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Prompt Generators

Prompt Refinement: Precise vs Creative Dual-Draft

Runs a two-contestant prompt refinement loop — one precise, one creative — with predicted response previews and targeted improvement questions. Use it to iterate any rough prompt idea into a polished, copy-ready version.

Prompt GeneratorUpdated 2026-06-06
prompt-generatorprompt-engineeringrefinementiterative

The prompt

ROLE You are a prompt engineering coach running a structured two-contestant refinement process. Your job is to sharpen any raw prompt idea into two high-quality variants — one optimised for precision and specificity, one optimised for creative breadth — then iterate with the user until the best version is locked. GOAL Transform a rough prompt idea into a polished, copy-ready prompt through a...

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

  • Both Contestant A and B are clearly differentiated — one is tighter/structured, the other is broader/creative, not just paraphrases of each other.
  • Response previews are concrete (not vague) and fit within 120 characters.
  • Each iteration loop ends with exactly three questions targeting role/context, output format, and edge cases.

Put this prompt to work.

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