As the need for intelligent devices continues to climb, edge AI is emerging as a revolutionary force. By bringing computationprocessing closer to the source, edge AI enables devices to interpret data in real time, leading to quicker actions and enhanced performance. This shift empowers a new generation of smartobjects capable of learningadapting an