claude-meta

🥈Silver

Self-improving AI: Transform CLAUDE.md into a learning system. One prompt makes Claude learn from every mistake. Meta-rules + reflection = continuous improvement.

1010Updated 5d ago

Intermediate30min to implementautomation

Saves ~480 min per use

Quick InstallView Source

git clone https://github.com/aviadr1/claude-meta.git

Works with:

Claude

Overview

About This Skill

Self-improving AI: Transform CLAUDE.md into a learning system. One prompt makes Claude learn from every mistake. Meta-rules + reflection = continuous improvement.

Setup & Installation

Quick Install

No install command available. Check the GitHub repository for manual installation instructions.

Alternative Install (Git Clone)

git clone https://github.com/aviadr1/claude-meta

Requirements

Claude Code or compatible AI agent
Works with: Claude

Quick Start Guide

Install the Skill

Copy the install command above and run it in your terminal.

Open Your AI Agent

Launch Claude Code, Cursor, or your preferred AI coding agent.

Try It Out

Use the prompt template or examples below to test the skill.

Customize

Adapt the skill to your specific use case and workflow.

Usage Examples

Prompt Template

I want to create a self-improving AI system using CLAUDE.md. Here's how it should work: [DESCRIBE WORKFLOW]. Please generate meta-rules for continuous improvement and a reflection process. Also, provide a template for documenting mistakes and learning from them. The system should be tailored to [INDUSTRY] and [COMPANY] needs.

Example Output

# Self-Improving AI System for [COMPANY] in [INDUSTRY]

## Meta-Rules for Continuous Improvement
- **Rule 1**: After each interaction, analyze the output for potential improvements.
- **Rule 2**: Document all mistakes and lessons learned in CLAUDE.md.
- **Rule 3**: Review and update the knowledge base weekly.
- **Rule 4**: Incorporate user feedback into the learning process.

## Reflection Process
1. **Identify Mistakes**: List all errors or suboptimal responses.
2. **Analyze Causes**: Determine why the mistake occurred.
3. **Develop Solutions**: Create strategies to prevent recurrence.
4. **Implement Changes**: Update the knowledge base and response templates.
5. **Monitor Progress**: Track improvements over time.

## Mistake Documentation Template
```markdown
### Mistake: [DESCRIBE MISTAKE]
- **Date**: [DATE]
- **Context**: [DESCRIBE CONTEXT]
- **Root Cause**: [ANALYZE CAUSE]
- **Solution**: [DESCRIBE SOLUTION]
- **Prevention**: [STRATEGIES TO PREVENT]
```