Case Study

Diagnosing a Flawed Refinement Prompt

A developer is using a Large Language Model (LLM) to iteratively improve its answers. They provide the LLM with feedback on its initial response using the following prompt: 'Here is some feedback on your last answer. Please provide a better response.' The developer observes that the LLM's revised answers often miss the point of the original user query or seem to ignore the context of its first attempt. Based on the principles of effective prompt design for response refinement, analyze the flaw in the developer's prompt and explain how it leads to the observed issue.

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Updated 2025-10-09

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