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