prompt-optimization

SKILL.md

Transform any request into an optimized, production-ready prompt for Claude 4.x that eliminates hallucinations and ensures first-response accuracy. Apply investigation-first protocols, extended thinking patterns, and anti-hallucination guards.

Explicit Output Format Define EXACTLY what output should look like.

Always Do: ✅ Investigate before answering ✅ Provide multiple examples ✅ Define clear output format ✅ Include anti-hallucination guards ✅ Explain WHY, not just WHAT ✅ Use XML for structure ✅ Test with edge cases

Transform vague requests into production-ready, hallucination-free prompts optimized for Claude 4.x. Applies investigation-first protocols, anti-hallucination guards, extended thinking patterns, and multishot examples. Use when user requests prompt improvement, optimization, or asks to fix hallucinations, structure vague requests, apply Claude 4.x best practices, or create production-grade prompts. Source: sitechfromgeorgia/georgian-distribution-system.

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