gstack-openclaw-investigate

To stop recurring bugs, root cause debugging enforces mandatory investigation of underlying issues before applying any code fixes. This structured workflow eliminates the whack-a-mole pattern by validating hypotheses and assessing blast radius, ensuring permanent resolutions rather than temporary patches.

Stack trace analysis is best executed through a structured 5-phase debugging workflow: root cause investigation, pattern matching, hypothesis testing, minimal fix implementation, and verification. This process includes guardrails like a 3-strike hypothesis limit to prevent guesswork.

Regression testing after fixing unexpected behavior requires creating validation tests during the verification phase of a root cause investigation. The debugging workflow mandates test creation alongside minimal fix implementation to confirm the resolution and prevent future regressions.

Blast radius assessment for bug fixing is needed when code changes touch more than 5 files. This guardrail prevents risky overhauls during production environment issue resolution by enforcing evaluation of the potential impact before deploying fixes.

Root cause analysis debugging works for intermittent failures by tracing underlying triggers like misconfigured environment variables instead of applying temporary patches. It systematically resolves unexpected behavior through hypothesis validation rather than guessing at symptoms.

The limitation of guesswork in software debugging is that quick symptom fixes lead to accumulating technical debt and recurring bugs. Without structured root cause investigation and hypothesis validation limits, guesswork fails to permanently resolve production issues.