Coach a user who wants to learn or onboard to an unfamiliar codebase, framework, library, SDK, or technical workflow. Ground the guidance in real artifacts, use prediction and small experiments, and verify both behavior and understanding. Use for explicit…
撰写技术笔记/文档时的结构化纲领。当做学习记录、整理技术文档、记录知识时使用此技能。
Use when adding, auditing, pruning, archiving, restoring, or reviewing Agent Notes; checks every new note for superseded active records, classifies implemented notes by future decision value, deletes rejected notes that no longer prevent a tempting fallacy,…
Always use browser-harness for any web interaction: automation, scraping, testing, or site/app work.
Use when reviewing a pull request — orients the reviewer to the codebase's standards (AGENTS.md conventions, defensive patterns, decision records, quality gates) and the review-specific checks that code alone can't show
Use when simplifying a codebase to find non-obvious simplification candidates, write proposed Agent Notes or inline TODO/FIXME/XXX notes, audit or coalesce superseded Agent Notes, or fold worthwhile simplification ideas from another PR; especially for dead,…
Use before pushing, force-pushing, marking ready for review, or claiming checks pass on a branch, and immediately after gh stack sync publishes rewritten branches, to select the smallest tests and checks that cover the outgoing or just-published diff without…
Use when writing, reviewing, restoring, trimming, or auditing prose — including deciding where documentation or comments are required across Markdown, JSDoc, code and test comments, prompts, descriptions, diagnostics, and CLI or UI strings.