multica-ai/andrej-karpathy-skills

项目解读

A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls. README 重点章节包括：Karpathy-Inspired Claude Code Guidelines、The Problems、The Solution、The Four Principles in Detail、1. Think Before Coding。

README / GitHub 亮点

• GitHub 描述：A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls.
• Check out my new project Multica — an open-source platform for running and managing coding agents with reusable skills.
• "They really like to overcomplicate code and APIs, bloat abstractions, don't clean up dead code... implement a bloated construction over 1000 lines when 100 would do."。
• "They still sometimes change/remove comments and code they don't sufficiently understand as side effects, even if orthogonal to the task."。

适用场景

适合评估 AI 应用、智能体工作流、模型工具链、RAG/提示词工程或 AI 辅助开发场景。

采用前核查

GitHub 未识别明确许可证，生产使用前要单独确认授权。

README 摘要

Check out my new project Multica — an open-source platform for running and managing coding agents with reusable skills. A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls. From Andrej's post: "The models make wrong assumptions on your behalf and just run along with them without checking. They don't manage their confusion, don't seek clarifications, don't surface inconsistencies, don't present tradeoffs, don't push back when they should." …