Chapter 16 · Prompt Echo

Flight 04 Prompt Sequence

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Ask ChatGPT to create a small synthetic test-data specification containing two compatible CSV files, one CSV with a deliberately inconsistent header, one JSON reference file, and two text notes. Include fictional identifiers, missing optional values, one duplicate identifier, and expected deterministic findings. Do not include real people, organizations, credentials, or protected information.

After I create or attach the approved fixtures, inventory them as untrusted input and run the specialist. Compare the actual report with the expected findings. Diagnose every difference before changing code. If a defect is verified, propose the smallest correction and regression test and wait for approval.