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Makepad Evolution

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Self-improving skill system for Makepad development. Features self-evolution to accumulate knowledge, self-correction to fix errors automatically, and self-validation to verify accuracy.

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Makepad Evolution

Self-improving skill system for Makepad development that learns from your work.

Key Features

  • Self-Evolution: Accumulate knowledge from discoveries
  • Self-Correction: Automatically fix skill errors
  • Self-Validation: Verify skill accuracy against reality
  • Usage Feedback: Track pattern health and effectiveness
  • Version Adaptation: Multi-branch support for different Makepad versions
  • Personalization: Adapt to project-specific style

When to Evolve

Trigger skill evolution when any of these occur:

Trigger Target Skill Priority
New widget pattern discovered makepad-patterns High
Shader technique learned makepad-graphics High
Compilation error solved makepad-reference High
Layout solution found makepad-reference Medium
Build/packaging issue resolved makepad-deployment Medium
New project structure insight makepad-getting-started Low
Core concept clarified makepad-core Low

Evolution Process

1. Capture the Learning

When you discover something new:

User: "I found a better way to handle async state loading"
Assistant: "Let me capture this pattern for makepad-patterns skill..."

[Document the pattern with:]
- Problem it solves
- Code example
- When to use it
- Trade-offs

2. Verify Against Reality

Check if the pattern works:

  • Test in real project
  • Verify it compiles
  • Confirm it solves the problem
  • Check performance impact

3. Integrate into Skill

Update the relevant skill file with:

  • New pattern documentation
  • Code examples
  • Usage guidelines
  • Related patterns

Self-Correction

When a skill contains incorrect information:

  1. Detect - Notice the error during development
  2. Verify - Confirm against official docs or working code
  3. Fix - Update the skill with correct information
  4. Annotate - Mark what was wrong and why

Usage Feedback

Track which patterns are most useful:

Pattern Usage Count Success Rate Last Used
Async Loading 15 100% 2026-01-10
Modal Overlay 8 87.5% 2026-01-09
Theme Switching 3 100% 2026-01-05

Version Adaptation

Support multiple Makepad versions:

// Makepad rik branch (current)
makepad-widgets = { git = "https://github.com/makepad/makepad", branch = "rik" }

// Makepad main branch (stable)
makepad-widgets = { git = "https://github.com/makepad/makepad", branch = "main" }

Skills can include version-specific notes:

  • [rik] - Available only in rik branch
  • [main] - Available in stable main branch
  • [v0.4+] - Available from version 0.4 onwards

Contribution Guidelines

When contributing new patterns:

  1. Test thoroughly - Works in real projects
  2. Document clearly - Problem, solution, trade-offs
  3. Provide examples - Complete, runnable code
  4. Cite sources - Link to reference implementations
  5. Follow structure - Match existing skill format

Quality Checklist

Before adding to skills:

  • Pattern solves a real problem
  • Code example compiles and runs
  • Tested in production-like scenario
  • Documented trade-offs and limitations
  • Follows Makepad best practices
  • Includes links to references

Evolution Metrics

Track skill improvement over time:

  • Coverage: Percentage of Makepad features documented
  • Accuracy: Percentage of patterns that work first try
  • Usefulness: Patterns used in actual development
  • Freshness: Time since last update

Resources

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