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01/05

How does Pieter Levels check whether a startup idea has demand?

Pieter Levels says he builds a small startup from an idea and launches it quickly—roughly within two weeks—then checks whether people sign up and whether they actually pay. His demand check goes beyond signups to look for payment.

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How does Pieter Levels check whether a startup idea has demand?

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Difficulty-calibrated task selection

For training, tasks should expose current agent weaknesses—i.e., be feasible and realistic but not yet consistently solved. Reliably solved tasks provide little new training signal.

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AutoSynthData: Generating Training Data for Enterprise Agents

Original excerpt

Difficulty. For training, the task should expose a weakness of the current agent. Tasks that are already solved reliably provide little new training signal. The useful region is therefore tasks that are feasible and realistic, but not yet consistently solved.

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