
Editor's note: This post is part of the AI Decoded series, which demystifies AI by making the technology more accessible, and showcases new hardware, software, tools and accelerations for GeForce RTX PC and RTX workstation users.
Generative AI is enabling new capabilities for Windows applications and games. It's powering unscripted, dynamic NPCs, it's enabling creators to generate novel works of art, and it's helping gamers boost frame rates by up to 4x. But this is just the beginning.
As the capabilities and use cases for generative AI continue to grow, so does the demand for compute to support it.
Hybrid AI combines the onboard AI acceleration of NVIDIA RTX with scalable, cloud-based GPUs to effectively and efficiently meet the demands of AI workloads.
Hybrid AI, a Love Story With growing AI adoption, app developers are looking for deployment options: AI running locally on RTX GPUs delivers high performance and low latency, and is always available - even when not connected to the internet. On the other hand, AI running in the cloud can run larger models and scale across many GPUs, serving multiple clients simultaneously. In many cases, a single application will use both.
Hybrid AI is a kind of matchmaker that harmonizes local PC and workstation compute with cloud scalability. It provides the flexibility to optimize AI workloads based on specific use cases, cost and performance. It helps developers ensure that AI tasks run where it makes the most sense for their specific applications.
Whether the AI is running locally or in the cloud it gets accelerated by NVIDIA GPUs and NVIDIA's AI stack, including TensorRT and TensorRT-LLM. That means less time staring at pinwheels of death and more opportunity to deliver cutting-edge, AI powered features to users.
A range of NVIDIA tools and technologies support hybrid AI workflows for creators, gamers, and developers.
Dream in the Cloud, Bring to Life on RTX Generative AI has demonstrated its ability to help artists ideate, prototype and brainstorm new creations. One such solution, the cloud-based Generative AI by iStock - powered by NVIDIA Edify - is a generative photography service that was built for and with artists, training only on licensed content and with compensation for artist contributors.
Generative AI by iStock goes beyond image generation, providing artists with extensive tools to explore styles, variations, modify parts of an image or expand the canvas. With all these tools, artists can ideate numerous times and still bring ideas to life quickly.
Once the creative concept is ready, artists can bring it back to their local systems. RTX-powered PCs and workstations offer artists AI acceleration in more than 125 of the top creative apps to realize the full vision - whether it's creating an amazing piece of artwork in Photoshop with local AI tools, animating the image with a parallax effect in DaVinci Resolve, or building a 3D scene with the reference image in Blender with ray tracing acceleration, and AI denoising in Optix.
Hybrid ACE Brings NPCs to Life Hybrid AI is also enabling a new realm of interactive PC gaming with NVIDIA ACE, allowing game developers and digital creators to integrate state-of-the-art generative AI models into digital avatars on RTX AI PCs.
Powered by AI neural networks, NVIDIA ACE lets developers and designers create non-playable characters (NPCs) that can understand and respond to human player text and speech. It leverages AI models, including speech-to-text models to handle natural language spoken aloud, to generate NPCs' responses in real time.
A Hybrid Developer Tool That Runs Anywhere Hybrid also helps developers build and tune new AI models. NVIDIA AI Workbench helps developers quickly create, test and customize pretrained generative AI models and LLMs on RTX GPUs. It offers streamlined access to popular repositories like Hugging Face, GitHub and NVIDIA NGC, along with a simplified user interface that enables data scientists and developers to easily reproduce, collaborate on and migrate projects.
Projects can be easily scaled up when additional performance is needed - whether to the data center, a public cloud or NVIDIA DGX Cloud - and then brought back to local RTX systems on a PC or workstation for inference and light customization. Data scientists and developers can leverage pre-built Workbench projects to chat with documents using retrieval-augmented generation (RAG), customize LLMs using fine-tuning, accelerate data science workloads with seamless CPU-to-GPU transitions and more.
The Hybrid RAG Workbench project provides a customizable RAG application that developers can run and adapt themselves. They can embed their documents locally and run inference either on a local RTX system, a cloud endpoint hosted on NVIDIA's API catalog or using NVIDIA NIM microservices. The project can be adapted to use various models, endpoints and containers, and provides the ability for developers to quantize models to run on their GPU of choice.
NVIDIA GPUs power remarkable AI solutions locally on NVIDIA GeForce RTX PCs and RTX workstations and in the cloud. Creators, gamers and developers can get the best of both worlds with growing hybrid AI workflows.
Generative AI is transforming gaming, videoconferencing and interactive experiences of all kinds. Make sense of what's new and what's next by subscribing to the AI Decoded newsletter.
Most recent headlines
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
04/08/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
04/07/2026
April 7 2026, 19:00 (PDT) Detective Conan: Fallen Angel of the Highway Opens in...
