Decentralized AI and analog compute move intelligence into the sensing layer. This does not replace central processors, GPUs, or NPUs. It changes their role. Central compute will coordinate, plan, and run larger models, while local inference blocks handle reflex-like perception and control. As commercial systems arrive in robotics, wearables, and autonomous machines, silicon teams and ISVs will need tools that treat distributed inference as a standard architecture.
