Bug Triage & Fix Plan (5 Approaches + Ranking)
It guides the model to triage and resolve a bug with a structured, evidence-driven workflow. It produces exactly five distinct investigation and mitigation approaches, each with a clear hypothesis, the precise system areas to inspect, the specific logs/metrics/traces or SQL to collect, and an ordered checklist to confirm or falsify the hypothesis. It then ranks the approaches by fastest path to high-confidence resolution (including blast-radius and data-integrity risk) and performs a second-pass cross-comparison with scenario playbooks (e.g., PROD outage, data corruption risk, flaky issues) to refine the recommended path and output the first 10 concrete actions. By forcing explicit assumptions when context is incomplete, it reduces guesswork and lowers hallucination risk while keeping the plan executable.