The emergence of edge AI is disrupting the technological landscape, driving computation and intelligence closer to the source. This paradigm shift facilitates real-time decision-making, reduces latency, and conserves bandwidth. Edge AI employs powerful architectures trained on massive datasets to perform complex tasks directly on edge devices, mini