Requirements
- Target platform
- OpenClaw
- Install method
- Manual import
- Extraction
- Extract archive
- Prerequisites
- OpenClaw
- Primary doc
- SKILL.md
Tencent SkillHub · AI
Self Evolve
Agent 自主进化引擎——让 AI agent 像生物进化一样持续变强。 核心循环：感知差距 → 搜索方案 → 设计实验 → 跑实验 → 选赢家 → 固化 → 下一轮。 使用场景：定期自主进化、能力升级、工作流优化、skill/工具迭代。 关键词：进化, evolution, self-improve, A/B...
skill openclawclawhub Free
Agent 自主进化引擎——让 AI agent 像生物进化一样持续变强。 核心循环：感知差距 → 搜索方案 → 设计实验 → 跑实验 → 选赢家 → 固化 → 下一轮。 使用场景：定期自主进化、能力升级、工作流优化、skill/工具迭代。 关键词：进化, evolution, self-improve, A/B...
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Install for OpenClaw
Quick setup
- Download the package from Yavira.
- Extract the archive and review SKILL.md first.
- Import or place the package into your OpenClaw setup.
Package facts
- Download mode
- Yavira redirect
- Package format
- ZIP package
- Source platform
- Tencent SkillHub
- What's included
- README.md, SKILL.md, assets/evolution-report-template.md, references/constraints-and-rules.md, references/execution-protocol.md, references/quality-checklist.md
Validation
- Use the Yavira download entry.
- Review SKILL.md after the package is downloaded.
- Confirm the extracted package contains the expected setup assets.
Install with your agent
Agent handoff
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
- Download the package from Yavira.
- Extract it into a folder your agent can access.
- Paste one of the prompts below and point your agent at the extracted folder.
New install
I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Then review README.md for any prerequisites, environment setup, or post-install checks. Tell me what you changed and call out any manual steps you could not complete.
Upgrade existing
I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Then review README.md for any prerequisites, environment setup, or post-install checks. Summarize what changed and any follow-up checks I should run.
Trust & source
Release facts
- Source
- Tencent SkillHub
- Verification
- Indexed source record
- Version
- 3.0.0
Provenance
- Publisher
- mikonos
- Source page
- View original listing
- Canonical URL
- Open canonical page
Documentation
Self-Evolve — Agent 自主进化引擎
生物进化的核心机制：变异 → 选择 → 保留。 这个 skill 把同样的机制应用到 agent 自身——不断发现可改进的角度，用实验找到更好的方案，然后永久固化。
这是什么
Self-Evolve 是一个 meta-skill——它不解决具体业务问题，而是让 agent 自身变强。 和 self-think 的边界：self-think 进行反思并发现短板（诊断），self-evolve 对短板寻找解法并跑实验验证（治疗）。 不是什么：禁止无目标的空转、禁止为写长篇自省报告而改排版的“伪进化”。（详细约束见: 约束与红线）
触发方式
当被以下情况触发时，请启动 Self-Evolve： 自动触发：self-think 建议进化，或是 cron/HEARTBEAT 定时唤醒。 显式要求：用户下令“进化一下某个能力”。
执行协议 (The 4-Step Tick)
每次触发此技能，你必须执行一次且仅执行一次“滴答巡航”（Tick Handler），绝不能无视状态机一次性跑完实验全流程。 完整并发状态机制及操作边界，请细读： 执行状态机与四步巡航协议 Step 1: Status Sync - 扫描 state.json 的活跃实验。 Step 2: Record Observations - 将观察指标降噪后写入相应的 jsonl 记录。 Step 3: Evaluate & Solidify - 将到期限对比基线固化，并清理任务队列。 Step 4: Launch New Experiment - 如并发额度允许（<10），则寻找新瓶颈，搜索方案，设计实验并在状态机注册 OBSERVING。部署要求参考 模板与输出规范。 🚨 注意：部署新实验并更新状态机锁后，本轮巡航彻底结束，必须强制停止（Exit对话），等待下一次唤醒！
参考结构指南
你需要严格遵照以下文件来展开进化，严禁凭感觉行事： 执行状态机与四步巡航协议 - How to run a tick (Step 1 to Step 4). 约束红线与分级自主权 - What is NOT allowed (Anti-Pseudo Constraint). 质量自检 Checklist - Validation for the experimental design and solidification. 模板与文件规范 - Data storage paths, YAML format, markdown templates.
Category context
Agent frameworks, memory systems, reasoning layers, and model-native orchestration.
Source: Tencent SkillHub
Largest current source with strong distribution and engagement signals.
Package contents
Included in package
6 Docs
- SKILL.md
- assets/evolution-report-template.md
- README.md
- references/constraints-and-rules.md
- references/execution-protocol.md
- references/quality-checklist.md