As the need for intelligent devices continues to climb, 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 improved performance. This movement empowers a new generation of smartapplications capable of learninggr