19d • Lessons
🎥 The Karpathy Method That 10x'd My Claude Code (Steal This)
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Everybody is rushing to GitHub right now to download "Karpathy's CLAUDE md" file.
One problem.
KARPATHY NEVER WROTE IT.
A guy named Forrest Chang took one of Karpathy's tweets about how coding agents fail and turned it into a 65 line file. 177,000 people starred it. Almost nobody actually read the one sentence that matters.
Here is what Karpathy actually said:
"Traditional computers automate what you can SPECIFY. These models automate what you can VERIFY."
That is the whole game. And if you copied the file and Claude is still fighting you, this is why. The file is not the method.
In this video I break down:
THE 4 REAL PRINCIPLES the file is built on (and where it came from)
WHY prompting keeps failing you and what to do instead
THE EXACT FRAMEWORK I run every build through (SEED to plan the spec, PAUL to plan, apply, and verify it)
A LIVE side by side of cold prompting versus spec driven so you can see the difference in tokens and quality
This is not "here is another tool." This is the operating system I use to actually ship, not just vibe code something that falls apart at 70 percent.
If you have ever had Claude build you something that looked great and then collapsed the second you tried to extend it, watch this one.
Drop a comment with what you are building and I will tell you exactly where SEED and PAUL fit in.
Watch it, run the framework, and come back and tell me what changed.
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🎥 The Karpathy Method That 10x'd My Claude Code (Steal This)
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