Because AI is a statistical system without motivation (ghost/librarian), not a motivated agent (animal), the only meaningful lever you have to improve performance is the verification lever; yelling at it, pleading, or saying 'make this better' does not work.

causalpending

Speaker

Unidentified Speaker — Stop Prompting Claude. Use Karpathy's Method Instead. [7zZy1QTvokM]

Evidence Quote

“Really, the only lever you have, which most people don't even think to use, is the verification lever.”

Source

Stop Prompting Claude. Use Karpathy's Method Instead.— Austin Marchese
Created: 8/13/2026, 9:47:36 AM

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