The landscape of artificial intelligence is rapidly evolving with the emergence of edge AI. This paradigm shift involves processing data locally on devices rather than relying on centralized cloud computing. Edge AI Ambient Intelligence empowers smart systems to make prompt decisions at the endpoint, reducing latency and enhancing performance. Ut