The landscape of artificial intelligence has evolved rapidly, with a notable trend towards decentralization. This phenomenon is driven by the development of edge AI solutions, which bring computational power closer to the origin. By deploying AI algorithms on nearby devices, rather than relying on cloud-based servers, edge AI enables a new generati