Sony Pixel Power calrec Sony

NVIDIA DGX Spark and DGX Station Power the Latest Open-Source and Frontier Models From the Desktop

05/01/2026

Open-source AI is accelerating innovation across industries, and NVIDIA DGX Spark and DGX Station are built to help developers turn innovation into impact.

NVIDIA today unveiled at the CES trade show how the DGX Spark and DGX Station deskside AI supercomputers let developers harness the latest open and frontier AI models on a local deskside system, from 100-billion-parameter models on DGX Spark to 1-trillion-parameter models on DGX Station.

Powered by the NVIDIA Grace Blackwell architecture, with large unified memory and petaflop-level AI performance, these systems give developers new capabilities to develop locally and easily scale to the cloud.

Advancing Performance Across Open-Source AI Models A breadth of highly optimized open models that would've previously required a data center to run can now be accelerated at the desktop on DGX Spark and DGX Station, thanks to continual advancements in model optimization and collaborations with the open-source community.

Preconfigured with NVIDIA AI software and NVIDIA CUDA-X libraries, DGX Spark provides powerful, plug-and-play optimization for developers, researchers and data scientists to build, fine-tune and run AI.

Spark provides a foundation for all developers to run the latest AI models at their desk; Station enables enterprises and research labs to run more advanced, large-scale frontier AI models. The systems support running the latest frameworks and open-source models - including the recently announced NVIDIA Nemotron 3 models - right from desktops.

The NVIDIA Blackwell architecture powering DGX Spark includes the NVFP4 data format, which enables AI models to be compressed by up to 70% and boosts performance without losing intelligence.

NVIDIA's collaborations with the open-source software ecosystem, such as its work with llama.cpp, is pushing performance further, delivering a 35% performance uplift on average when running state-of-the-art AI models on DGX Spark. Llama.cpp also includes a quality-of-life upgrade that speeds up LLM loading times.

DGX Station, with the GB300 Grace Blackwell Ultra superchip and 775GB of coherent memory with FP4 precision, can run models up to 1 trillion parameters - giving frontier AI labs cutting-edge compute capability for large-scale models from the desktop. This includes a variety of advanced AI models including Kimi-K2 Thinking, DeepSeek-V3.2, Mistral Large 3, Meta Llama 4 Maverick, Qwen3 and OpenAI gpt-oss-120b.

NVIDIA GB300 is typically deployed as a rack-scale system, said Kaichao You, core maintainer of vLLM. This makes it difficult for projects like vLLM to test and develop directly on the powerful GB300 superchip. DGX Station changes this dynamic. By delivering GB300 in a compact, single-system form factor deskside, DGX Station enables vLLM to test and develop GB300-specific features at a significantly lower cost. This accelerates development cycles and makes it easy for vLLM to continuously validate and optimize against GB300.

DGX Station brings data-center-class GPU capability directly into my room, said Jerry Zhou, community contributor to SGLang. It is powerful enough to serve very large models like Qwen3-235B, test training frameworks with large model configurations and develop CUDA kernels with extremely large matrix sizes, all locally without relying on cloud racks. This dramatically shortens the iteration loop for systems and framework development.

NVIDIA will be showcasing the capabilities of DGX Station live at CES, demonstrating:

LLM pretraining that moves at a blistering 250,000 tokens per second.

A large data visualization of millions of data points in category clusters. The topic modeling workflow uses machine learning techniques and algorithms accelerated by the NVIDIA cuML library.

Visualizing massive knowledge databases with high accuracy using Text to Knowledge Graph and Llama 3.3 Nemotron Super 49B.

Expanding AI and Creator Workflows DGX Spark and Station are purpose-built to support the full AI development lifecycle, from prototyping and fine-tuning to inference and data science, for a wide range of industry-specific AI applications in healthcare, robotics, retail, creative workflows and more.

For creators, the latest diffusion and video generation models, including Black Forest Labs' FLUX.2 and FLUX.1, and Alibaba's Qwen-Image, now support NVFP4, reducing memory footprint and accelerating performance. And the new Lightricks' LTX-2 video model is now available for download, including NVFP8 quantized checkpoints for NVIDIA GPUs, delivering quality on par with the top cloud models.

