SLC: Self-Learning Claude

A framework for building self-improving LLM systems through evolving context playbooks.

Installation

Copy the folder to your Claude Code skills directory:

cp -r self-learning-claude ~/.claude/skills/

Usage

Invoke the skill in Claude Code:

/self-learning-claude

Claude will automatically use the SLC workflow:

• Load patterns at task start
• Record success when approaches work
• Record failure when things go wrong

How It Works

Each project directory gets its own .playbook/slc-playbook.json that stores learned patterns. Patterns are categorized as:

Category	Use For
pitfall	Errors, failures, things to avoid
strategy	Approaches that worked well
domain	Project-specific terminology mappings
endpoint	Specific to one API/function
code	Code patterns, commands, workarounds

License

MIT - See LICENSE.md