Use a structured bug-to-learning workflow for AI prototype failures.
A generated prototype save action spins forever during review. Observed failure -> failure type -> bounded fix prompt -> acceptance check. Prompting “fix the save bug” may repair one symptom while leaving missing states, unclear recovery, or data assumptions untested. Observe Write exactly what happened: save button spins forever after required fields are completed. Specific observation avoids vague debugging. Classify Identify this as a missing-state and recovery failure, not only a code defect. The prototype lacked saving, success, validation, network error, and retry states. Patch Prompt for the missing states while preserving the form layout and field behavior. Boundaries prevent…
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