As the demand for intelligent devices continues to climb, edge AI is emerging as a revolutionary force. By bringing computationintelligence closer to the user, edge AI enables devices to process data in real time, leading to immediate decisions and optimized performance. This movement empowers a new generation of smartapplications capable of learni