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Waymo presumably also has custom AI hardware from their parent co. (TPUs). Also their own custom lidar hardware.

Are TPUs designed for low-power applications? You don't want to burn lots of power in an electric car.

They have both high precision training TPUs and low-precision low-power edge-TPUs.