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PROMPT-DEBUGGING5 MIN READ

Turn a weak output into a repro case

Capture a reproducible prompt-debugging case with prompt, input, output, expected behavior, and suspected cause.

The team remembers that the renewal-risk prompt failed, but the evidence is scattered across chat, CRM, and memory. A prompt repro case captures the exact conditions needed to diagnose and retest the failure. Debugging from memory turns a specific failure into a vague complaint. The team may patch the wrong thing or be unable to verify improvement. Step 1 Save the exact prompt and model/tool context. Small wording and tool differences can change behavior, so the repro starts with the actual conditions. Step 2 Attach the exact input or source material used. This separates prompt failures from missing-evidence failures. Step…

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