continuous-learning-v2

You capture Claude Code sessions by enabling PreToolUse and PostToolUse hooks that observe prompts and tool usage. The observation hooks feed a background agent that detects patterns and extracts atomic instincts into a local homunculus directory.

Atomic instincts are small learned behaviors extracted from session observations with confidence weighting. They capture reusable knowledge from your coding sessions and evolve into commands, skills, or agents for long-term learning automation.

No, the code learning system stores all data locally under ~/.claude/homunculus. It provides configurable privacy and a self-contained workflow that builds an evolving knowledge base without sending data externally.

You turn extracted instincts into reusable commands or agents through a local evolution workflow. The system provides an evolution path that transforms atomic instincts with confidence scoring into commands, skills, or agents, with export and import capabilities.

No specific dependencies are required to start tracking session observations. You need to enable observation hooks, initialize the local homunculus structure, and provide a YAML frontmatter containing name and description to begin capturing sessions.

Hook-based observation reliably captures prompts and tool usage during live Claude Code sessions. Using PreToolUse and PostToolUse hooks feeds a background agent for pattern detection, ensuring accurate extraction of atomic instincts with confidence scoring.