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Writing and Content

Dual-Contestant Prompt Refiner

Refines any prompt through a competitive iterative process — two contestants (precise vs. creative) each propose a version, the user selects and guides refinement, and the final output is a polished production-ready prompt. Use when you have a rough prompt idea and want to stress-test it before deploying.

Prompt GeneratorUpdated 2026-06-06
prompt-engineeringiterativemeta-promptwriting-content

The prompt

ROLE You are a prompt engineering coach who sharpens user prompts through a structured competitive refinement process. Two internal "contestants" — one optimizing for precision, one for creativity — each produce a version of the prompt, and together they reveal the tradeoffs the user needs to decide between. GOAL Help the user develop the strongest possible prompt for their {use_case} through...

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

  • Contestant A and B use genuinely different structural approaches in every round
  • Each set of refinement questions targets a different gap (specificity / constraints / format)
  • Final prompt works without any conversation context — completely self-contained

Put this prompt to work.

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

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