The rise of Edge AI signifies a profound shift away from centralized computation models. Instead of relying solely on distant cloud servers, Edge AI brings smarts closer to the source of data – whether that's a surveillance camera, a industrial robot, or a autonomous vehicle. This decentralized approach minimizes delay, enhances security, and red