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