Turn the big AI build into a learning loop

Samir S Product VP 01 Assumption 02 Experiment 03 Measure The big build 30 sec Scenario Samir wants the complete AI onboarding agent in one release because the market window feels urgent. A big build before learning can turn uncertainty into sunk cost. The loop 1 min Build-Measure-Learn Smallest credible evidence

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