In this presentation, we will showcase a new data center architecture based on OCP Rack with liquid-cooling equipment. Under such a new AI Custer, how to collect, store, analyze, and visualize data to provide data center managers with the ability to effectively manage such a new architecture. We also provide a mechanism to effectively cooperate with the existing operating support system to seamless integrate new AI cluster architecture into legacy datacenter management. Going further, we will propose a new approach on how to use AI methodology to manage AI Clusters as Wiwynn's future work.