proactive-self-improving-agent SKILL.md skillA
proactive-self-improving-agent from yuluyangguang1/openclaw-portable is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add yuluyangguang1/openclaw-portable/proactive-self-improving-agent@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- yuluyangguang1/openclaw-portable
- Path
system/skills-zh/proactive-self-improving-agent-zh/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.0, committed Sep 6, 2026
- Size
- 13,689 bytes
- Repository stars
- 10
- License
- none declared
自动捕获经验并安全进化的技能。触发条件：(1)命令/操作失败时→记ERRORS.md (2)被用户纠正('不对'/'应该是')时→记LEARNINGS.md (3)用户需要不存在的能力时→记FEATURE_REQUESTS.md (4)外部API/工具出错时→记ERRORS.md (5)发现自己知识过时/错误时→记LEARNINGS.md (6)发现更好做法时→记LEARNINGS.md (7)每个任务完成时→回顾过程，有新经验则记LEARNINGS.md。去重原则：如果没有新经验或已有条目已覆盖则跳过不写。每次写入同时在.learnings/CHANGELOG.md追加JSONL日志。经验反复出现≥3次时晋升到AGENTS.md/TOOLS.md/SOUL.md。详见正文。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Proactive Self-Improving Agent **自动捕获经验 · 安全进化 · 记录轨迹** 让 agent 在日常工作中自动识别错误、纠正和最佳实践，结构化记录，安全地将经验沉淀为长期能力。 --- ## 目录 1. [核心理念](#1-核心理念) 2. [经验记录系统](#2-经验记录系统) 3. [经验进化路径](#3-经验进化路径) 4. [操作日志](#4-操作日志changelogmd) 5. [行为准则](#5-行为准则) 6. [快速参考](#6-快速参考) --- ## 1. 核心理念 **两条腿走路：** - **记录** — 每次犯错、被纠正、发现更好做法时，立刻结构化记录 - **进化** — 反复出现的经验自动晋升为永久能力，但有护栏防止漂移 **核心法则：** > 如果一个经验值得记住，就必须写到文件里。脑子里的"记住了"不算数。 **去重法则：** > 触发 ≠ 必须写入。每次触发时先判断：这个经验是否**真正新颖**？如果没什么可学的，或者本质上已经包含在已有条目中，**直接跳过，不写入**。避免用重复的低价值记录污染 .learnings/。 --- ## 2. 经验记录系统 ### 2.1 触发条件 检测到以下 **7 种场景**时，**评估是否有新经验值得记录**： | # | 场景 | 记录到 | 类别 | |---|---|---|---| | 1 | 命令/操作失败 | `ERRORS.md` | - | | 2 | 用户纠正（"不对"/"应该是…"/"Actually…"） | `LEARNINGS.md` | `correction` | | 3 | 用户需要不存在的能力 | `FEATURE_REQUESTS.md` | - | | 4 | 外部 API/工具出错 | `ERRORS.md` | - | | 5 | 发现自己知识过时/错误 | `LEARNINGS.md` | `knowledge_gap` | | 6 | 发现了更好的做法 | `LEARNINGS.md` | `best_practice` | | **7** | **任务完成时** | `LEARNINGS.md` | `task_review` | #### 场景 7：任务完成触发（Task Review） 每次完成一个任务后，**主动回顾**： - 这次过程中踩了什么坑？ - 有没有走弯路？下次怎么做更快？ - 有没有发现新的工具用法或技巧？ - 有没有什么值得其他 agent 也知道的？ **如果有真正新颖的经验 → 写入 LEARNINGS.md** **如果没什么可学的，或已有条目已覆盖 → 跳过，不写入** #### 学术场景扩展 …
Read the whole file at its exact version.
How to install
mdr add yuluyangguang1/openclaw-portable/proactive-self-improving-agent@sha256:8502c14ed668baadThe line at the top of this page pins the label v1.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_4zo4hcad2q75f4op)
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Versions
The registry has recorded 1 version of this file, committed on Sep 6, 2026.
Audit of the latest version
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- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
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Source
yuluyangguang1/openclaw-portable · 10 stars · license none declared · pushed 2026-09-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_4zo4hcad2q75f4op GET https://markdownregistry.com/api/v1/resolve?ref=yuluyangguang1/openclaw-portable/proactive-self-improving-agent GET https://markdownregistry.com/api/v1/blob/8502c14ed668baaddc0e58fd2d0b9f1e944deb7d546732fea37e603cb53366c3
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.