continuous-learning-v2

To turn Claude Code sessions into reusable knowledge, this skill uses observation hooks to capture prompts and tool usage, forming atomic instincts with confidence scores that evolve into deployable skills, commands, and agents.

PreToolUse and PostToolUse hooks capture coding observations by executing observe.sh scripts configured in ~/.claude/settings.json, logging session events into an observations.jsonl file for background analysis by an observer agent.

Confidence-weighted evolution for coding instincts is a process that assigns and adjusts confidence scores to atomic observations, clustering them into scalable artifacts like skills, commands, and agents as their reliability increases.

To initialize the homunculus environment for continuous learning, create the required directory structure under ~/.claude/homunculus for personal and inherited instincts, evolved agents, and an empty observations.jsonl file, then start the observer script.

Yes, you can share learned instincts across different development environments using the built-in export and import functionality, allowing transfer of atomic observations and evolved coding patterns between separate setups.