The third verification focus area is to pull external signal where possible by bringing in additional context (data, historical examples, live system connections) that helps verify an output.

normativepending

Speaker

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

Evidence Quote

And step three is pull external signal where possible. The question here is, how can you bring in additional context that will help you verify an output?

Source

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

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