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evolution-core

统一进化资产模型与自进化闭环核心。定义 Gene（策略 DNA）、Capsule（已验证经验快照）、 EvolutionEvent（追加式事件日志）三层资产模型，实现 Detect→Select→Replay→Validate→Solidify→Reuse 闭环，使 agent 遇到已知问题时先复用已验证经验，跳过重新试错。

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# Evolution Core — 自进化资产模型与闭环

## 用途

- **即时复用**：agent 遇到错误时，先从进化存储中查找匹配的已验证经验（Capsule），尝试重放，成功则跳过 LLM 推理
- **经验沉淀**：每次成功解决问题后，自动提取信号、生成策略 Gene 和执行快照 Capsule
- **跨 agent 共享**：不同 agent/项目的验证过经验可以发布到共享网络，其他 agent 直接复用
- **治理安全**：通过 Governor 控制进化速率、爆炸半径和回归检测，防止低质量策略扩散

## 核心概念

### Gene — 策略 DNA

Gene 是一条可复用的问题解决策略，从一次或多次成功经验中提取并泛化：