evolution

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

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Install skill "evolution" with this command: npx skills add dwsy/agent/dwsy-agent-evolution

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

  • Detect - Skill advice led to an error

  • Verify - Confirm the skill content is wrong

  • Suggest - Propose fix to user

  • 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

Source Transparency

This detail page is rendered from real SKILL.md content. Trust labels are metadata-based hints, not a safety guarantee.

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