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judgment-integrity

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hegu-1 / coevolution-kernel

A position paper on the missing kernel layer between human judgment and self-evolving AI agents — provenance, drift protection, co-evolution.

provenance ai-safety ai-agents cognitive-architecture drift-detection position-paper llm human-ai-collaboration agent-memory claude-code self-evolving-agents personal-ai-os judgment-integrity

Updated May 8, 2026

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