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v1
Transform vague ideas into precision-engineered prompts for Claude, ChatGPT, Cursor, or Gemini. Detects ambiguity, fills structural gaps, assigns optimal roles, and outputs a validated, model-ready prompt with an explanation of every design choice.
1. Fill all four variables before running — even a one-sentence use_case_context dramatically improves the audit accuracy. 2. Run the optimized prompt in a fresh conversation with no prior context bleeding in — this is how it will perform in production. 3. If the Validation Report scores below 7/10, address the top-listed gap yourself and re-run; two iterations almost always reach 9+.
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