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Review code or a plan against Andrej Karpathy's LLM coding principles — catch over-engineering, silent assumptions, unnecessary abstractions, and scope creep before they ship. Use when the user wants a sanity check on code, a plan, or a feature spec.
默认使用会先检查来源的 Prompt；你也可以切换为直接命令，或下载本地副本。
决定是否安装前，请先阅读 SKILL.md，以及 SkillsMP 当前展示的配套文件。
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt；运行前请先检查来源。
npx skills add https://github.com/hamzafarooq/claude-code-starter --skill karpathy-review命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地？可下载 SkillsMP 当前能够提供的文件。
基于 SOC 职业分类
正在显示 SKILL.md
| name | karpathy-review |
| description | Review code or a plan against Andrej Karpathy's LLM coding principles — catch over-engineering, silent assumptions, unnecessary abstractions, and scope creep before they ship. Use when the user wants a sanity check on code, a plan, or a feature spec. |
Review the provided code, plan, or spec against Karpathy's four principles. Credit: guidelines distilled from Andrej Karpathy's January 2026 observations, adapted by Forrest Chang.
Ask the user: "Paste the code, plan, or spec you want reviewed."
Then score it against each principle:
| Principle | Result |
|---|---|
| Think before coding | ✅ PASS / ⚠️ FLAG |
| Simplicity first | ✅ PASS / ⚠️ FLAG |
| Surgical changes | ✅ PASS / ⚠️ FLAG |
| Goal-driven execution | ✅ PASS / ⚠️ FLAG |
One thing to fix: [If any flags, name the single most important change to make]
