The realm of artificial intelligence (AI) is undergoing a dynamic transformation with the emergence of distributed intelligence. Edge AI, a specialized subset of AI, brings computation and data storage closer to the origin of data generation. This paradigm shift empowers devices at the network's frontier to make instantaneous decisions without rely