Live CES demonstrations highlight how DGX Spark can offload demanding video generation workloads from creator laptops, delivering 8x acceleration compared with a top-of-the-line MacBook Pro with M4 Max, freeing local systems for uninterrupted creative work.

The open-source RTX Remix modding platform is expected to soon empower 3D artists and modders to use DGX Spark to create faster with generative AI. Additional CES demonstrations showcase how a mod team can offload all of their asset creation to DGX Spark, freeing up their PCs to mod without pauses and enabling them to view in-game changes in real time.

AI coding assistants are also transforming developer productivity. At CES, NVIDIA is demonstrating a local CUDA coding assistant powered by NVIDIA Nsight on DGX Spark, which allows developers to keep source code local and secure while benefiting from AI-assisted enterprise development.

Industry Leaders Validate the Shift to Local AI As demand grows for secure, high-performance AI at the edge, DGX Spark is gaining momentum across the industry.

Software leaders, open-source innovators and global workstation partners are adopting DGX Spark to power local inference, agentic workflows and retrieval-augmented generation without the complexity of centralized i
LINK: https://blogs.nvidia.com/blog/dgx-spark-and-station-open-source-fronti...
See more stories from nvidia

More from Nvidia

19/02/2026

All About the Games: Play Over 4,500 Titles With GeForce NOW

The GeForce NOW anniversary celebration keeps on rolling, and this week is all about the games that make it possible. With more than 4,500 titles supported in t...

19/02/2026

Survey Reveals AI Advances in Telecom: Networks and Automation in Driver's Seat as Return on Investment Climbs

AI is accelerating the telecommunications industry's transformation, becomin...

17/02/2026

NVIDIA and Global Industrial Software Leaders Partner With India's Largest Manufacturers to Drive AI Boom

India is entering a new age of industrialization, as AI transforms how the world...

17/02/2026

India Fuels Its AI Mission With NVIDIA

India is the nexus of AI innovation this week as the host of the AI Impact Summit, which brings together global heads of state and industry to chart the future ...

16/02/2026

New Data Shows NVIDIA Blackwell Ultra Delivers up to 50x Better Performance and 35x Lower Costs for Agentic AI

The NVIDIA Blackwell platform has been widely adopted by leading inference provi...

12/02/2026

NVIDIA DGX Spark Powers Big Projects in Higher Education

At leading institutions across the globe, the NVIDIA DGX Spark desktop supercomputer is bringing data center class AI to lab benches, faculty offices and studen...

12/02/2026

Leading Inference Providers Cut AI Costs by up to 10x With Open Source Models on NVIDIA Blackwell

A diagnostic insight in healthcare. A character's dialogue in an interactive...

12/02/2026

GeForce NOW Turns Screens Into a Gaming Machine

The GeForce NOW sixth-anniversary festivities roll on this February, continuing a monthlong celebration of NVIDIA's cloud gaming service. This week brings ...

05/02/2026

GeForce NOW Celebrates Six Years of Streaming With 24 Games in February

Break out the cake and green sprinkles - GeForce NOW is turning six. Since launch, members have streamed over 1 billion hours, and the party's just getting...

04/02/2026

Nemotron Labs: How AI Agents Are Turning Documents Into Real-Time Business Intelligence

Editor's note: This post is part of the Nemotron Labs blog series, which exp...

03/02/2026

Everything Will Be Represented in a Virtual Twin, NVIDIA CEO Jensen Huang Says at 3DEXPERIENCE World

At 3DEXPERIENCE World in Houston, NVIDIA founder and CEO Jensen Huang and Dassau...

29/01/2026

Mercedes-Benz Unveils New S-Class Built on NVIDIA DRIVE AV, Which Enables an L4-Ready Architecture

Mercedes-Benz is marking 140 years of automotive innovation with a new S-Class b...

29/01/2026

Into the Omniverse: Physical AI Open Models and Frameworks Advance Robots and Autonomous Systems

Editor's note: This post is part of Into the Omniverse, a series focused on ...

