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

09/04/2026

Strength and Destiny Collide: Samson: A Tyndalston Story' Arrives in the Cloud

A timeless story of grit, faith and rebellion takes center stage as Samson: A Ty...

02/04/2026

From RTX to Spark: NVIDIA Accelerates Gemma 4 for Local Agentic AI

Open models are driving a new wave of on-device AI, extending innovation beyond the cloud to everyday devices. As these models advance, their value increasingly...

02/04/2026

Press Start on April: GeForce NOW Brings 10 Games to the Cloud

No joke - GFN Thursday is skipping the tricks and heading straight into the games. April kicks off with ten new titles, bringing fresh adventures to GeForce NOW...

31/03/2026

Efficiency at Scale: NVIDIA, Energy Leaders Accelerating PowerFlexible AI Factories to Fortify the Grid

CERAWeek - dubbed the Davos of energy - is where policymakers, producers, techno...

26/03/2026

Into the Omniverse: NVIDIA GTC Showcases Virtual Worlds Powering the Physical AI Era

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

26/03/2026

Game On: Five New Titles Now Streaming on GeForce NOW

That gaming backlog won't clear itself - GeForce NOW is here to help. Stream the latest titles straight from the cloud across a variety of devices. This we...

25/03/2026

The Future of AI Is Open and Proprietary

AI is the defining technology of our time, quickly becoming core business infrastructure. It's fueled by a diverse ecosystem of models: large and small, ope...

25/03/2026

Blowing Off Steam: How Power-Flexible AI Factories Can Stabilize the Global Energy Grid

At the half-time whistle of the UEFA EURO 2020 round of 16 football match betwee...

24/03/2026

Advancing Open Source AI, NVIDIA Donates Dynamic Resource Allocation Driver for GPUs to Kubernetes Community

Artificial intelligence has rapidly emerged as one of the most critical workload...

23/03/2026

How Autonomous AI Agents Become Secure by Design With NVIDIA OpenShell

Autonomous agents mark a new inflection point in AI. Systems are no longer limited to generating responses or reasoning through tasks. They can take action: Age...

19/03/2026

Smooth Moves: 90 Frames-Per-Second Virtual Reality Arrives on GeForce NOW

It's a double feature on GFN Thursday. This week, GeForce NOW offers smoother sights in virtual reality (VR) and a sprawling new land to conquer. Streaming...

17/03/2026

NVIDIA, Telecom Leaders Build AI Grids to Optimize Inference on Distributed Networks

As AI native applications scale to more users, agents and devices, the telecommu...

17/03/2026

Snap Decisions: How Open Libraries for Accelerated Data Processing Boost A/B Testing for Snapchat

The features on social media apps like Snapchat evolve nearly as fast as what...

17/03/2026

GTC Spotlights NVIDIA RTX PCs and DGX Sparks Running Latest Open Models and AI Agents Locally

The paradigm of consumer computing has revolved around the concept of a personal...

12/03/2026

Into the Omniverse: How Industrial AI and Digital Twins Accelerate Design, Engineering and Manufacturing Across Industries

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

12/03/2026

GeForce NOW Raises the Game at the Game Developers Conference

GeForce NOW is bringing the game to the Game Developers Conference (GDC), running this week in San Francisco. While developers build the future of gaming, GeFor...

11/03/2026

New NVIDIA Nemotron 3 Super Delivers 5x Higher Throughput for Agentic AI

Launched today, NVIDIA Nemotron 3 Super is a 120 billion parameter open model with 12 billion active parameters designed to run complex agentic AI systems at sc...

10/03/2026

NVIDIA and ComfyUI Streamline Local AI Video Generation for Game Developers and Creators at GDC

Game developers and artists are building cinematic worlds and iconic characters ...

10/03/2026

NVIDIA Virtualizes Game Development With RTX PRO Server

Game development teams are working across larger worlds, more complex pipelines and more distributed teams than ever. At the same time, many studios still rely ...

10/03/2026

As Open Models Spark AI Boom, NVIDIA Jetson Brings It to Life at the Edge

The Cat 306 CR mini-excavator weighs just under eight tons and fits inside a standard shipping container. It's the machine a contractor rents when the job s...

10/03/2026

NVIDIA and Thinking Machines Lab Announce Long-Term Gigawatt-Scale Strategic Partnership

NVIDIA and Thinking Machines Lab announced today a multiyear strategic partnersh...

09/03/2026

How AI Is Driving Revenue, Cutting Costs and Boosting Productivity for Every Industry in 2026

AI is everywhere and accelerating everything - becoming essential infrastructure...

09/03/2026

ABB Robotics Taps NVIDIA Omniverse to Deliver IndustrialGrade Physical AI at Scale

ABB Robotics and NVIDIA today announced a breakthrough partnership that brings i...

05/03/2026

March Into the Cloud With 15 New Games Coming to GeForce NOW

March is in full bloom, and that means a fresh wave of games heading to the cloud. 15 new titles are joining the GeForce NOW library this month. Leading the Ma...

28/02/2026

NVIDIA and Partners Show That Software-Defined AI-RAN Is the Next Wireless Generation

AI-RAN is moving from lab to field, showing that a software-defined approach is ...

28/02/2026

NVIDIA Advances Autonomous Networks With Agentic AI Blueprints and Telco Reasoning Models

Autonomous networks - intelligent, self-managing telecommunications operations -...

26/02/2026

The Nightmare Returns in the Cloud: GeForce NOW Unleashes Capcom's Resident Evil Requiem'

GeForce NOW's anniversary celebration reaches a chilling crescendo as Capcom...

26/02/2026

Horror Awakens in the Cloud: GeForce NOW Unleashes Capcom's Resident Evil: Requiem'

GeForce NOW's anniversary celebration reaches a chilling crescendo as Capcom...

24/02/2026

From Radiology to Drug Discovery, Survey Reveals AI Is Delivering Clear Return on Investment in Healthcare

AI is accelerating every aspect of healthcare - from radiology and drug discover...

23/02/2026

NVIDIA Brings AI-Powered Cybersecurity to World's Critical Infrastructure

As technologies and systems become more digitalized and connected across the world, operational technology (OT) environments and industrial control systems (ICS...

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...