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 NVIDIA RTX PC and workstation users.
The demand for tools to simplify and optimize generative AI development is skyrocketing. Applications based on retrieval-augmented generation (RAG) - a technique for enhancing the accuracy and reliability of generative AI models with facts fetched from specified external sources - and customized models are enabling developers to tune AI models to their specific needs.
While such work may have required a complex setup in the past, new tools are making it easier than ever.
NVIDIA AI Workbench simplifies AI developer workflows by helping users build their own RAG projects, customize models and more. It's part of the RTX AI Toolkit - a suite of tools and software development kits for customizing, optimizing and deploying AI capabilities - launched at COMPUTEX earlier this month. AI Workbench removes the complexity of technical tasks that can derail experts and halt beginners.
What Is NVIDIA AI Workbench? Available for free, NVIDIA AI Workbench enables users to develop, experiment with, test and prototype AI applications across GPU systems of their choice - from laptops and workstations to data center and cloud. It offers a new approach for creating, using and sharing GPU-enabled development environments across people and systems.
A simple installation gets users up and running with AI Workbench on a local or remote machine in just minutes. Users can then start a new project or replicate one from the examples on GitHub. Everything works through GitHub or GitLab, so users can easily collaborate and distribute work. Learn more about getting started with AI Workbench.
How AI Workbench Helps Address AI Project Challenges Developing AI workloads can require manual, often complex processes, right from the start.
Setting up GPUs, updating drivers and managing versioning incompatibilities can be cumbersome. Reproducing projects across different systems can require replicating manual processes over and over. Inconsistencies when replicating projects, like issues with data fragmentation and version control, can hinder collaboration. Varied setup processes, moving credentials and secrets, and changes in the environment, data, models and file locations can all limit the portability of projects.
AI Workbench makes it easier for data scientists and developers to manage their work and collaborate across heterogeneous platforms. It integrates and automates various aspects of the development process, offering:
Ease of setup: AI Workbench streamlines the process of setting up a developer environment that's GPU-accelerated, even for users with limited technical knowledge.
Seamless collaboration: AI Workbench integrates with version-control and project-management tools like GitHub and GitLab, reducing friction when collaborating.
Consistency when scaling from local to cloud: AI Workbench ensures consistency across multiple environments, supporting scaling up or down from local workstations or PCs to data centers or the cloud.
RAG for Documents, Easier Than Ever NVIDIA offers sample development Workbench Projects to help users get started with AI Workbench. The hybrid RAG Workbench Project is one example: It runs a custom, text-based RAG web application with a user's documents on their local workstation, PC or remote system.
Every Workbench Project runs in a container - software that includes all the necessary components to run the AI application. The hybrid RAG sample pairs a Gradio chat interface frontend on the host machine with a containerized RAG server - the backend that services a user's request and routes queries to and from the vector database and the selected large language model.
This Workbench Project supports a wide variety of LLMs available on NVIDIA's GitHub page. Plus, the hybrid nature of the project lets users select where to run inference.
Workbench Projects let users version the development environment and code. Developers can run the embedding model on the host machine and run inference locally on a Hugging Face Text Generation Inference server, on target cloud resources using NVIDIA inference endpoints like the NVIDIA API catalog, or with self-hosting microservices such as NVIDIA NIM or third-party services.
The hybrid RAG Workbench Project also includes:
Performance metrics: Users can evaluate how RAG- and non-RAG-based user queries perform across each inference mode. Tracked metrics include Retrieval Time, Time to First Token (TTFT) and Token Velocity.
Retrieval transparency: A panel shows the exact snippets of text - retrieved from the most contextually relevant content in the vector database - that are being fed into the LLM and improving the response's relevance to a user's query.
Response customization: Responses can be tweaked with a variety of parameters, such as maximum tokens to generate, temperature and frequency penalty.
To get started with this project, simply install AI Workbench on a local system. The hybrid RAG Workbench Project can be brought from GitHub into the user's account and duplicated to the local system.
More resources are available in the AI Decoded user guide. In addition, community members provide helpful video tutorials, like the one from Joe Freeman below.
Customize, Optimize, Deploy Developers often seek to customize AI models for specific use cases. Fine-tuning, a technique that changes the model by training it with additional data, can be useful for style transfer or changing model behavior. AI Workbench helps with fine-tuning, as well.
The Llama-factory AI Workbench Project enables QLoRa, a fine-tuning method that minimizes memory requirements, for a variety of models, as well as
Most recent headlines
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
07/10/2026
Dalet, a leading technology and service provider for media-rich organizations, today announced the latest Long-Term Supported (LTS) release of Dalet Flex. Build...
06/09/2026
June 9 2026, 23:00 (PDT) Dolby and MagentaTV Bring Fans Closer to the FIFA Worl...
04/08/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
16/07/2026
33 leading exhibitors are taking part in the GREAT Britain and Northern Ireland Pavilions and linked locations across IBC2026 (Amsterdam RAI, 11 14 September)...
