The rise of Edge AI signifies a profound shift away from centralized computation models. Instead of relying solely on distant cloud servers, Boundary AI brings smarts closer to the origin of data – whether that's a surveillance camera, a manufacturing robot, or a driverless vehicle. This decentralized strategy minimizes delay, enhances privacy, a