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 analyze data in real time, leading to quicker actions and enhanced performance. This movement empowers a new generation of smartobjects capable of learningadapting a