01/06/2026
January 6 2026, 05:30 (PST) Dolby Sets the New Standard for Premium Entertainment at CES 2026
Throughout the week, Dolby brings to life the latest innovatio...
02/05/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
01/05/2026
January 5 2026, 18:30 (PST) NBCUniversal's Peacock to Be First Streamer to ...
22/04/2026
Why Low Band Electronic Warfare Matters...
22/04/2026
The nation unites around football team's World Cup dream
Warsaw, Poland, 20.04.26: Nielsen, a global leader in audience measurement, data, and media intell...
22/04/2026
Warsaw, Poland, 22.04.26: Nielsen, a global leader in audience measurement, data...
22/04/2026
New market intelligence offering gives businesses a clearer view of local consum...
22/04/2026
Glookast Unveils New UX, YouTube and Social Media Connectors, Premiere Panel, Ci...
22/04/2026
Lightcraft Technology to Preview Spark Story at NAB 2026 with Interactive Previs...
22/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
22/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
22/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
22/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
22/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
22/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
22/04/2026
Back to All News
This Earth Day, Discover the Sustainable Productions Behind Our Films and Series
Emma Stewart, Ph.D.
Netflix Sustainability Officer
Enterta...
22/04/2026
The move from Retail Media to Commerce Media is about broadening the scope of th...
22/04/2026
April 22 2026, 07:00 (PDT) Dolby and BMW Bring Dolby Atmos to the BMW 7 Series,...
22/04/2026
RT Documentary On One 7-part series breaks US market for first time
RT Programme Sales has announced its first deal with a US distribution partner for its 7-...
22/04/2026
NVIDIA and Google Cloud have collaborated for more than a decade, co engineering a full stack AI platform that spans every technology layer - from performance o...
21/04/2026
Cloud-based production isnt going anywhere, and BitFire is doubling down by prov...
21/04/2026
The topic of artificial intelligence has a stranglehold on the sports-video-prod...
21/04/2026
5G is still a hot topic in live event production, and this workflow continues to...
21/04/2026
At the 2026 NAB Show, Ed McGivern, GM and President of Appear US, discusses the ...
21/04/2026
Studio Network Solutions (SNS) has announced an on-premise AI suite designed for...
21/04/2026
Suite Studios has integrated its file-streaming technology into the newly announced Frame.io Drive, a desktop application from Adobe company Frame.io. The colla...
21/04/2026
Net Insight has integrated InSync Technology's FrameFormer into the Nimbra E...
21/04/2026
Fox Sports has selected Appear as a technology partner to support the next phase...
21/04/2026
Diversified has appointed Tyler Affolter as Chief Revenue Officer (CRO) to lead the company's commercial organisation. The appointment follows the firm'...
21/04/2026
Layercake has formalised the integration of Bitmovin's video streaming infra...
21/04/2026
The International Judo Federation (IJF) has extended its distribution partnershi...
21/04/2026
Glookast has launched the Cinnafilm Tachyon plugin for its Media Producer and Me...
21/04/2026
Eutelsat has entered into an agreement with Cadena Tres, a division of Grupo Ima...
21/04/2026
Dolby Laboratories and TV Azteca have partnered to introduce Dolby Atmos immersive audio to free-to-air television broadcasts. The implementation utilises the A...
21/04/2026
FOX Entertainment partnered with Verizon to overcome significant production hurd...
21/04/2026
Osprey Video has announced its technology showcase for the NAB Show 2026, highli...
21/04/2026
Riedel Communications (Booth C4908) introduced a range of new solutions at NAB S...
21/04/2026
The NAB Show is in full swing, and the SVG and SVG Europe editorial teams are chasing down the hottest stories from all over the Las Vegas Convention Center. He...
21/04/2026
Blackmagic Design has announced the URSA Cine Immersive 100G, an immersive cinem...
21/04/2026
Clark Wire & Cable is continuing its evolution from cable supplier to full-scale solutions partner for broadcast and live production. At the 2026 NAB Show, we s...
21/04/2026
Rashad Frett attends the 2025 Sundance Film Festival premiere of Ricky at Eccles Theatre on January 24, 2025, in Park City, UT. (Photo by George Pimentel/Shut...
21/04/2026
Five years ago, Spotify arrived in Pakistan, opening a new chapter in the country's music scene. Since then, local listeners have explored across genres, ge...
21/04/2026
Since its launch in 2020, RADAR has been our program for spotlighting emerging artists around the world. This year marks the sixth edition of RADAR Spain, our o...
21/04/2026
Offers compact wireless solution for pedalboards
Taiwanese audio brand Cloudvocal have announced the availability of a new pedalboard-friendly wireless syst...
21/04/2026
Latest hybrid sampling/synthesis instrument arrives
Arturia's Augmented series offerings rely on a mixture of sampling and synthesis, allowing users to ...
21/04/2026
Rohde & Schwarz to host Power Electronics Online Conference From Design to Vali...