Use few-shot examples and a short review checklist to make qualitative critique prompts consistent.
Keiko needs the model to critique onboarding copy by a shared standard, not by vibe. Before: the prompt asks for taste without evidence. After: examples define the critique standard. Adjectives became examples. The model can infer the desired quality from input/output pairs instead of guessing what premium means. The critique became a checklist before the rewrite. This uses reasoning structure to inspect the draft, then improve it. The output includes a short rationale. The team can audit whether the rewrite followed the examples or drifted into generic polish. Few-shot rubrics make subjective quality review repeatable. Few-shot critique design Moved from…
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