可信的 Agent 机构记忆需要把每条可行动主张与来源、有效期、依赖关系和失效条件绑定。
AI agent memory becomes trustworthy when every actionable claim keeps its source, validity, dependencies, and invalidation conditions.
组织第二大脑需要把专家反馈转化为带来源、版本、验证结果和退役规则的知识变更,才能在扩散经验的同时控制错误。
Build an organizational second brain with provenance, versioned knowledge, expert review, replay tests, and safe retirement instead of static RAG.