The rise of Boundary AI signifies a profound shift away from centralized analysis models. Instead of relying solely on distant cloud servers, Edge AI brings smarts closer to the origin of data – whether that's a monitoring camera, a factory robot, or a autonomous vehicle. This decentralized strategy minimizes delay, enhances security, and reduces