continuous-learning-v2

You can automatically extract reusable coding patterns by enabling PreToolUse and PostToolUse observation hooks in Claude Code settings, which capture tool use events to detect user corrections and repeated workflows without manual logging.

Continuous learning for developer workflows is an automated system that uses deterministic hook observation and a background Haiku agent to capture coding preferences, storing them as atomic instincts with confidence weights for reuse across projects.

You prevent cross-project contamination by using project-scoped isolation, which stores instincts per project using git remote hashes, while automatically promoting universal patterns to global scope when applicable.

Yes, you need to enable PreToolUse and PostToolUse observation hooks in your Claude Code settings to automatically capture session patterns and generate project-scoped instincts as you work.

Related coding instincts evolve into full skills, commands, or specialized agents through the evolve command, which clusters learned behaviors based on observation frequency and user feedback.

The best way to save error resolutions is using automated hook observation, which captures error resolutions during development sessions and stores them as atomic instincts with confidence weights between 0.3 and 0.9.