The disclosed embodiments provide a cooling system with an auxiliary system that extends a main system. The auxiliary system includes a vapor container that receives vapor from the IT load, an auxiliary condenser that receives vapor from the vapor container via a compressor or a vapor valve, and condenses the vapor into liquid to be stored in a liquid container. The auxiliary system further includes a fluid pump on a cooling loop for cooling the auxiliary condenser, and a cooling controller that includes a machine learning model for regulating operations of the vapor valve, the fluid pump, and the first compressor based on a pre-created profile of the IT load and real-time information from at least one of many sources, including the vapor container and the liquid container. The auxiliary system includes multiple cooling tiers that can be partially trigger or completely trigger based on several indicators collected multiple sensors in the auxiliary system.