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    Dwsy

    evolution

    Dwsy/evolution
    AI & ML
    3

    About

    SKILL.md

    Install

    Install via Skills CLI

    or add to your agent
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    ├─
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    About

    Self-improving skill system for Pi Agent development...

    SKILL.md

    Evolution Skill

    This skill enables Pi Agent to self-improve continuously during development by capturing learnings, correcting errors, and validating skills.

    Quick Navigation

    Topic Description
    Hooks Integration Auto-trigger evolution with Pi Agent hooks
    When to Evolve Triggers and classification
    Evolution Process Step-by-step guide
    Self-Correction Auto-fix skill errors
    Self-Validation Verify skill accuracy
    Workhub Integration Issue/PR management

    Hooks Integration

    Evolution uses Pi Agent's hooks system to automatically detect opportunities for improvement.

    Hook Installation

    Create or edit ~/.pi/hooks/evolution.ts:

    import type { HookAPI } from "@mariozechner/pi-coding-agent/hooks";
    
    export default function (api: HookAPI) {
      // Monitor tool results for error detection
      api.on("tool_result", async (event, ctx) => {
        if (event.tool === "bash") {
          await detectErrorPatterns(event, ctx);
        }
      });
    
      // Monitor session end for learning capture
      api.on("session", async (event, ctx) => {
        if (event.reason === "shutdown") {
          await promptLearningCapture(ctx);
        }
      });
    
      // Monitor context for new patterns
      api.on("context", async (event, ctx) => {
        await detectNewPatterns(event, ctx);
      });
    }
    

    What Hooks Do

    Hook Event Trigger Action
    tool_result After bash command Detect compilation errors, suggest fixes
    session (shutdown) Session ends Prompt to capture learnings
    context Context transformation Analyze for new patterns

    When to Evolve

    Trigger skill evolution when any of these occur during development:

    Trigger Target Skill Priority
    New coding pattern discovered Relevant skill High
    Error/debug solution found troubleshooting skill High
    API usage pattern learned core/reference skill High
    Build/packaging issue resolved deployment skill Medium
    Project structure insight getting-started skill Low
    Core concept clarified core skill Low

    Evolution Process

    Step 1: Identify Knowledge Worth Capturing

    Ask yourself:

    • Is this a reusable pattern? (not project-specific)
    • Did it take significant effort to figure out?
    • Would it help other developers using Pi Agent?
    • Is it not already documented in existing skills?

    Step 2: Classify the Knowledge

    Coding Pattern           → relevant skill (e.g., typescript, patterns)
    Error/Debug Solution     → troubleshooting skill
    API Usage Pattern        → core/reference skill
    Build/Deploy Issue       → deployment skill
    Project Structure        → getting-started skill
    Core Concept/API         → core skill
    

    Step 3: Use Workhub to Create Issue

    # From project root directory
    cd /path/to/project
    bun ~/.pi/agent/skills/workhub/lib.ts create issue "evolution: add new pattern" [category]
    

    Step 4: Format the Contribution

    For Patterns:

    ## Pattern N: [Pattern Name]
    
    Brief description of what this pattern solves.
    
    ### Implementation
    \`\`\`typescript
    // TypeScript code
    \`\`\`
    
    ### Usage
    \`\`\`typescript
    // Example usage
    \`\`\`
    

    For Troubleshooting:

    ### [Error Type/Message]
    
    **Symptom**: What the developer sees
    
    **Cause**: Why this happens
    
    **Solution**:
    \`\`\`typescript
    // Fixed code
    \`\`\`
    

    Step 5: Mark Evolution

    Add an evolution marker above new content:

    <!-- Evolution: YYYY-MM-DD | source: project-name | author: @user -->
    

    Step 6: Submit via Workhub PR

    # Create PR for your contribution
    bun ~/.pi/agent/skills/workhub/lib.ts create pr "evolution: add new pattern" [category]
    

    Self-Correction

    When skill content causes errors, automatically correct it.

