This repository provides a prompt generation system for Claude3 based on prompt guidance principles. It can translate existing prompts from other language models like GPT into Claude3 format, adapting to differences in model characteristics such as XML tag recommendations. The workflow includes both automated and manual evaluation phases to ensure output effectiveness, with iterative refinement until desired results are achieved. A final human review step ensures production-ready quality.