As the requirement for intelligent devices continues to soar, 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 faster decisions and optimized performance. This movement empowers a new generation of smartobjects capable of learning