The rise of Boundary AI signifies a profound shift away from centralized computation models. Instead of relying solely on distant cloud servers, Edge AI brings cognition closer to the source of data – whether that's a surveillance camera, a manufacturing robot, or a autonomous vehicle. This decentralized methodology minimizes latency, enhances se