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 intelligence directly to the network periphery, disrupting industries and applications across the board. By distributing AI algorithms and data processing, Edge AI supports real-time