Catch the accessibility failures that ship in almost every AI-built UI. Use after building any interactive component.
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Archive228/loopkit7552026年7月15日 更新
免费在 GitHub 公开
subagent-fanout
Parallelize independent sub-jobs across fresh-context subagents instead of one bloated context. Use when a goal branches into many independent pieces.
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查看安装方法包含的文件（1）
- SKILL.md921 B
SKILL.md（原文）
安装前可以查看交给 AI 代理的指令内容。
Subagent Fan-out
One context loaded with ten jobs' worth of material is the exact shape that triggers context rot. Ten small contexts don't.
- Spawn one subagent per independent unit (one file, one source, one check). Each gets a fresh context window.
- An orchestrator synthesizes their results — it never does the per-unit work itself.
- Give each worker a tight role and only the input it needs.
- Use ONLY when the pieces are genuinely independent. Sequential dependencies stay in one chain. Fan-out for breadth (research, multi-file edits, multi-source verification). Keep it serial when step N needs step N-1's output.
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同一仓库的技能
Before compaction Loopkit extracts decisions into claude-decisions.json (machine-readable). Read it alongside claude-progress.txt at session start — prose is for humans, JSON is for the loop.
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Archive228/loopkit7552026年7月15日 更新
Review a diff against the goal spec assuming the code is BROKEN. The reviewer that lives in the maker's head always agrees with itself — this pulls review into a hostile, separate pass. Invoke after every code change before marking work done.
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Archive228/loopkit7552026年7月15日 更新
Verify that an endpoint checks ownership, not just authentication. Use on any handler that reads or mutates user data.
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Archive228/loopkit7552026年7月15日 更新
Find the exact commit that introduced a bug. Use when something worked before and broke, and you don't know which change did it.
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Archive228/loopkit7552026年7月15日 更新
Before picking new work, smoke-test the last "completed" feature. If it's broken, revert and re-open it before touching anything else. Kills the "looks shipped, isn't shipped" bug across sessions.
中文简介正在准备中。当前显示原文说明。
Archive228/loopkit7552026年7月15日 更新