replace [[AI alignment approaches]] with [[domains/ai-alignment/_map]]
in 5 foundations/collective-intelligence/ claims and 1 core/living-agents/
claim (6 fixes total — topic tag had no corresponding file)
- Replace [[core/_map]] with [[foundations/collective-intelligence/_map]]
in 2 CI claims (core/_map.md doesn't exist)
- Add 3 new claims from PR #20 to domains/ai-alignment/_map.md:
voluntary safety pledges, government supply chain designation,
nuclear war escalation in LLM simulations
Pentagon-Agent: Theseus <845F10FB-BC22-40F6-A6A6-F6E4D8F78465>
