aqua-123/pstack-for-codex/principle-fix-root-causes

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)
• 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)
• If the deciding fact took a deep dig to find, propose the cheap, always-on signal that would have shown it at first look

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.