The rise of Boundary AI signifies a profound shift away from centralized analysis models. Instead of relying solely on distant cloud servers, Perimeter AI-enabled microcontrollers AI brings cognition closer to the source of data – whether that's a monitoring camera, a factory robot, or a autonomous vehicle. This decentralized methodology minimize