Upstream Expands Live Digital Twins From Connected Vehicles to Robots and Physical AI

A warehouse robot running hotter than usual could be developing a mechanical fault—or simply working harder in a warmer building. A drone deviating from its normal pattern could be responding to its mission, a software problem, or a cyberattack. As autonomous machines spread into more industries, knowing what a machine is doing becomes inseparable from understanding why. Upstream is bringing its experience monitoring connected vehicles to that problem. The company has announced an expansion…

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