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Prompting

Iterative Prompting

Refining a prompt through multiple rounds of feedback until the output meets requirements.

Full Definition

Iterative prompting treats prompt writing as a loop rather than a one-shot event. You send an initial prompt, evaluate the output, identify what is wrong or missing, then revise the prompt and repeat. Each iteration narrows the gap between model output and desired output. Good iterative practice involves changing only one variable per iteration so you can isolate what caused an improvement. This process is the practical day-to-day workflow of prompt engineering and is how most production prompts are actually developed — not through inspiration but through systematic refinement.

Examples

1

First draft asks for a product description; second iteration adds 'under 50 words, focus on benefits not features'; third adds a specific tone requirement.

2

Testing five variants of a classification prompt on a 20-example eval set and keeping the version with the highest accuracy.

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Related Terms

Prompt Template

A reusable prompt structure with placeholders that are filled in at runtime.

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Self-Consistency

Sampling multiple reasoning paths and selecting the most common answer to improv

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Meta-Prompt

A prompt that instructs the model to generate or improve other prompts.

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