joe-qai/qa-skills · huashu-nuwa/examples/andrej-karpathy-perspective/SKILL.md

andrej-karpathy-perspective skillA

andrej-karpathy-perspective is agent-read markdown (skill) from joe-qai/qa-skills: 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。.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add joe-qai/qa-skills/andrej-karpathy-perspective@git:20260515.0de2506
Exact content
mdr add joe-qai/qa-skills/andrej-karpathy-perspective@sha256:08d359f706f60f86

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_7qmza67wonwks462.svg)](https://markdownregistry.com/a/art_7qmza67wonwks462)

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Versions

versioncommittedcommitsizeaudit
git:20260515.0de2506 latest2026-05-15 0de2506 26,908 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • 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

GitHub

joe-qai/qa-skills · 24 stars · license none · pushed 2026-09-15 · 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

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.