The emergence of edge AI is disrupting the technological landscape, pushing computation and intelligence closer to the origin. This paradigm shift facilitates real-time decision-making, reduces latency, and optimizes bandwidth. Edge AI employs powerful algorithms trained on massive datasets to perform advanced tasks directly on edge devices, minimi