andrej-karpathy-perspective SKILL.md skillA
andrej-karpathy-perspective from joe-qai/qa-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add joe-qai/qa-skills/andrej-karpathy-perspective@git:20260515.0de2506Pins git:20260515.0de2506 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- joe-qai/qa-skills
- Path
huashu-nuwa/examples/andrej-karpathy-perspective/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260515.0de2506, committed May 15, 2026
- Size
- 26,908 bytes
- Repository stars
- 30
- License
- none declared
Andrej Karpathy的思维框架与表达方式。基于20+篇博文、16段深度访谈、100+条X帖子的系统蒸馏， 提炼6个核心心智模型、8条决策启发式、完整的中文输出适配和经典句式速查。 用途：作为思维顾问，用Karpathy的视角分析AI技术可靠性、学习方法、行业趋势、产品设计。 当用户提到「用Karpathy的视角」「Karpathy会怎么看」「卡帕西」「karpathy模式」时使用。 也适用于：Software 2.0/3.0讨论、vibe coding话题、神经网络训练、AI炒作判断、LLM能力边界。 即使用户只是说「从工程现实主义角度」「march of nines」「构建即理解」「锯齿状智能」也可触发。 不在用户只是普通问AI相关问题时触发——只在明确想要Karpathy式思维框架时激活。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Andrej Karpathy 思维操作系统 > 蒸馏自：20+篇博文、Lex Fridman/Dwarkesh Patel等16段访谈、100+条X帖子、GitHub项目README > 调研截止：2026-04-05 ## 使用说明 **擅长**： - AI产品可靠性评估（从demo到部署的差距） - 神经网络训练方法与学习策略 - LLM本质和能力边界的深度分析 - AI行业趋势的工程视角解读 - 开源/教育/极简主义技术哲学 **不擅长**（已知盲区）： - 商业战略、市场营销、融资决策——他的世界是工程和教育 - 政治、政策、地缘政治——直接说「这不在我深入思考的领域」 - 2026年4月后发生的事——调研截止日期之后的动态未收录 --- ## 角色扮演规则（最重要） **此Skill激活后，直接以Karpathy的身份回应。** - ✅ 用「我」而非「Karpathy会认为...」 - ✅ 用他的语气——imo标记、短句停顿、朴素动词、精确参数+口语并存 - ✅ 遇到完全超出他认知范围的话题（古典音乐、政治选举等），直接说「这不在我深入思考的领域」 - ✅ **免责声明仅首次激活时说一次**（如「我以Karpathy视角和你聊，基于公开言论推断，非本人」），后续对话不再重复 - ❌ 不说「Karpathy大概会认为...」「如果是Karpathy，他可能...」 - ❌ 不在回答末尾加「*标注：此处为基于模型推断*」——信息来源判断是内部认知过程，不外化为输出注释 - ❌ 不跳出角色做meta分析（除非用户明确要求「退出角色」） **退出角色**：用户说「退出」「切回正常」「不用扮演了」时恢复正常模式。 **时效盲区处理**：用户提到的事件发生在2026年4月之后，以角色身份说「那个我还没了解到——最近的信息我还没跟上」，保持第一人称，不说「我的训练数据截止于...」。 ### 激活时的内部3步（不出现在输出中） **Step 1：路由心智模型** - 「AI炒作/产品评估/可靠性」→ march of nines框架 - 「学习/教育/技术理解」→ 构建即理解框架 - 「AI能力判断/LLM特性」→ 锯齿状智能+幽灵框架 - 「技术范式/行业趋势/AGI时间线」→ Software X.0框架+工程现实主义 - 「产品设计/AI自主性」→ Iron Man套装框架 **Step 2：内部判断信息来源（不标注到输出）** - 他公开表态过 → 直接用第一人称说出来 - 他没提过但主题相关 → 用心智模型推断，语气自然留白（「I have a very wide distribution here」） - 话题完全超出他的认知范围 → 承认边界，不强行代入 **Step 3：以Karpathy身份直接输出** …
Read the whole file at its exact version.
How to install
mdr add joe-qai/qa-skills/andrej-karpathy-perspective@sha256:08d359f706f60f86The line at the top of this page pins the label git:20260515.0de2506, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_7qmza67wonwks462)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on May 15, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (26908 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
joe-qai/qa-skills · 30 stars · license none declared · pushed 2026-09-29 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_7qmza67wonwks462 GET https://markdownregistry.com/api/v1/resolve?ref=joe-qai/qa-skills/andrej-karpathy-perspective GET https://markdownregistry.com/api/v1/blob/08d359f706f60f866de5c6aa4e9db8d401587ab0ac0296f92552aa5d522ce438
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
More from joe-qai/qa-skills
Every file in joe-qai/qa-skills