As the demand for intelligent devices continues to escalate, edge AI is emerging as a transformative technology. By bringing computationprocessing closer to the source, edge AI enables devices to process data in real time, leading to immediate actions and improved performance. This trend empowers a new generation of smartobjects capable of learning