NVIDIA to Deploy 1M+ Blackwell and Vera Rubin GPUs Across AWS Regions; Neural Compression Cuts VRAM from 6.5GB to 970MB

NVIDIA committed to deploying more than one million GPUs spanning Blackwell and next-generation Vera Rubin architectures across AWS global cloud regions throughout 2026, representing a generational step up in throughput, latency, and cost-per-token for Bedrock and SageMaker workloads, with cross-region inference failover addressing prior reliability pain points. Separately, NVIDIA demonstrated Neural Texture Compression (NTC) and Neural Materials (NM) capable of reducing VRAM usage from 6.5GB to 970MB, and DLSS 5's generative AI frame generation has divided the developer community over whether AI reconstruction overrides artistic intent. NVIDIA also released the Gemma 4 model family in collaboration with Google, with NVIDIA-optimized variants available via NIM inference microservices on Hugging Face.