---
name: evolve-fa1ce62dccb7
description: "OpenClaw \u00d7 Claude Code \u7cbe\u534e\u6574\u5408 \u2014 \u8bb0\u5fc6\u7cfb\u7edf\u3001\u63d0\u793a\u8bcd\u67b6\u6784\u3001\u7194\u65ad\u673a\u5236"
---

# evolve

## 用途

把 LanceDB 里反复出现的高频记忆，提炼成 AGENTS.md 的永久行为规则。

来源：Everything Claude Code (ECC) 的 Continuous Learning v2 思路，
针对 OpenClaw 的记忆系统重新实现。

---

## 安装方式

复制到 `~/.openclaw/workspace/skills/evolve/SKILL.md`，
然后发给你的 OpenClaw：

```
帮我创建 /evolve 命令的执行脚本，注册为 slash command。
```

## Hook 注册

已注册 `gateway:startup` 钩子：`~/.openclaw/hooks/evolve-hook/`

钩子在 gateway 启动时输出提醒（evolve.py 本身仍需手动 `/evolve` 触发）。

---

## 使用方式

```
/evolve
```

手动触发，**不建议设成自动**。建议每 2-4 周触发一次。

---

## 执行流程

```
查询高频记忆
（过去30天，被检索≥3次，importance≥0.7）
    ↓
语义聚类
（相似度≥0.75 归为一簇，使用 bge-m3）
    ↓
生成候选规则列表
（NEVER/MUST/ALWAYS 格式）
    ↓
发给用户确认
（每次最多10条）
    ↓
用户逐条回复「写入」或「跳过」
    ↓
写入 AGENTS.md 对应段落
打标签 evolved: true，避免重复提交
    ↓
汇总：写入 N 条，跳过 M 条
```

---

## 候选规则格式

```
#1 [MUST] ## 工具调用协议
   来源：
     1. 工具失败后直接换工具导致问题被掩盖（3次）
     2. 重试未改变策略仍然失败（2次）
   候选规则：MUST 在工具失败后改变策略再重试，最多2次

回复：写入 或 跳过
```

---

## 过滤规则（自动排除以下内容）

1. **今日新建记忆** — 当天的操作指令不纳入提炼
2. **对话碎片** — 包含疑问/抱怨语气的条目（「为什么」「你玩我呢」等）
3. **AGENTS.md 已有规则** — 与现有规则相似度 ≥ 85% 的跳过
4. **已提炼过的记忆** — 标有 `evolved: true` 的跳过

---

## 注意事项

**必须人工确认，NEVER 自动写入。**

候选规则的质量取决于记忆质量。建议在 memory-compaction 跑完（碎片清理后）再触发 /evolve，提炼质量更高。

记忆积累越多，/evolve 的价值越大。刚开始使用时候选规则较少是正常的。


---
Source attribution: ybbms777
Original project: https://github.com/ybbms777/openclaw-claude-code-integration/blob/5252e859006d3779cb9d9bbbda35a5cc3d1eb3a5/skills/evolve/SKILL.md
License: MIT
License information: https://opensource.org/license/mit
Original upstream instructions; downloaded from Mega AI Hub.

## Upstream license notice

MIT License

Copyright (c) 2026 OpenClaw × Claude Code Integration Contributors

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.



# Mega AI Hub resource metadata

Creator / publisher: ybbms777
Original project: https://github.com/ybbms777/openclaw-claude-code-integration/blob/5252e859006d3779cb9d9bbbda35a5cc3d1eb3a5/skills/evolve/SKILL.md
Attribution basis: Source repository record

Fields of work: Data & Analytics, Development & Engineering, Product Management
Roles: Data Scientist, ML / AI Engineer, Product Manager
Specialties: API
Tools: Tool not specified
Country applicability: Country not specified
Classification basis: Source catalog labels
Instruction SHA-256: deb8457830a31fda4e72dad8c19e437e2943226e65dfdd3aeacf3e7bed597002