improvement-loop

Improve the .claude/ pipeline after resolving the issue at hand — never during. When a skill, agent, hook, or script produces bad output, work through to the correct solution first, then update the pipeline with what you learned.

Core principle: Fix first, understand fully, improve last. Premature edits encode partial understanding.

If ANY check fails, stop. Return to the issue. Do not start improvement work.

在解決錯誤、失敗的任務或意外的代理行為後使用，以提高導致問題的管道技能、代理、掛鉤或腳本。當發現重複出現的模式或效率低時，也可以主動提出改善建議。 來源：aaddrick/claude-desktop-debian。