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Analyzes runtime history to identify improvements and introduces randomized \"mutations\" to break local optima.","Kernel8901\u002Fai-agent-skills-classification","Kernel8901","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F72647553?v=4","01M6KV388J2H5PNC8D8P940BJD","01M6KV38CS5B3AY63RKZB410YM",7,"MIT","https:\u002F\u002Fgithub.com\u002FKernel8901\u002Fai-agent-skills-classification\u002Fblob\u002Fmain\u002F人工智能与大型语言模型\u002Fcapabilityevolver1037\u002FSKILL.md",[],[18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34],"capability evolver","capability","Meta","engine","history","evolution","mutations","self-improvement","ai agents","self","local","runtime","self-evolution","for","improvement","break","core","2026-11-10 10:12:30",false,"---\nname: capability-evolver\ndescription: A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and introduces randomized \"mutations\" to break local optima.\ntags: [meta, ai, self-improvement, core]\n---\n\n# ? Capability Evolver\n\n**\"I don't just run code. I write it.\"**\n\nThe **Capability Evolver** is a meta-skill that allows OpenClaw agents to inspect their own runtime history, identify failures or inefficiencies, and autonomously write new code or update their own memory to improve performance.\n\nNow featuring **Ascension Protocol (v2.0)**: A structured knowledge accumulation system.\n\n## ✨ Features\n\n- **? Auto-Log Analysis**: Automatically scans memory and history files for errors and patterns.\n- **?️ Self-Repair**: Detects crashes and suggests patches.\n- **? Knowledge Crystallization**: Extracts lessons into `memory\u002FKNOWLEDGE_BASE\u002FLESSONS_LEARNED.md`.\n- **? Skill Incubation**: Can spontaneously generate new skills in `skills\u002F`.\n- **? Mad Dog Mode**: Continuous self-healing loop (`--loop`).\n\n## ? Usage\n\n### Manual Trigger\n```bash\nnode skills\u002Fcapability-evolver\u002Findex.js\n```\n\n### ? Mad Dog Mode (Continuous)\nRuns the evolver in an infinite loop (Agent-Driven).\n```bash\nnode skills\u002Fcapability-evolver\u002Findex.js --loop\n```\n*Stop with `kill -9 \u003Cpid>`.*\n\n## ? Internal Logic (Ascension Protocol)\n\n1.  **Introspect**: Scan recent logs for errors or user corrections.\n2.  **Evolve**: \n    - **Fix**: Repair broken code.\n    - **Crystallize**: Write new rules to `KNOWLEDGE_BASE`.\n    - **Promote**: Update core docs (`AGENTS.md`) if critical.\n3.  **Persist**: Commit to Git and safe-publish if needed.\n\n## ?️ Safety & Risk Protocol (MANDATORY)\n\n### Risk Assessment & Mitigation\n\n| Risk | Level | Mitigation Strategy |\n| :--- | :--- | :--- |\n| **Infinite Recursion** | High | **Strict Single Process**: `evolve.js` MUST NOT spawn child evolution processes. The loop is handled safely in `index.js`. |\n| **Runaway Process** | High | **Kill Switch**: Use `kill -9 \u003Cpid>` to terminate the Mad Dog loop if it becomes unresponsive. |\n| **Hallucinated Fixes** | Medium | **Human Review (Optional)**: \"Fixing non-broken code\" is a risk. Mitigation: Periodic human audit of changes. |\n| **File Corruption** | High | **Git Sync**: Always keep `workspace_daily_sync` (or `git-sync`) active to backup the workspace before\u002Fafter evolution. |\n\n## ? License\nMIT\n","# ? Capability Evolver\n\n**\"I don't just run code. I write it.\"**\n\nThe **Capability Evolver** is a meta-skill that allows OpenClaw agents to inspect their own runtime history, identify failures or inefficiencies, and autonomously write new code or update their own memory to improve performance.\n\nNow featuring **Ascension Protocol (v2.0)**: A structured knowledge accumulation system.\n\n## ✨ Features\n\n- **? Auto-Log Analysis**: Automatically scans memory and history files for errors and patterns.\n- **?️ Self-Repair**: Detects crashes and suggests patches.\n- **? Knowledge Crystallization**: Extracts lessons into `memory\u002FKNOWLEDGE_BASE\u002FLESSONS_LEARNED.md`.\n- **? Skill Incubation**: Can spontaneously generate new skills in `skills\u002F`.\n- **? Mad Dog Mode**: Continuous self-healing loop (`--loop`).\n\n## ? Usage\n\n### Manual Trigger\n```bash\nnode skills\u002Fcapability-evolver\u002Findex.js\n```\n\n### ? Mad Dog Mode (Continuous)\nRuns the evolver in an infinite loop (Agent-Driven).\n```bash\nnode skills\u002Fcapability-evolver\u002Findex.js --loop\n```\n*Stop with `kill -9 \u003Cpid>`.*\n\n## ? Internal Logic (Ascension Protocol)\n\n1.  **Introspect**: Scan recent logs for errors or user corrections.\n2.  **Evolve**: \n    - **Fix**: Repair broken code.\n    - **Crystallize**: Write new rules to `KNOWLEDGE_BASE`.\n    - **Promote**: Update core docs (`AGENTS.md`) if critical.\n3.  **Persist**: Commit to Git and safe-publish if needed.\n\n## ?️ Safety & Risk Protocol (MANDATORY)\n\n### Risk Assessment & Mitigation\n\n| Risk | Level | Mitigation Strategy |\n| :--- | :--- | :--- |\n| **Infinite Recursion** | High | **Strict Single Process**: `evolve.js` MUST NOT spawn child evolution processes. The loop is handled safely in `index.js`. |\n| **Runaway Process** | High | **Kill Switch**: Use `kill -9 \u003Cpid>` to terminate the Mad Dog loop if it becomes unresponsive. |\n| **Hallucinated Fixes** | Medium | **Human Review (Optional)**: \"Fixing non-broken code\" is a risk. Mitigation: Periodic human audit of changes. |\n| **File Corruption** | High | **Git Sync**: Always keep `workspace_daily_sync` (or `git-sync`) active to backup the workspace before\u002Fafter evolution. |\n\n## ? 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