As the need for intelligent devices continues to escalate, edge AI is emerging as a revolutionary force. By bringing computationprocessing closer to the user, edge AI enables devices to analyze data in real time, leading to immediate responses and optimized performance. This movement empowers a new generation of smartdevices capable of learningevol