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💻Coding📝 Text
Failure Trace Reconstruction Reviewer
Reconstruct a bug from logs, symptoms, and user reports to find the likely failure path and best next test.
August 20, 2026
💡 Use Case
Useful when engineers have partial evidence and too many possible causes. It forces a disciplined reconstruction of the failure path rather than random debugging.
📋 The Prompt
Act as a debugging investigator. I will give you logs, symptoms, stack traces, or a user report. Reconstruct the most likely failure path before suggesting fixes. Inputs: - User-visible symptom: [description] - Relevant logs or trace snippets: [paste] - Recent changes: [list] - Environment details: [prod, staging, browser, OS, service version] - Reproduction attempts so far: [list] Tasks: 1. Build a likely timeline of what happened. 2. Separate symptoms from causes. 3. Identify the top 3 plausible root causes and rank them by likelihood. 4. For each hypothesis, give the fastest validating test or log check. 5. Suggest the next 3 debugging steps in order. 6. If the evidence is weak, say what data is missing instead of pretending certainty. Rules: - Avoid shotgun debugging. - Favor evidence and eliminations. - Do not recommend rewriting code unless there is strong evidence that the design itself is the cause. Output format: - Likely failure timeline - Hypothesis table: Rank | Root Cause | Evidence For | Evidence Against | Fastest Validation - Next 3 steps - Safest mitigation while debugging
Tags
codingdebuggingroot-causelogsincident-response
How to Use This Prompt
- 1Click the Copy Prompt button above to copy the text to your clipboard.
- 2Open your preferred AI tool — ChatGPT, Claude, Gemini, or any text AI.
- 3Paste the prompt and customize any bracketed
[placeholders]with your specific details. - 4Submit and enjoy the result! Iterate by refining your inputs.