karpathy-guidelines

仓库创建 2026年7月27日最近提交 1 天前SkillHot 收录 1 天前

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对写、审查或重构代码的代理有很强的防错指导价值。

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一套减少 LLM 编码错误、强调小步改动与可验证性的行为准则。

一套写代码和复审时用的行为准则，帮减少 LLM 常犯的编码错误：少做大改、分小步改动、把假设说清楚并定义可验证的成功标准。写新功能、重构或审查自动生成代码时用，尤其要避免一次性复杂改动。重点是偏向谨慎和可验证，而不是赶进度的激进改动。

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Behavioral guidelines to reduce common LLM coding mistakes. Use when writing, reviewing, or refactoring code to avoid overcomplication, make surgical changes, surface assumptions, and define verifiable success criteria.

Skill 开发管理编码准则可验证谨慎改动通用

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# Karpathy Guidelines

Behavioral guidelines to reduce common LLM coding mistakes, derived from [Andrej Karpathy's observations](https://x.com/karpathy/status/2015883857489522876) on LLM coding pitfalls.

**Tradeoff:** These guidelines bias toward caution over speed. For trivial tasks, use judgment.

## 1. Think Before Coding

**Don't assume. Don't hide confusion. Surface tradeoffs.**

Before implementing:
- State your assumptions explicitly. If uncertain, ask.
- If multiple interpretations exist, present them - don't pick silently.
- If a simpler approach exists, say so. Push back when warranted.
- If something is unclear, stop. Name what's confusing. Ask.

## 2. Simplicity First

**Minimum

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