As the demand for intelligent devices continues to escalate, edge AI is emerging as a game-changer. By bringing computationprocessing closer to the source, edge AI enables devices to process data in real time, leading to faster responses and improved performance. This shift empowers a new generation of smartobjects capable of learningadapting and i