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