    Trigger Conditions

    User follows skill advice → Code fails to compile/run
                          ↓
                     Detect error
                          ↓
             Suggest correction to user
                          ↓
             Create workhub issue with fix
    

    Correction Flow

    1. Detect - Skill advice led to an error
    2. Verify - Confirm the skill content is wrong
    3. Suggest - Propose fix to user
    4. Create Issue - Document in workhub

    Correction Marker Format

    <!-- Correction: YYYY-MM-DD | was: [old advice] | reason: [why it was wrong] -->
    

    Self-Validation

    Periodically verify skill content is still accurate.

    Validation Checklist

    ## Validation Report
    
    ### Code Examples
    - [ ] All TypeScript code compiles
    - [ ] All patterns work as documented
    - [ ] All examples are up-to-date
    
    ### API Accuracy
    - [ ] API references are correct
    - [ ] Method signatures are accurate
    - [ ] Dependencies are current
    
    ### Documentation
    - [ ] Instructions are clear
    - [ ] Examples are complete
    - [ ] Links are valid
    

    Validation Prompt

    "Please validate skills against current Pi Agent version and dependencies"


    Workhub Integration

    Evolution skill extends workhub for documentation management.

    Creating Evolution Issues

    # From project root
    bun ~/.pi/agent/skills/workhub/lib.ts create issue "evolution: [description]" "evolution"
    

    Issue Template

    # Evolution: [Title]
    
    ## Type
    - [ ] New pattern
    - [ ] Error fix
    - [ ] API update
    - [ ] Documentation improvement
    
    ## Source
    - Project: [project-name]
    - File: [file-path]
    - Context: [brief description]
    
    ## Content
    [Detailed content to add]
    
    ## Target Skill
    [Which skill should this be added to?]
    
    ## Validation
    - [ ] Code tested
    - [ ] Documentation updated
    - [ ] Examples verified
    

    Creating Evolution PRs

    # From project root
    bun ~/.pi/agent/skills/workhub/lib.ts create pr "evolution: [description]" "evolution"
    

    PR Template

    # Evolution: [Title]
    
    ## Related Issue
    #issue-number
    
    ## Changes
    - [ ] Added new content
    - [ ] Updated existing content
    - [ ] Fixed errors
    - [ ] Updated examples
    
    ## Files Changed
    - [file1.md]
    - [file2.md]
    
    ## Testing
    - [ ] Tested locally
    - [ ] Verified accuracy
    - [ ] Checked for side effects
    

    Auto-Evolution Prompts

    Use these prompts to trigger self-evolution:

    After Solving a Problem

    "This solution should be added to skills for future reference. Use workhub to create an evolution issue."

    After Creating a Pattern

    "This pattern is reusable. Let me create an evolution issue to document it."

    After Debugging

    "This error and its fix should be documented. Create an evolution issue in workhub."

    After Completing a Feature

    "Review what I learned and create evolution issues if applicable."


    Quality Guidelines

    DO Add

    • Generic, reusable patterns
    • Common errors with clear solutions
    • Well-tested code examples
    • Platform-specific gotchas
    • Performance optimizations
    • TypeScript/JavaScript best practices

    DON'T Add

    • Project-specific code
    • Unverified solutions
    • Duplicate content
    • Incomplete examples
    • Personal preferences without rationale

    Continuous Improvement Checklist

    After each development session, consider:

    • Did I discover a new coding pattern?
    • Did I solve a tricky error?
    • Did I find a better way to structure code?
    • Did I learn something about TypeScript/JavaScript?
    • Did I encounter and fix a confusing issue?
    • Would any of this help other developers?

    If yes to any, use workhub to create an evolution issue!


    References

    • Workhub Skill
    • Pi Agent Hooks
    • Pi Agent Skills
    Recommended Servers
    Thoughtbox
    Thoughtbox
    Browser tool
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    Nimble MCP Server
    Nimble MCP Server
    Repository
    dwsy/agent
    Files