ce-debug

To find a root cause systematically, trace the full causal chain through a structured workflow of triage, investigation, and confirmation. This enforces causal chain validation and prevents symptom patching by verifying predictions for uncertain links before implementing fixes.

The best way to debug a confusing failing test stack trace is to follow a structured four-phase investigation workflow. This process safely reproduces the issue, investigates the causal chain, and implements a verified, test-first fix to eliminate guesswork.

Yes, a structured debugging workflow resolves recurring production bugs by validating the full causal chain and optionally rethinking architectural root causes. This prevents the recurring issue from reappearing after multiple partial fixes.

Yes, this debugging process works directly with issue tracker tickets from GitHub, Linear, and Jira. It handles universal bug coverage scenarios by applying structured triage and investigation to the reported issues.

Test-first fix implementation is required when resolving software bugs to verify that the fix actually addresses the confirmed root cause. This practice ensures the fix is lasting and prevents shotgun debugging and wasted development effort.

You should consider an architectural design rethink during root cause analysis when the confirmed causal chain points to an architectural root cause. This optional step prevents symptom patching by addressing foundational design flaws rather than isolated code issues.