As the need for intelligent devices continues to climb, edge AI is emerging as a transformative technology. By bringing computationintelligence closer to the data, edge AI enables devices to process data in real time, leading to immediate decisions and improved performance. This movement empowers a new generation of smartdevices capable of learning