As modern artificial intelligence models grow in size and complexity, engineering teams are increasingly deploying high-wattage, workstation-class accelerators, such as the 600W active-cooled NVIDIA Blackwell RTX 6000 Pro. When paired with high-throughput PCIe Gen5 NVMe storage, these accelerators form the backbone for real-time video analytics, local Large Language Model (LLM) fine-tuning, and low-latency inference pipelines. However, housing these high-TDP cards inside stan