The landscape of artificial intelligence is rapidly evolving with the emergence of edge AI. This paradigm shift involves processing data locally on devices Subthreshold Power Optimized Technology (SPOT) rather than relying on centralized cloud infrastructure. Edge AI empowers intelligent systems to make instantaneous decisions at the endpoint, redu