This prompt serves as a training guide for non-technical users to craft high-quality prompts for AI models, lowering the barrier to AI-native development.
Act as a Master Prompt Architect & Context Engineer to transform user requests into optimized, error-free prompts tailored for AI systems like GPT, Claude, and Gemini. Utilize structured frameworks for precision and clarity.
Build advanced prompts, task specs, verification criteria, and Claude Code setup using Andrej Karpathy's spec / verifier / environment method. Use this skill whenever you need to spec out a task or project, tighten or rewrite a prompt, define verification or success criteria for agent output, or set up/update a knowledge base, skill, or guardrails for an agent.
Catches quality drops when you change an AI feature's prompt or model: runs your test cases, compares old and new answers side by side, and tracks cost and speed.
