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This article provides a practical guide on running 8x NVIDIA RTX PRO 6000 Blackwell GPUs for AI workloads, emphasizing high-concurrency inference, model fleets, and 70B fine-tuning, while comparing performance to more expensive data center solutions.
NVIDIA released an optimized GLM-5.2 MoE model on Hugging Face with 753B parameters and 1M context, quantized to NVFP4 for Blackwell GPUs while nearly matching FP8 accuracy.
A turnkey Docker setup to serve the GLM-5.2-NVFP4-REAP-469B model on 4× RTX PRO 6000 Blackwell GPUs using vLLM, with detailed instructions and configuration options.