As the demand for intelligent devices continues to escalate, edge AI is emerging as a revolutionary force. By bringing computationprocessing closer to the source, edge AI enables devices to analyze data in real time, leading to immediate decisions and improved performance. This trend empowers a new generation of smartdevices capable of learninggrow