As the demand for intelligent devices continues to escalate, edge AI is emerging as a revolutionary force. By bringing computationintelligence closer to the data, edge AI enables devices to interpret data in real time, leading to immediate responses and improved performance. This trend empowers a new generation of smartdevices capable of learningad