Bugfix

Intelligently diagnose and fix bugs through a systematic, evidence-based approach that prioritizes understanding over guessing.

When to Use

• Production bug reports where root cause is unclear
• Intermittent failures that are hard to reproduce
• Complex multi-layer bugs spanning database, service, API, and UI
• Any bug where initial fix attempts have failed
• Situations requiring careful diagnosis before action

Workflow Overview