The emergence of edge AI is disrupting the technological landscape, driving computation and intelligence closer to the data. This paradigm shift enables real-time decision-making, reduces latency, and utilizes bandwidth. Edge AI leverages powerful models trained on massive datasets to perform complex tasks directly on edge devices, eliminating the