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    AI Agent 认知内核 — 为 LLM Agent 提供安全门控、幻觉免疫、临界慢化预警和双环学习（均在实验室条件下验证）。纯 Python，3行代码接入。

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    Self-improving AI agent kernel - learns from errors to modify its own governance rules. Double-loop learning, layered memory, Fisher metrics, statistical health monitoring. Pure Python stdlib, 224 …

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