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“It’s an LLM, a loop, and enough tokens.”

—Nicolay Gerold, Amp Code

So why does a coding agent forget your instructions, keep reading tiny pieces of a file, or struggle with an edit another model handles easily?

Nicolay Gerold (Amp) joins Hugo to take that loop apart and explain the harness around it: the software that executes tool...


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“If you feel that a product is hard to eval, or you feel like, ‘I don’t even know how to eval this,’ it’s a strong smell that your product isn’t good.”

— Hamel Husain, on AI product design

An AI data agent tells you last quarter’s net revenue. It doesn’t show the metric definition, source tables, filters, query, intermediate calculations,...


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