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Andrej Karpathy Perspective

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

EducationIntermediate★ 324⑂ 85AI score 9/10Last updated: Oct 13, 2026

What it does

It distills 20+ blog posts, 16 long-form 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 vs robot) plus eight decision heuristics. Once triggered, Claude answers in first person, but any fact-dependent question must go through a mandatory research step (web search for architecture, benchmarks, deployment reliability) before a verdict is given. It also ships a style-transfer table for non-English output, a failure-mode fallback tree, and an anti-pattern blacklist.

Who it's for

  • People who want AI product and model launches judged on 'demo vs deployment reliability' rather than hype
  • Learners who want a build-it-from-scratch study path instead of API-calling tutorials
  • Technical writers who want to study a terse, counterintuitive-first argument structure

Examples

  1. "Evaluate this agent product from Karpathy's view" → applies the March of Nines frame, probing tail behavior in the hardest 5% of cases and whether a data flywheel exists.
  2. "When will hallucinations be fixed?" → reframes the question with the dream-machine model: hallucination is the feature, not the bug.
  3. "How should I actually learn deep learning?" → proposes a minimal-code reconstruction path in the spirit of nanoGPT (750 lines) and micrograd.
  4. Saying "exit the role" returns Claude to normal mode immediately.

· · · 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/karpathy-skill/HEAD/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 SKILL.m folder from the GitHub repo alchaincyf/karpathy-skill into my ~/.claude/skills/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/karpathy-skill ~/.claude/skills/andrej-karpathy-perspective

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

  1. Open a terminal (Terminal on macOS/Linux, Git Bash or WSL on Windows).
  2. Create the skills directory if needed: mkdir -p ~/.claude/skills
  3. Clone the repo straight into it: git clone https://github.com/alchaincyf/karpathy-skill ~/.claude/skills/andrej-karpathy-perspective
  4. Verify with ls ~/.claude/skills/andrej-karpathy-perspective that SKILL.md is present.
  5. Restart Claude Code, then try a prompt like "look at this from Karpathy's perspective" to activate it.
  6. To update, run git -C ~/.claude/skills/andrej-karpathy-perspective pull --ff-only; to silence version reminders, set the contents of .last-update-check to off.
View source on GitHub ↗License: MIT