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 decisions and enhanced performance. This movement empowers a new generation of smartdevices capable of learningadapt