As the requirement for intelligent devices continues to escalate, 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 faster responses and improved performance. This trend empowers a new generation of smartobjects capable of lear