💻CodingClaude Sonnet 4
Structured Output Format Generator
Design a precise output format spec that makes AI responses consistent, parseable, and ready to use.
#Prompt Design#Structured Output#JSON+2
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byeditorial000
Diagnose why a prompt is producing weak, inconsistent, or off-target outputs and get a fixed version.
I have a prompt that isn't producing the results I need. Help me debug it. **My original prompt:** [Paste your prompt here] **What the AI actually outputs:** [Paste a sample output or describe the pattern] **What I expected or wanted:** [Describe your ideal output] **The model I'm using:** [e.g. Claude Sonnet, GPT-4o, Gemini 1.5 Pro] Diagnose the failure. Walk me through: 1. What structural or framing issues are causing the gap 2. What assumptions the model is making that I didn't intend 3. Specific rewrites to fix each issue 4. A fully revised version of the prompt ready to test Be direct. Don't soften criticism of the original prompt.
Debugging prompts that produce vague, generic, or incorrect outputs across any model or use case.
A structured diagnosis of the prompt's failure modes plus a fully rewritten, improved version ready to test.
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Claude Sonnet 4
Design a precise output format spec that makes AI responses consistent, parseable, and ready to use.
Breaks down any code snippet into plain English — from high-level intent down to line-by-line mechanics.
Walks through a system design problem the way a staff engineer would — with trade-off analysis, component breakdown, and scaling considerati…