In the ever-evolving landscape of artificial intelligence (AI), a paradigm shift is underway, driven by the rise of Edge AI. This transformative technology is bringing computational power directly to the network periphery, disrupting industries and applications across the board. By localizing AI algorithms and data processing, Edge AI enables real-