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ChatGPTMidjourneyClaude
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Define data structure clearly
Specify JSON format, CSV columns, or data schemas
Mention specific libraries
PyTorch, TensorFlow, Scikit-learn for targeted solutions
Clarify theory vs. production
Specify if you need concepts or deployment-ready code
Designed to take a messy user prompt and 'optimize' it for GPT-4o. The optimizer should add: 1. Specific Persona (Expert Scientist, Creative Writer). 2. Constraints (No jargon, under 200 words). 3. Step-by-step reasoning instructions. 4. Expected output format (JSON, Markdown). 5. Few-shot examples to guide the model.