29/01/2026

GeForce NOW Brings GeForce RTX Gaming to Linux PCs

Get ready to game - the native GeForce NOW app for Linux PCs is now available in beta, letting Linux desktops tap directly into GeForce RTX performance from the...

28/01/2026

Accelerating Science: A Blueprint for a Renewed National Quantum Initiative

Quantum technologies are rapidly emerging as foundational capabilities for economic competitiveness, national security and scientific leadership in the 21st cen...

22/01/2026

NVIDIA DRIVE AV Raises the Bar for Vehicle Safety as Mercedes-Benz CLA Earns Top Euro NCAP Award

AI-powered driver assistance technologies are becoming standard equipment, funda...

22/01/2026

Flight Controls Are Cleared for Takeoff on GeForce NOW

The wait is over, pilots. Flight control support - one of the most community-requested features for GeForce NOW - is live starting today, following its announce...

22/01/2026

From Pilot to Profit: Survey Reveals the Financial Services Industry Is Doubling Down on AI Investment and Open Source

AI has taken center stage in financial services, automating the research and exe...

22/01/2026

How to Get Started With Visual Generative AI on NVIDIA RTX PCs

AI-powered content generation is now embedded in everyday tools like Adobe and Canva, with a slew of agencies and studios incorporating the technology into thei...

21/01/2026

Largest Infrastructure Buildout In Human History': Jensen Huang on AI's Five-Layer Cake' at Davos

From skilled trades to startups, AI's rapid expansion is the beginning of th...

21/01/2026

Largest Infrastructure Buildout In Human History: Jensen Huang on AI's Five-Layer Cake at Davos

From skilled trades to startups, AI's rapid expansion is the beginning of th...

15/01/2026

Survive the Quarantine Zone and More With Devolver Digital Games on GeForce NOW

NVIDIA kicked off the year at CES, where the crowd buzzed about the latest gaming announcements - including the native GeForce NOW app for Linux and Amazon Fire...

13/01/2026

CEOs of NVIDIA and Lilly Share Blueprint for What Is Possible' in AI and Drug Discovery

NVIDIA and Lilly are putting together a blueprint for what is possible in the f...

09/01/2026

NVIDIA Unveils Multi-Agent Intelligent Warehouse and Catalog Enrichment AI Blueprints to Power the Retail Pipeline

Every that was easy shopping moment is made possible by teams working to hit s...

08/01/2026

Japan Science and Technology Agency Develops NVIDIA-Powered Moonshot Robot for Elderly Care

The next universal technology since the smartphone is on the horizon - and it ma...

08/01/2026

AI Copilot Keeps Berkeley's X-Ray Particle Accelerator on Track

In the rolling hills of Berkeley, California, an AI agent is supporting high-stakes physics experiments at the Advanced Light Source (ALS) particle accelerator....

08/01/2026

More Ways to Play, More Games to Love - GeForce NOW Wraps CES With Linux Support, Fire TV App, Flight Stick Controls

NVIDIA is wrapping up a big week at the CES trade show with a set of GeForce NOW...

07/01/2026

From Warehouse to Wallet: New State of AI in Retail and CPG Survey Uncovers How AI Is Rewiring Supply Chains and Customer Experiences

AI has transformed retail and consumer packaged goods (CPG) operations, enhancin...

05/01/2026

NVIDIA Expands Global DRIVE Hyperion Ecosystem to Accelerate the Road to Full Autonomy

At the CES trade show running this week in Las Vegas, NVIDIA announced that the ...

05/01/2026

NVIDIA DGX Spark and DGX Station Power the Latest Open-Source and Frontier Models From the Desktop

Open-source AI is accelerating innovation across industries, and NVIDIA DGX Spar...

05/01/2026

NVIDIA DGX SuperPOD Sets the Stage for Rubin-Based Systems

NVIDIA DGX SuperPOD is paving the way for large-scale system deployments built on the NVIDIA Rubin platform - the next leap forward in AI computing. At the CES...

