Abstract: This paper introduced the concept of Artificial Intelligence (AI) security and the risks it faced. The paper combined the practical application of railway AI technology to analyze the network security risks that AI applications might face in the railway field, and proposed railway AI security work ideas from the aspects of AI security management ideas and system architecture design, intended to provide useful references for railway network security work.