As the need for intelligent devices continues to soar, edge AI is emerging as a transformative technology. By bringing computationprocessing closer to the data, edge AI enables devices to interpret data in real time, leading to immediate responses and improved performance. This trend empowers a new generation of smartobjects capable of learningadap