continuous-learning-v2

Convert Claude Code session interactions into reusable atomic instincts.

Updated Mar 25, 2026
One-click install
npx skills add https://github.com/SOLEROM/cldlab --skill continuous-learning-v2-solerom
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: continuous-learning-v2
Source: https://github.com/SOLEROM/cldlab/tree/main/ecc/ref_claude/skills/continuous-learning-v2
Command: npx skills add https://github.com/SOLEROM/cldlab --skill continuous-learning-v2-solerom

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This system automatically captures patterns from Claude Code sessions and converts them into atomic instincts that can evolve into skills, commands, or agents for reusable knowledge.

Core Features & Use Cases

  • Atomic instincts: small, confidence-weighted patterns derived from observed sessions.
  • Project-scoped learning: instincts stay within a project to prevent cross-project contamination, with universal global instincts available when appropriate.
  • Export, evolve, and promote: evolve instincts into skills, commands, or agents and promote project instincts to global scope when warranted.

Quick Start

Enable observation hooks and run the instinct CLI to start evolving instincts into skills.

Frequently Asked Questions about continuous-learning-v2

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

FAQPage Schema
How do I capture code patterns from Claude Code sessions automatically?

You can capture code patterns by enabling observation hooks within your Claude Code sessions. The system automatically converts these observed interactions into confidence-weighted atomic instincts for reuse.

What is project-scoped learning for AI coding assistants?

Project-scoped learning keeps captured instincts confined to a specific project to prevent cross-project contamination. It maintains universal global patterns separately while allowing promotion of project instincts to global scope when appropriate.

How do I evolve observed code patterns into reusable skills and commands?

You can evolve observed code patterns into reusable skills and commands by running the instinct CLI. This tool processes your captured atomic instincts and helps transform them into structured skills, commands, or agents.

Can I export and import learned instincts across different development projects?

Yes, you can export and import learned atomic instincts across different development projects. This functionality allows you to transfer reusable knowledge while maintaining separation between project-scoped and global patterns.

How do you prevent cross-project contamination when learning code patterns?

Cross-project contamination is prevented by restricting captured instincts to a project-scoped environment by default. Universal global patterns are maintained separately, and project instincts are only promoted to global scope when explicitly warranted.

Do I need any external dependencies to start evolving code instincts into skills?

No external dependencies are required to start evolving code instincts into skills. You simply need to enable observation hooks and run the provided scripts to begin converting session interactions into reusable knowledge.