Our recent GPU benchmarking cycle delivered impressive throughput across both compute and rasterization workloads. Utilizing a custom Docker containerized test suite, we measured consistent frame rates and reduced inference latency on our newly configured server. The results validate our cooling configuration and PCIe lane allocation, confirming that the hardware stack handles sustained loads without thermal throttling or bottlenecking.