---
title: "This “Karpathy System” could 701x your AI Workflows (86,000 GitHub Stars!)"
source_url: https://youtu.be/4JpwNnw0-jI
captured_at: 2026-06-11
author: "Dream Labs AI"
contributor: "ชิดชนก"
platform: youtube
---
# This “Karpathy System” could 701x your AI Workflows (86,000 GitHub Stars!)

youtube video by **Dream Labs AI**, 21m39s, uploaded 2026-06-09. URL: https://youtu.be/4JpwNnw0-jI

## Shared in LINE Note+
- 2026-06-11 20:40 by ชิดชนก

## Description
This “Karpathy System” could 701x your AI Workflows (86,000 GitHub Stars!)

💎 Our Karpathy's Master Prompt: 
⚡ Join the AI Agent Workshop: 

In this video we break down Karpathy's viral Auto Research system and point it at a real business, live. You never touch the code. You write one set of instructions, lock a scoring file the AI can't tamper with, and it spends all night changing your asset, scoring it, keeping what wins and trashing what loses. Same idea the top labs spent millions building. Karpathy open sourced it for free, it hit 85,000 GitHub stars, and the Shopify CEO used it to make his codebase 53% faster overnight. One prompt. One honest number to beat. And it runs while you sleep.

In this video we cover:
🧠 What Karpathy's “Auto Research” actually is, and why it got 85,000 GitHub stars in days
⚡ The three file system that lets AI improve any asset on its own: instructions, the asset, and a scoring file it can't touch
🎯 The three must-have rules (and three nice-to-haves) for choosing what to point it at
🔧 The one master prompt you paste into Claude Code to set the whole thing up for you
📈 Three live tests: a faster website, cold email subject lines, and Facebook ads on