continuous-learning-v2

You can turn Claude Code sessions into reusable knowledge by using observer hooks to capture actionable patterns, which are then extracted as atomic instincts with confidence scores and scope awareness for future application.

Atomic instincts are actionable coding patterns extracted from tool usage observations, scored by confidence levels and tagged with project or global scope to determine how they evolve into skills, commands, or agents.

To extract coding patterns automatically, activate the observation hooks to monitor tool usage during sessions, which feeds observations through the instinct pipeline to build a library of reusable patterns.

Yes, the system applies instincts within per-project contexts and also across global patterns, allowing you to reuse evolved skills and commands across different projects in your environment.

Yes, capturing instincts requires access to project directories under the ~/.claude/homunculus path and the observer hooks that feed observations through the instinct pipeline for extraction.

The best way to evolve coding instincts is to let the system accumulate confidence scores from observations, then export the matured patterns as new skills, commands, or agents for reuse across your workflow.