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Principle Fix Root Causes

ASecurity

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.

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  • Added May 27, 2026
developmentdebugging

Works with

  • cursor

Security analysis

A100/100

Scanned September 6, 2026

npx -y skills add v1truv1us/ai-eng-system --skill principle-fix-root-causes --agent claude-code

Installs into .claude/skills of the current project.

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SKILL.md
---
name: principle-fix-root-causes
description: 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.
metadata:
  version: 1.0.0
  tags: cursor-import, pstack
---

# Fix Root Causes

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)
- 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.

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