continuous-learning-v2

You can automate learning your coding patterns by enabling observation hooks in your Claude Code settings, which allows the system to monitor tool usage and prompts to identify recurring workflows and user corrections.

Code instincts are atomic behaviors generated from observed user activity, each receiving a confidence score based on repetition and pattern detection, which determines their reliability before evolving into reusable skills.

Repeated command sequences are automatically detected by observation hooks, clustered into atomic instincts with confidence scores, and then evolved into new commands, specialized agents, or skills for future use.

Yes, you need to enable observation hooks in your Claude Code settings to begin the automatic learning process, as the system relies on these hooks to detect user corrections and repeated workflows.

The best way to evolve observed patterns is to let the instinct system cluster your recurring workflows over multiple sessions, building confidence scores that trigger the automatic generation of specialized agents.

Learned coding instincts are stored in personal and inherited instinct directories, allowing you to maintain your own learned behaviors while also accessing instincts inherited from other contexts.