40k Agents Per Rack: The 'Density Revolution' and 'Intelligent Collaboration' Paradox in Compute Infrastructure

Let's look at some data: Inspur Information's latest full-rack solution can support 40,000 Agents running simultaneously, enabling multi-model team problem-solving—this is equivalent to cramming a mid-sized city-level agent cluster into 48U of physical space. If we calculate based on current mainstream large models requiring about 1-2GB of VRAM per Agent (for 7B parameter models), 40,000 Agents would need at least 80TB of VRAM, which corresponds exactly to the largest GPU clusters currently available. But Inspur's solution is a CPU-native liquid-cooled full rack, taking a heterogeneous computing route rather than just stacking GPUs.