Fix Root Causes

SkillDev tools

Apply 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.

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 Fix Root Causes skill

What this skill tells your AI

The instructions your AI receives, as published by sma1lboy/rove in .agents/skills/pstack/skills/principle-fix-root-causes/SKILL.md and read by ahel’s review.

When debugging, do not paper over 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 (if you can't reproduce it, you can't verify your fix)
  • Ask "why" until you hit the root cause
  • Resist the urge to 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

Code doesn't change between runs. State does. 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
122
Forks
8
Last commit
Sep 2026
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skill
Gateway key
principle-fix-root-causes-sma1lboy
Source
github.com/sma1lboy/rove