As AI workloads reshape data center design, performance is no longer defined solely by computing power. Thermal management has emerged as an equally decisive battleground. Unlike traditional CPU-centric systems, modern AI servers rely heavily on GPUs and specialized accelerators, each drawing hundreds of watts per chip. The resulting thermal density far exceeds the limits of conventional air-cooling, turning heat dissipation into a core infrastructure challenge rather than a peripheral engineering concern.