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recursive-learning

Detect error patterns and generate new skills to prevent recurring mistakes.

Updated Aug 23, 2026
Search Tags:#skill generation#self-improvement#efficiency#AI optimization#error prevention#meta-learning#recursive learning
One-click install
npx skills add https://github.com/CodeTonight-SA/claude-optim --skill recursive-learning
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: recursive-learning
Source: https://github.com/CodeTonight-SA/claude-optim/tree/main/skills/recursive-learning
Command: npx skills add https://github.com/CodeTonight-SA/claude-optim --skill recursive-learning

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

AI systems can make repetitive mistakes if they don't have a mechanism to learn from their errors and improve their own learning process. This meta-skill enables true self-improvement by transforming error patterns into preventative skills and optimizing the skill generation process itself.

Core Features & Use Cases

  • Error Pattern Detection: Observes and categorizes mistakes, logging them for analysis.
  • Automated Skill Generation: Creates new skills to prevent recurring errors, based on detected patterns.
  • Meta-Learning Loop: Analyzes skill effectiveness to improve detection algorithms, thresholds, and templates, making future skill generation more efficient.
  • Use Case: The AI detects it's making a specific type of Markdown error repeatedly. This skill would then generate markdown-expert and later refine how it detects and fixes such patterns.

Quick Start

"Analyze my recent performance and suggest improvements to my learning process." "Trigger a meta-optimization cycle to enhance skill generation."