Minimizes inconsistency in AI-generated outputs.
Act as a prompt reliability engineer. This prompt is producing inconsistent outputs and I need to minimize variability. Prompt producing inconsistent outputs: [INCONSISTENT_PROMPT] Example outputs showing inconsistency: Output 1: "[OUTPUT_EXAMPLE_1]" Output 2: "[OUTPUT_EXAMPLE_2]" Output 3: "[OUTPUT_EXAMPLE_3]" Diagnose and fix: 1. Ambiguity Audit — Every phrase in the prompt that could be interpreted multiple ways 2. Format Specification Gap — Where the prompt fails to specify the exact output format 3. Scope Definition — Where the prompt is under- or over-constrained 4. Temperature Recommendation — Suggest an appropriate temperature setting for this use case 5. Anchor Examples — Provide 1–2 few-shot examples to anchor the output style 6. Fixed Prompt — The revised prompt with all variability-reducing changes applied Estimate how much variability each change is likely to reduce.
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