continuous-learning

You can automatically extract reusable patterns from Claude Code sessions by configuring a Stop hook to run an analysis script at the end of each session, identifying recurring coding insights and saving them as learned skills.

A Stop hook in Claude Code for continuous learning is a trigger that executes a session analysis script when a coding session ends, automatically evaluating the complete session log to catalogue actionable debugging techniques and workarounds.

You configure automatic learned skills extraction by setting up a Stop hook to execute the session evaluation script, and adjusting settings like minimum session length, extraction threshold, and patterns to detect in a config.json file.

Extracted coding patterns are saved as reusable skill snippets under the ~/.claude/skills/learned/ directory, allowing developers to easily access and apply these learned insights in future projects.

Yes, you can filter which coding patterns are detected and ignored by defining specific criteria in the config.json file using the patterns_to_detect and ignore_patterns fields to control the extraction behavior.

Continuous learning can be configured to ignore short Claude Code work sessions by adjusting the min_session_length parameter in config.json, ensuring only substantial sessions with meaningful patterns are evaluated.