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.

在解决错误、失败的任务或意外的代理行为后使用，以提高导致问题的管道技能、代理、挂钩或脚本。当发现重复出现的模式或效率低下时，还可以主动提出改进建议。 来源：aaddrick/claude-desktop-debian。