16/07/2026
Hitomi Broadcast will introduce Spectra, a new HDR colour verification solution measured in picture, not using VPID, at IBC2026 (Hall 10, Stand A40). Expanding ...
16/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
16/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
16/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
16/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
16/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
16/07/2026
Zixi, a leader in live video delivery and workflow orchestration, and Comcast Technology Solutions (CTS) today announced a strategic new integration to deliver ...
16/07/2026
Blackmagic Design Cameras Capture Immersive Flight for New Cirrus App
Brie Clayton July 15, 2026
0 Comments
Leader in Personal Aviation taps URSA Cin...
16/07/2026
XenData Announces LTO Archive Appliances with both File and S3 Object Storage In...
16/07/2026
Together the semi-finals had a combined reach of 1.98 million unique individuals...
15/07/2026
The 2026 FIFA World Cup is a big deal for DAZN, which has distribution rights in three markets: Italy, Spain, and Japan. Each requires a different editorial app...
15/07/2026
As sports-media organizations manage rapidly growing content libraries and incre...
15/07/2026
HBS director of digital Johannes Franken talks SVG Europe through the operation built to serve FIFA World Cup 2026 rights holders remotely from Stratford, east ...
15/07/2026
IBC has unveiled the conference program for IBC2026, with this year's event ...
15/07/2026
Software-defined wideband RF platform supports 96-kHz monitoring, streamlined fr...
15/07/2026
New AI-powered module enables broadcasters and content owners to extract dialogu...
15/07/2026
Weeklong gathering at EBU headquarters will test new IPMX capabilities and expand certified product ecosystem...
15/07/2026
Force Tech has announced the appointment of Bryan Adams, CTS, as Vice President of Integration. Adams will oversee AV and broadcast integration project delivery...
15/07/2026
USA Sports has announced an exclusive English-language agreement with the Bundes...
15/07/2026
ITV Sport's FIFA World Cup 2026 coverage has been produced from one of the m...
15/07/2026
Program will provide professional camera kits, training, and technical support to participating local newsrooms...
15/07/2026
San Francisco church becomes first U.S. deployment of the 2 M/E production switcher...
15/07/2026
Former ESPN and NFL Network executive to advise startup league on media, distribution, technology, and fan engagement...
15/07/2026
The Houston-based RSN is the live-game home of the Astros and Rockets...
15/07/2026
Launched alongside new FreqSoft installer
Designed to bridge the gap between hardware and software, Freqport's FreqInOut FO1 unit provides a simple way ...
15/07/2026
Save up to 55% on software until 23 July 2026
Expressive E have just launched their Summer Offer sale, with discounts of up to 55% now applied across their ...
15/07/2026
Real-time stem-separation tool updated
zplane have recently released a new and improved version of their real-time stem-separation plug-in which they say ma...
15/07/2026
A new benchmark in bass enhancement
Described as a new benchmark in bass enhancement , Baby Audio's latest release has been designed to augment the lo...
15/07/2026
DMC Production's AR 1 and AR 2 units reverse the conventional OB workflow, keeping all production-critical processing at the venue while operators work remo...
15/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
15/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
15/07/2026
GigaCloud, a leading Ukrainian cloud service provider, and Cubbit, the first geo-distributed cloud storage enabler, today announced a new Business Alliance Part...
15/07/2026
SMPTE, the global society for media professionals, technologists, and engineers, has announced the launch of the SMPTE 110th Anniversary Campaign, a fundraising...
15/07/2026
Studio Technologies, a leading manufacturer of high-quality audio, video, and fiber-optic solutions, unveils the new StudioComm Model 762 Stereo Level Control, ...
15/07/2026
COW Jobs: Producer, Virtual Events - Hybrid, Full Time, Salaried
Brie Clayton July 15, 2026
0 Comments
Producer, Virtual Events (Hybrid | Full-time | ...
15/07/2026
Brazilian media organization builds nationwide CDN with Broadpeak's high-performance software for low-latency streaming and new content distribution service...
15/07/2026
DHD announces a new utility designed to increase the efficiency of its audio mixing systems during initial installation and subsequent configuration.
Anyone w...
15/07/2026
BCNEXXT Brings Next-Generation Vipe to IBC2026, Breaking the 1:1 Channel-to-Server Ratio New innovations liberate broadcasters from legacy playout infrastructur...
15/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
15/07/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
15/07/2026
General-purpose robots and autonomous machines are moving from research labs to ...
15/07/2026
Wednesday 15 July 2026
Screeners and press pack now available: Gomorrah: The Or...
15/07/2026
Trinity's Treasures features Ruth Negga, Eleanor McEvoy, and David Norris, a...
15/07/2026
Join geographer Dr Susan Hegarty, Engineer Tim Joyce and Architect Orla Murphy a...
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 NVIDIA RTX PC and workstation users.
