evolve

Analyze failure patterns and generate concrete proposals for rules or automation.

2|Updated Dec 11, 2025
One-click install
npx skills add https://github.com/LightForgeLabsStudio/AIDE --skill evolve-lightforgelabsstudio
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: evolve
Source: https://github.com/LightForgeLabsStudio/AIDE/tree/main/skills/evolve
Command: npx skills add https://github.com/LightForgeLabsStudio/AIDE --skill evolve-lightforgelabsstudio

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill helps you systematically improve your development process by identifying recurring mistakes and transforming them into actionable rules, documentation, or automated checks.

Core Features & Use Cases

  • Failure Pattern Analysis: Collects details about repeated errors or oversights.
  • Decision Tree Application: Guides the process of determining the best way to address the pattern (automation, project-wide constraint, system-specific guidance, or reference).
  • Concrete Proposal Generation: Outputs a clear, actionable proposal for implementing the improvement.
  • Use Case: If multiple developers repeatedly make the same mistake in PRs, this Skill can analyze the pattern and propose adding a new linting rule or updating documentation to prevent it in the future.

Quick Start

Use the evolve skill to analyze a recurring mistake by describing what happened, how many times it occurred, and providing evidence.

Frequently Asked Questions about evolve

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I convert recurring development mistakes into automated rules?

To convert recurring development mistakes into automated rules, analyze failure patterns and apply a decision tree to generate concrete proposals for linting rules or documentation updates.

What is the best way to analyze repeated errors in pull requests?

Analyzing repeated errors in pull requests involves collecting failure evidence, identifying intervention points, and proposing process improvements like project-wide constraints or automated checks.

How do I apply workflow optimization to prevent recurring code review mistakes?

Apply workflow optimization by examining failure patterns from code review mistakes and using a decision tree to prioritize automation or clear constraints that prevent the errors.

When should I use automation versus documentation for process improvement?

Use automation over documentation for process improvement when a decision tree analysis of repeated mistakes shows that automated checks can enforce constraints more reliably than reference guides.

Does workflow optimization for error handling require understanding specific system criteria?

Yes, workflow optimization for error handling requires understanding specific system evolution decision-making criteria to accurately determine the best intervention points for failure patterns.

Can I generate concrete proposals for system-specific guidance from failure patterns?

You can generate concrete proposals for system-specific guidance by analyzing failure patterns and applying decision tree criteria to output actionable improvements for your development workflow.