learn-eval

To evaluate extracted patterns, apply a quality gate to flag dubious or redundant insights before storage. This ensures only reusable patterns pass validation and proceed to the save-location routing phase.

Deciding if a learned skill should be global or project-specific depends on future reuse. Route patterns to Global (~/.claude/skills/learned/) for cross-project reuse, or to the current Project (.claude/skills/learned/) for localized scope.

To save reusable patterns with origin metadata, the skill file writer stores the final pattern alongside a concise description. This happens automatically after the quality gate validates the pattern and determines its scope.

Yes, you can apply a quality gate to flag non-redundant insights from a learn session. The evaluation mechanism filters out dubious patterns, ensuring only structured, reusable templates are kept for future use.

You should not save extracted patterns to the global skills directory when they lack cross-project reuse potential. Instead, route project-specific insights to the current project's local .claude/skills/learned/ directory.