aiqbench analysis

This whitepaper addresses the critical thermal bottleneck in data centers where modern AI accelerators exceed 1,000 watts per processor, rendering traditional air cooling ineffective. Single-phase direct liquid cooling emerges as a proven solution for managing these high heat loads by utilizing closed-loop systems that offer superior heat absorption compared to two-phase or immersion methods. The analysis is essential for engineers designing the next generation of ultra-dense compute infrastructure where thermal margins directly dictate hardware performance and longevity.