Use the five-cause taxonomy
Classify weak AI outputs into five likely root-cause categories.
The move: translate "bad" into a cause bucket. Root-cause analysis asks you to find the factor that set the failure chain in motion. For prompt debugging, use five practical buckets. Instruction The model did not know the exact task, role, constraints, priority order, or output shape. Patch with clearer steps, schemas, examples, or non-negotiables. Context The model lacked the audience, business goal, definitions, trade-offs, or decision moment. Patch with the minimum context needed to choose the right judgment. Evidence The source was missing, stale, noisy, unsupported, or unbounded. Patch with source restriction, quotes, citations, retrieval checks, and uncertainty behavior. Evaluation…
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