multica-ai/andrej-karpathy-skills

A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls.

# Karpathy-Inspired Claude Code Guidelines > Check out my new project [Multica](https://github.com/multica-ai/multica) — an open-source platform for running and managing coding agents with reusable skills. > > Follow me on X: [https://x.com/jiayuan_jy](https://x.com/jiayuan_jy) A single `CLAUDE.md` file to improve Claude Code behavior, derived from [Andrej Karpathy's observations](https://x.com/karpathy/status/2015883857489522876) on LLM coding pitfalls. English | [简体中文](./README.zh.md) ## The Problems 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." > "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." ## The Solution Four principles in one file that directly address these issues: | Principle | Addresses | |-----------|-----------| | **Think Before Coding** | Wrong assumptions, hidden confusion, missing tradeoffs | | **Simplicity First** | Overcomplication, bloated abstractions | | **Surgical Changes** | Orthogonal edits, touching code you shouldn't | | **Goal-Driven Execution** | Leverage through tests-first, verifiable success criteria | ## The Four Principles in Detail ### 1. Think Before Coding **Don't assume. Don't hide confusion. Surface tradeoffs.** LLMs often pick an interpretation silently and run with it. This principle forces explicit reasoning: - **State assumptions expl