Fix Root Causes
SkillAI & modelsApply when debugging. Trace each symptom to its root cause and fix it there; reproduce first, ask why until you reach it, resist nil-check guards that silence crashes.
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Then ask your AI: use the Fix Root Causes skill
What this skill tells your AI
The instructions your AI receives, as published by michael-denyer/pstack-claude in plugins/pstack/skills/principle-fix-root-causes/SKILL.md and read by ahel’s review.
When debugging, do not fix symptoms. Trace every problem to its root cause and fix it there.
Why: Symptom fixes accumulate. Each workaround makes the system harder to reason about, and the real bug remains. Root-cause fixes are slower upfront but reduce total debugging time.
Pattern:
- Reproduce first
- Ask "why" until you hit the root cause
- Do not add guards (adding a nil check to silence a crash is a symptom fix)
- If a workaround needs a paragraph-long comment to justify it, the code is wrong (fix the code, not the comment)
- Check for the pattern, not just the instance (grep for the same pattern, fix all instances)
- When stuck, instrument. Don't guess (add logging, read the actual error)
Restart bugs: suspect state before code
When something "fails after restart," suspect stale persistent state first: config files, caches, lock files, serialized state. If clearing a state file restores behavior, prioritize state validation as the fix.
Signals
- GitHub stars
- 341
- Forks
- 41
- Last commit
- Sep 2026
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principle-fix-root-causes-michael-denyer- Source
- github.com/michael-denyer/pstack-claude