investigate

A phase-based debugging workflow structures complex issue reproduction by guiding you through four interrogation phases, ensuring systematic root-cause isolation across multi-system interactions without leaping to conclusions.

Prior fixes often fail because they target symptoms rather than root causes; enforcing phase-based questioning and null-hypothesis checks during issue reproduction prevents guesswork and verifies true root-cause resolution.

The best way to structure debugging diagnostics is using a phase-guided workflow that emphasizes repro-focused analysis, testable hypotheses, and explicit facts versus interpretations to safely isolate hidden causes.

Yes, you can use a Socratic questioning approach to diagnose multi-system interactions by applying targeted diagnostics that surface hidden causes and enforce structured, phase-based interrogation across ambiguous debugging scenarios.

You should avoid phase-based debugging workflows for simple, isolated bugs with obvious causes and straightforward reproduction, as the structured Socratic interrogation and staged hypothesis generation are designed for complex, ambiguous diagnostics.