gstack-openclaw-investigate

To perform root cause analysis on a stack trace, you must collect symptoms, trace code paths, test hypotheses with evidence, and create regression tests. This systematic investigation prevents guessing by enforcing evidence-based verification before proposing fixes.

The best way to debug non-deterministic bugs and race conditions is pattern-based triage, matching observed failures to common categories like state corruption or integration failures. This enforces disciplined symptom collection and reproducibility checks before attempting a fix.

To stop guessing during debugging, apply a hypothesis testing workflow with a 3-strike rule that requires evidence to confirm or falsify each hypothesis. This root-cause first approach traces code paths and recent changes before allowing fixes.

To investigate a regression after recent changes, trace the modified code paths against observed symptoms and test reproducibility. Pattern-based triage identifies common bug categories like configuration drift or stale caches, ensuring you confirm the root cause before fixing.

Yes, structured debugging applies to integration failures and configuration drift by matching observed symptoms to common bug patterns. It requires disciplined investigation of code paths and recent changes before attempting any fix.

The limitation of hypothesis testing in error investigation is the 3-strike rule, which stops you from guessing after three failed hypotheses. If evidence cannot confirm or falsify a root cause, the workflow requires revisiting symptom collection and code path tracing.