As the requirement for intelligent devices continues to escalate, edge AI is emerging as a transformative technology. By bringing computationprocessing closer to the user, edge AI enables devices to analyze data in real time, leading to faster actions and optimized performance. This trend empowers a new generation of smartdevices capable of learnin