
Red Hat & NVIDIA: Industrializing Open Source for the Vera Rubin Era
TL;DR
- Red Hat Enterprise Linux for NVIDIA debuts as a specialized edition providing “Day 0” support for the upcoming NVIDIA Rubin platform.
- The collaboration shifts focus from individual servers to rack-scale AI, optimized for the Vera Rubin NVL72 system.
- Key features include Third-Generation Confidential Computing, automated deployment via OpenShift, and expanded support for distributed inference using NVIDIA open models.
- General availability is scheduled for the second half of 2026, coinciding with the release of the NVIDIA Vera Rubin hardware.

On January 8, 2026, at CES in Las Vegas, Red Hat and NVIDIA announced a landmark expansion of their partnership. As AI moves from experimental “sandboxes” to full-scale production, the industry is transitioning toward unified, high-density rack-scale systems. To meet this demand, Red Hat is introducing a complete, production-ready AI stack designed to run on NVIDIA’s latest architectural breakthrough: the Vera Rubin platform.
The Core Pillars: RHEL for NVIDIA and Day 0 Support
The flagship of this announcement is Red Hat Enterprise Linux (RHEL) for NVIDIA. This specialized edition is engineered to bridge the gap between advanced silicon and complex software ecosystems.
- Validated Interoperability: RHEL for NVIDIA ensures that hardware drivers (including OpenRM and the CUDA toolkit) are validated and accessible directly through Red Hat repositories.
- Operational Consistency: While specialized, this edition remains fully aligned with the main RHEL build, allowing organizations to transition back to traditional RHEL as production demands evolve without losing performance.
- Security & Hardening: It utilizes SELinux and proactive vulnerability management to protect sensitive training data and inference models.
Revolutionizing the Stack: OpenShift and Red Hat AI
The collaboration extends beyond the operating system into the orchestration and application layers of the AI lifecycle:
- Red Hat OpenShift: Now automates the deployment and configuration of the NVIDIA Rubin NVL72 rack-scale solutions. It integrates support for NVIDIA BlueField-4 DPUs to offload networking and security tasks, significantly improving resource utilization.
- Red Hat AI: This production platform adds support for distributed inference. It expands beyond the Nemotron family to include NVIDIA’s open-weight models for vision, robotics, and industry-specific applications, allowing enterprises to run massive models across multiple nodes with low latency.
The Hardware Catalyst: NVIDIA Vera Rubin Platform
The software stack is purpose-built for the Vera Rubin architecture, which replaces the Blackwell series. The platform introduces six co-designed chips that function as a single unit of compute:
| Component | Feature | Impact |
| Vera CPU | 88 Custom Olympus Cores | 2.4x higher memory bandwidth; optimized for agentic reasoning. |
| Rubin GPU | HBM4 Memory (288GB/GPU) | Up to 10x reduction in inference costs for Mixture-of-Experts (MoE) models. |
| NVLink 6 | 3.6TB/s per GPU | Delivers 260TB/s rack bandwidth—exceeding total internet bandwidth. |
| Confidential Computing | Third-Gen TEE | Cryptographic proof that data is protected across CPU, GPU, and NVLink domains. |
Availability and Next Steps
The specialized Red Hat Enterprise Linux for NVIDIA and the optimized AI stack will be available in the second half of 2026. This timeline aligns with NVIDIA’s hardware mass production and general availability through major cloud providers like AWS, Microsoft Azure, and Google Cloud.







