When the Robot’s “Program” Is a Neural Network: A Practitioner’s Guide to Physical AI on the Line

Industrial robot arm performing pick and place work in a manufacturing cell

General-purpose robot policies are showing up in pick, place, and assembly cells alongside your AMR fleet. Here’s how to tell where they actually save changeover time — and what your MES needs to log when the “program” is a probability distribution instead of a ladder routine.

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