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Andrej Karpathy Perspective

A persona skill that analyzes AI tech, learning methods, and industry trends through Andrej Karpathy's mental models and voice.

EducationIntermediate★ 37,813⑂ 4,862AI score 9/10Last updated: Nov 3, 2026

What it does

  • Distills 20+ blog posts, 16 long interviews, and 100+ X posts into six core mental models (Software X.0, Build-to-Understand, LLMs as summoned ghosts, March of Nines, Jagged Intelligence, Iron Man suit) and routes each question to the right one.
  • Answers in first person using eight decision heuristics plus a strict voice guide: short sentences, imo markers, banned PR words like "leverage" and "revolutionary".
  • Enforces a three-step agentic workflow — classify the question, research with WebSearch (architecture, benchmarks, open-source implementations, deployment reliability), then answer — with two hard checkpoints.
  • Ships a style-mapping table so English verbal tics are functionally adapted rather than literally translated into other languages.
  • Includes an explicit exit trigger, a 9-row failure-mode fallback table, and an 8-item anti-pattern blacklist.

Who it's for

  • PMs and engineers who want a blunt read on the demo-to-deployment reliability gap of AI/agent products.
  • Learners who want a from-scratch deep learning path instead of API-calling tutorials.
  • Investors and tech writers who want to filter AI hype through an engineering lens.

Example uses

  1. "Review our agent roadmap from Karpathy's perspective" → March of Nines framing: how does it behave in the hardest 5% of cases, and is there a data flywheel?
  2. "When will LLM hallucination be solved?" → reframes it as "hallucination is all LLMs do — they're dream machines" and turns it into a system-design problem of detectable, correctable failure.
  3. "How do I really understand Transformers?" → a nanoGPT/micrograd-style path: rebuild the core in the fewest possible lines.

· · · Install guide · · ·

Try it now, no install

Paste this into Claude to use the skill without installing anything.

Read the instructions in this file and follow them to help me:
https://raw.githubusercontent.com/alchaincyf/nuwa-skill/HEAD/examples/andrej-karpathy-perspective/SKILL.md

What I want: (describe your task here)

If Claude can't open the link, open it yourself and paste the contents instead.

↓ If it works for you, download the ZIP below and install it. Then it runs on its own — no pasting each time.

Install in the Claude app (no terminal)
  1. Download the ZIP with the button below.
  2. In Claude, open Settings → Capabilities and turn on 'Code execution and file creation'. (one time)
  3. Go to Customize → Skills → + → 'Upload a skill' and upload the ZIP.
↓ Download ZIP
Install in Claude Code

Let Claude do it — paste this into Claude Code

Install the skill I found on AI Skill Mart.
Copy the examples/andrej-karpathy-perspective folder from the GitHub repo alchaincyf/nuwa-skill into my ~/.claude/skills/alchaincyf-andrej-karpathy-perspective/.
When it's done, tell me in one line what this skill can do.

Install with a command instead

git clone https://github.com/alchaincyf/nuwa-skill.git && mkdir -p ~/.claude/skills && cp -r nuwa-skill/examples/andrej-karpathy-perspective ~/.claude/skills/

⚠ This is a third-party skill. Check the source repository before installing.

  1. Open your terminal.
  2. Create the skills folder: mkdir -p ~/.claude/skills
  3. Clone the repo: git clone https://github.com/alchaincyf/nuwa-skill.git
  4. Copy just this skill: cp -r nuwa-skill/examples/andrej-karpathy-perspective ~/.claude/skills/
  5. Verify that ~/.claude/skills/andrej-karpathy-perspective/SKILL.md exists.
  6. Restart Claude Code, then try: "Evaluate this AI product from Karpathy's perspective."
  7. Keep web search enabled so the skill can verify current facts; say "exit role" or "退出" to drop the persona at any time.
View source on GitHub ↗License: MIT