The rise of Boundary AI signifies a profound shift away from centralized processing models. Instead of relying solely on distant cloud servers, Boundary AI brings cognition closer to the origin of data – whether that's a monitoring camera, a manufacturing robot, Ambiq micro inc or a autonomous vehicle. This decentralized strategy minimizes delay,