As the requirement 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 interpret data in real time, leading to quicker decisions and enhanced performance. This trend empowers a new generation of smartdevices capable of learninga