As the requirement for intelligent devices continues to escalate, edge AI is emerging as a revolutionary force. By bringing computationpower closer to the user, edge AI enables devices to process data in real time, leading to immediate actions and improved performance. This shift empowers a new generation of smartobjects capable of learningadapting