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systematic-debugging

Use for ANY bug, test failure, crash, or unexpected behavior. Forces reproduce-then-isolate before proposing a fix. Stops the agent from guessing.

来源信息

仓库
Archive228/loopkit
最近来源活动
2026年6月29日 21:52
检测到的 SKILL.md 语言
英语
星标
757
Forks
124

安装方式

默认使用会先检查来源的 Prompt;你也可以切换为直接命令,或下载本地副本。

检查来源文件

决定是否安装前,请先阅读 SKILL.md,以及 SkillsMP 当前展示的配套文件。

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SKILL.md
来源说明 · 只读预览
name
systematic-debugging
description
Use for ANY bug, test failure, crash, or unexpected behavior. Forces reproduce-then-isolate before proposing a fix. Stops the agent from guessing.
when_to_use
a test fails, a crash, wrong output, "it worked yesterday", a flaky failure
# Systematic Debugging The single most expensive agent failure: seeing an error and immediately generating a "fix" based on the error type, without reading what actually happened. Don't. ## The loop 1. **Read the whole error.** The entire message and stack trace. A TypeError can mean a hundred different things — the trace tells you which one. Quote the exact line that throws. 2. **Reproduce it first.** If you can't reproduce it, you can't verify a fix. Write the smallest input that triggers it. "I think this fixes it" is gambling, not debugging. 3. **Form one hypothesis, name it.** "I think the value is null because the upstream call returns 204 with no body." State it before you touch anything. 4. **Change one thing. Test. Repeat.** If you change three things and it works, you don't know which one fixed it — and the other two may have added new bugs. 5. **Fix the root cause, not the symptom.** A null check that hides a null is not a fix. Find why it's null. The underlying bug will resurface differently if you only patch the crash. ## Stop conditions - If 3 hypotheses fail, STOP and report: what you tried, what you saw, what you suspect. "I've tried X and Y, here's the output, I think it's Z but I'm not sure" beats 20 silent random attempts. - Never add a workaround you don't understand. ## Output End with: the root cause (one sentence), the minimal fix, and the test that now proves it.
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