05/01/2026

NVIDIA BlueField-Powered Cybersecurity and Acceleration Arrive on NVIDIA Enterprise AI Factory Validated Design

AI is powering breakthroughs across industries, helping enterprises operate with...

05/01/2026

NVIDIA Rubin Platform, Open Models, Autonomous Driving: NVIDIA Presents Blueprint for the Future at CES

NVIDIA founder and CEO Jensen Huang took the stage at the Fontainebleau Las Vega...

05/01/2026

NVIDIA DLSS 4.5, Path Tracing and G-SYNC Pulsar Supercharge Gameplay With Enhanced Performance and Visuals

At the CES trade show, NVIDIA today announced DLSS 4.5, which introduces Dynamic...

05/01/2026

NVIDIA RTX Accelerates 4K AI Video Generation on PC With LTX-2 and ComfyUI Upgrades

2025 marked a breakout year for AI development on PC. PC-class small language m...

05/01/2026

NVIDIA Brings GeForce RTX Gaming to More Devices With New GeForce NOW Apps for Linux PC and Amazon Fire TV

Announced at the CES trade show running this week in Las Vegas, NVIDIA is bringi...

01/01/2026

GeForce NOW Rings In 2026 With 14 New Games in January

New year, new games, all with RTX 5080-powered cloud energy. GeForce NOW is kicking off 2026 by looking back at an unforgettable year of wins and wildly high fr...

25/12/2025

Make Spirits Bright With Holiday Hits on GeForce NOW

Holiday lights are twinkling, hot cocoa's on the stove and gamers are settling in for a well-earned break. Whether staying in or heading on a winter getawa...

22/12/2025

Marine Biological Laboratory Explores Human Memory With AI and Virtual Reality

The works of Plato state that when humans have an experience, some level of change occurs in their brain, which is powered by memory - specifically long-term me...

18/12/2025

NVIDIA, US Government to Boost AI Infrastructure and R&D Investments Through Landmark Genesis Mission

NVIDIA will join the U.S. Department of Energy's (DOE) Genesis Mission as a ...

18/12/2025

Now Generally Available, NVIDIA RTX PRO 5000 72GB Blackwell GPU Expands Memory Options for Desktop Agentic AI

Top-notch options for AI at the desktops of developers, engineers and designers ...

18/12/2025

Deck the Vaults: Fallout: New Vegas' Joins the Cloud This Holiday Season

Step out of the vault and into the future of gaming with Fallout: New Vegas streaming on GeForce NOW, just in time to celebrate the newest season of the hit Ama...

17/12/2025

UC San Diego Lab Advances Generative AI Research With NVIDIA DGX B200 System

The Hao AI Lab research team at the University of California San Diego - at the forefront of pioneering AI model innovation - recently received an NVIDIA DGX B...

17/12/2025

Into the Omniverse: OpenUSD and NVIDIA Halos Accelerate Safety for Robotaxis, Physical AI Systems

Editor's note: This post is part of Into the Omniverse, a series focused on ...

15/12/2025

NVIDIA Acquires Open-Source Workload Management Provider SchedMD

NVIDIA today announced it has acquired SchedMD - the leading developer of Slurm, an open-source workload management system for high-performance computing (HPC) ...

15/12/2025

How to Fine-Tune an LLM on NVIDIA GPUs With Unsloth

Modern workflows showcase the endless possibilities of generative and agentic AI on PCs. Of many, some examples include tuning a chatbot to handle product-supp...

12/12/2025

Cheers to AI: ADAM Robot Bartender Makes Drinks at Vegas Golden Knights Game

In Las Vegas's T-Mobile Arena, fans of the Golden Knights are getting more than just hockey - they're getting a taste of the future. ADAM, a robot devel...

11/12/2025

As AI Grows More Complex, Model Builders Rely on NVIDIA

Unveiling what it describes as the most capable model series yet for professional knowledge work, OpenAI launched GPT-5.2 today. The model was trained and deplo...

11/12/2025

Ride Into Adventure With Capcom's Monster Hunter Stories' Series in the Cloud

Hunters, saddle up - adventure awaits in the cloud. Journey into the world of M...