NVIDIA’s Vera Rubin push
GTC pushed NVIDIA’s new Vera Rubin stack — billed as roughly 10x the efficiency of Blackwell — alongside Grok‑3 LPUs and a renewed agentic‑AI pitch for enterprise workloads. ( ) Vendors highlighted the enterprise play: Lenovo‑NVIDIA hybrid servers for on‑prem inferencing and demos of OptimAI running agentic RL on a Vera CPU were shown as concrete deployment paths. ( )
NVIDIA said the Vera Rubin release includes a DSX platform and a DSX Max‑Q feature that can dynamically provision power across an AI rack, enabling about 30% more AI infrastructure in a fixed‑power data center. (nvidianews.nvidia.com)) The Vera CPU was shown as an 88‑core Arm‑based design and NVIDIA displayed a liquid‑cooled rack concept that aggregates 256 Vera CPUs for dense, rack‑scale deployments. (techspot.com)) NVIDIA’s own materials claim the Vera CPU delivers roughly twice the efficiency and about 50% faster end‑to‑end performance on reinforcement‑learning/agentic workloads compared with traditional rack‑scale CPUs. (investor.nvidia.com)) The Groq‑3 Language Processing Unit debuted as part of the Rubin ecosystem, with NVIDIA thanking Samsung as the LPU fabricator and the Groq 3 LPX design claiming up to 35× higher inference throughput per megawatt and “up to 10×” revenue opportunity for very large models. (msn.com)) NVIDIA listed multiple launch collaborators and customers for Vera and Rubin — including Alibaba Cloud, ByteDance, Meta and Oracle Cloud Infrastructure — and showed OEM/manufacturing partners such as Dell, HPE, Lenovo, Supermicro, Pegatron and QCT bringing Vera/Rubin servers to market. (storagenewsletter.com)) Lenovo expanded its “Lenovo Hybrid AI Advantage with NVIDIA” portfolio at GTC to target production inferencing across edge, on‑prem and cloud environments and explicitly promoted reduced time‑to‑first‑token for enterprise deployments. (news.lenovo.com)) On the commercial outlook, CEO Jensen Huang told the GTC audience NVIDIA now sees at least $1 trillion in demand/orders for Blackwell and Rubin‑era products through 2027, a forecast repeated across market reports at the event. (cnbc.com)) Systems vendors such as HPE and others showcased Vera Rubin‑branded systems and services at GTC as the immediate channel for enterprise rollouts of the new CPU/GPU/LPU stack. (crn.com))
