This project is inspired by Andrej Karpathy's observations on LLM coding pitfalls. It refines four principles: thinking before coding, prioritizing conciseness, precise modification, and verifying target results, and encapsulates them into a skill pack. It supports one-click installation into tools like Claude Code and Cursor, effectively reducing issues such as AI randomly modifying code, over-abstracting, and guessing without asking.