Migrating a Hand-Tuned CoT Prompt to a Reasoning Model
Your team has a well-tuned prompt for a code-review-comment generator: it includes a persona ("You are a senior staff engineer reviewing this diff"), an explicit "think step by step, listing each potential issue before writing your final comment" instruction, and 4 few-shot examples of the target format. It runs on a non-reasoning model today at 82% "comment is accurate and non-redundant" on your golden set. A teammate wants to migrate it to a reasoning model with an extended-thinking budget, and proposes keeping the prompt exactly as- is (persona, step-by-step instruction, and few-shot examples) to "keep the reliable parts."
- Which parts of the existing prompt are likely to become redundant or counterproductive on a reasoning model, and why, specifically?
- Which parts are likely to still earn their place, and why?
- Describe the actual migration process you'd follow, including what you would and would not assume without measuring.
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