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