systematic-debugging — 根因诊断

SkillAI & models

Use when EZ_math_model coder or packaging fails repeatedly with the same error and needs root-cause analysis instead of another blind retry.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the systematic-debugging — 根因诊断 skill

What this skill tells your AI

The instructions your AI receives, as published by woodfishhhh/ez_math_model in skills/ez-math-model/tools/systematic-debugging/SKILL.md and read by ahel’s review.

何时使用

  • coder 单脚本 L1 重试 2 次仍失败。
  • 同一异常类型连续出现。
  • packaging 转换失败且普通修复无效。
  • 需要验证假设而不是继续“再试一次”。

调用方式

优先加载宿主 systematic-debugging skill。输入:

  • 失败代码。
  • 完整 traceback。
  • modeling_plan.md 对应章节。
  • 附件数据预览。
  • 已尝试修复记录。

要求输出:

  • 5-10 条可能根因。
  • 每条根因对应的验证步骤。
  • 按概率排序的修复建议。

Signals

GitHub stars
41
Forks
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Last commit
Jul 2026
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skill
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systematic-debugging-woodfishhhh
Source
github.com/woodfishhhh/ez_math_model