continuous-learning-v2

You can track Claude Code sessions by enabling observation hooks that capture tool usage events, which the system then analyzes to generate atomic instincts and evolve them into reusable skills, commands, and agents.

Atomic instincts are captured patterns from repeated tool usage and prompts, assigned confidence scores to evaluate their reliability before evolving into higher-level reusable artifacts like commands and agents.

The system clusters atomic instincts through an evolution pipeline that groups repeated tool usage patterns into reusable commands, agents, and skills, assigning confidence scores based on session activity.

No external dependencies are required. The system operates local-first, using hooks-based observation to capture session data and tool usage events directly within your environment to identify patterns.

Yes, the system includes export capabilities that allow you to share and reuse evolved artifacts, skills, and commands generated from clustered instincts across different environments.

Initialize homunculus directories during the quick start phase after enabling observation hooks, which sets up the local-first environment needed to observe, evolve, and export session patterns.