As the demand for intelligent devices continues to soar, edge AI is emerging as a transformative technology. By bringing computationintelligence closer to the user, edge AI enables devices to interpret data in real time, leading to quicker decisions and optimized performance. This movement empowers a new generation of smartobjects capable of learni