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Liquid cooling is not a one-time commissioning event. As AI deployments scale, fluid quality, flow balance, cleanliness, and loop integrity become continuous operating requirements across the thermal chain. This session will focus on the practical realities of managing liquid-cooled environments over time, including the importance of maintaining end-to-end oversight of the entire thermal chain. We will explore:

• Why changes in racks, workloads, and cooling loops can affect system balance
• How contamination and debris can compromise flow and thermal performance
• How operators should think about flushing, monitoring, commissioning, and ongoing service practices
• The importance of repeatability as workloads and cooling requirements change