gstack-openclaw-investigate

To find the root cause of a bug, perform structured root-cause analysis by gathering evidence like stack traces and logs, confirming reproduction steps, and validating hypotheses before applying fixes.

The best way to investigate intermittent failures is using a phase-driven approach that collects symptoms, analyzes patterns, and tests hypotheses to verify the root cause and prevent regressions.

Systematically diagnose deterministic failures by reading the code path, gathering error reports, and verifying the root cause with deterministic reproduction and regression tests.

Yes, root-cause bug investigation requires clear reproduction steps and structured verification to validate the true root cause and minimize repeated fixes or churn.

Hypothesis testing during software debugging ensures you validate the root cause with structured evidence gathering, preventing symptom-only fixes and reducing rework.

Avoid a root-cause-first approach when you lack sufficient evidence, logs, or reproducibility, as hypothesis testing requires clear data to validate the true issue and prevent regressions.