Huo15 Karpathy Guidelines
by @zhaobod1
将 Andrej Karpathy 的 LLM 编程四大行为规范打包为 OpenClaw Skill
clawhub install huo15-karpathy-guidelines📖 About This Skill
name: huo15-karpathy-guidelines version: 1.0.2 description: 将 Andrej Karpathy 的 LLM 编程四大行为规范打包为 OpenClaw Skill aliases: - 火一五卡帕西准则 - 火一五行为准则 - Karpathy准则
SKILL.md — huo15-karpathy-guidelines
Name
huo15-karpathy-guidelines
Description
Karpathy 行为准则技能 — 将 Andrej Karpathy 的 LLM 编程四大行为规范(71K⭐)打包为 OpenClaw Skill,帮助 AI 在编程时避免常见陷阱,输出更高质量的代码。
Triggers
Version
1.0.0
核心准则
1. Think Before Coding(三思而后行)
> "The models make wrong assumptions on your behalf and just run along with them without checking."
核心原则:
常见陷阱:
正确做法:
❌ "这个参数应该是xxx,我直接用了"
✅ "这个参数有两种可能的含义,您指的是哪种?A. xxx B. xxx"
2. Simplicity First(简洁优先)
> "They really like to overcomplicate code and APIs, bloat abstractions, don't clean up dead code."
核心原则:
常见陷阱:
正确做法:
❌ "为了以后的扩展性,我加个接口层"
✅ 先写最简单的实现,等真正需要时再重构
3. Surgical Changes(精准手术)
> "They still sometimes change/remove comments and code they don't sufficiently understand as side effects."
核心原则:
常见陷阱:
正确做法:
❌ "这段代码不规范,我顺手改一下"
✅ 只改用户要求的部分,其他一律不动
4. Goal-Driven Execution(目标驱动)
> "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."
核心原则:
常见陷阱:
正确做法:
❌ "完成了,应该没问题"
✅ "我会验证以下几点:1) xxx 2) xxx,全部通过才算完成"
Usage
触发后,Agent 会自动遵循这四条准则进行编程工作。
也可通过 scripts/karpathy.sh 输出速查表。
Credits
Inspired by forrestchang/andrej-karpathy-skills (71K⭐)
💡 Examples
触发后,Agent 会自动遵循这四条准则进行编程工作。
也可通过 scripts/karpathy.sh 输出速查表。