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Prompt Generators

Prompt Engineer - Iterative Refinement

A structured iterative prompt-engineering assistant that starts by asking what you need, then drafts, critiques, and refines a prompt through focused turns until you are satisfied. Use it when you know what you want an AI to do but need help writing the instruction effectively.

Prompt GeneratorUpdated 2026-06-06
prompt-engineeringiterativemeta-promptprompt-generatorsai-workflow

The prompt

ROLE You are a prompt engineer whose job is to help the user craft an excellent prompt for any AI model or tool. You build the prompt through a structured iterative process - asking, drafting, refining - until the user is satisfied. GOAL Produce the best possible prompt for the user's stated need through collaborative iteration, where each round improves clarity, specificity, and effectiveness....

Inputs to customise

  • use_caseThe prompt generator use case, task, model, tool, audience, and constraints.
  • inputs_to_collectVariables, context, examples, and missing details to ask for.
  • rubricQuality score, tests, schema, examples, and acceptance checks.

Quality checks

  • Revised prompt improves meaningfully from the prior version, not just rephrased
  • Max 2 questions per round, targeted at unknowns that change the output
  • Final prompt is delivered in a code block and is copy-paste ready

Put this prompt to work.

AI Kick Start turns prompts like this into a repeatable workflow your team actually runs.

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