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...
08/09/2026
Comcast Technology Solutions (CTS) has announced a multi-year agreement with A E...
08/09/2026
Spectra Logic today announced the availability of Media Insight, a new capabilit...
08/09/2026
Rogers Communications and Quebecor have announced a 12-year sublicensing agreement for French-language national NHL games beginning with the 2026-27 season. TVA...
08/09/2026
Skyline Communications and Bridge Technologies will demonstrate two integrations...
08/09/2026
Boland Communications will make the European debut of its 4K55HDR7SNB 55-inch super-narrow-bezel monitor at IBC2026 (Stand 12.C57, RAI Amsterdam, September 11-1...
08/09/2026
Ateme and Comcast Technology Solutions (CTS) have announced a collaboration comb...
08/09/2026
Haivision has joined the IBC Accelerator Media Innovation Programme as part of t...
08/09/2026
Blackmagic Design has announced price reductions on its PYXIS 6K and Cinema Camera 6K models, effective immediately through Blackmagic Design resellers worldwid...
08/09/2026
AI-Media will demonstrate its LEXI Suite at IBC2026 (Booth 5.C34, September 11-1...
08/09/2026
Bitmovin and Ad Insertion Platform (AIP) have announced the first live deploymen...
08/09/2026
Grass Valley will demonstrate story-centric media workflows at IBC2026 (Booth 9.A01, RAI Amsterdam, September 11-14), connecting newsroom production, content ma...
08/09/2026
M2A Media and Ateme have announced a partnership integrating Ateme's video processing solutions into M2A Media's MediaToAnywhere platform for live sport...
08/09/2026
Ikegami will exhibit at IBC2026 (Stand 12.A31, RAI Amsterdam, September 11-14), including a Day 1 introduction of new cameras in the UNICAM XE series. Additiona...
08/09/2026
Broadcast industry analysts will be gathering plenty of insights at the 2026 IBC Show this weekend in Amsterdam, but Caretta Research has offered up some though...
08/09/2026
SENSHI and DAZN have announced a global broadcast partnership that will bring SENSHI's live events free to viewers in more than 200 markets. The partnership...
08/09/2026
New architecture built with Evertz will bring 4K HDR to Monday Night Football, N...
08/09/2026
Built for rap producers, by rap producers
Sauceware Audio, the independent plug-in company founded by Grammy-nominated producer Jacob (Travis Scott, 21 Sava...
08/09/2026
Classic Sound Techniques design revived
Warm Audio's latest release delivers a meticulous recreation of the preamp circuitry employed by the Sound Techn...
08/09/2026
Latest soft synth inspired by the Memorymoog
XILS Lab have just launched a software instrument that draws its inspiration from Moog's iconic Memorymoog,...
08/09/2026
The Airport Chaplain takes off as SBS's biggest launch of 2026
8 September, 2026
Media releases
1.67 million viewers on National Total TV to date
Best...
08/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
08/09/2026
Mo-Sys, the world-leading developer of virtual production, camera robotics and image tracking technology, has completed a business restructuring, which has incl...
08/09/2026
New York, September 8, 2026 The TSAmediaHUB audiovisual contribution and distribution infrastructure developed by Telef nica's Audiovisual Services area re...
08/09/2026
Expanded Riyadh operation brings Asharq and Thmanyah services together on a resilient on-premises Pebble platform.
Pebble, the leading automation, content mana...
08/09/2026
Techex, a pioneering leader in live video workflows, will showcase its broadest software feature set to date at IBC 2026 (Stand 2.B45), extending its lead in so...
08/09/2026
Visitors to Grass Valley's booth at IBC2026 will be introduced to new Framelight X capabilities that connect content acquisition, management, editing and pu...
08/09/2026
BCNEXXT will showcase the latest evolution of Vipe at IBC2026 (Stand 2.B09), introducing a series of innovations designed to deliver higher-quality audience exp...
08/09/2026
Bitmovin, a provider of video streaming solutions, has partnered with Ad Insertion Platform (AIP), a leading innovator in advanced ad insertion technologies, to...
08/09/2026
Brainstorm, a leading manufacturer of real-time graphics and augmented and virtual production, is announcing a major package of enhancements to its Suite 7 soft...
08/09/2026
Big Blue Marble is supporting TDF, French infrastructure and network operator, broadcasting Digital Terrestrial Television (DTT) and radio services, as a techno...
08/09/2026
Agents work inside a single production environment, from incoming wire copy to a live studio show...
08/09/2026
Building on their strategic partnership, Ceeblue and Layercake make the unthinkable possible: scalable sub-second streaming over standard DRM, SSAI, and CDN wor...
08/09/2026
Brainstorm, a leading manufacturer of real-time graphics, augmented and virtual production, is completing the environment for fast-paced broadcast production wi...
08/09/2026
A SaaS portfolio built to work together, helping operators grow audiences, monetise smarter and run leaner, on their own terms
At IBC 2026 (stand 1.B49) Synam...
08/09/2026
Accedo, global provider of video streaming software and services, has been selected by PlayOn Sports, a national leader in high school sports technology, to exp...
08/09/2026
LiveU, the leader in live IP-video solutions, is enabling The Associated Press to take global newsgathering to the next stage with intelligent connectivity and ...
08/09/2026
Mediagenix, a global leader in smart content solutions to profitably connect the right content to the right audience, today announced the latest evolution of it...
08/09/2026
Compact, power-efficient X Platform performance brings broadcast-grade reliability and ultra-low latency to space-constrained remote production (REMI) workflows...
08/09/2026
Zixi, the leader in live video delivery and workflow orchestration, and Kiloview, a leading provider of professional IP video encoding and decoding solutions, t...
08/09/2026
Collaboration gives content owners scalable CDN capacity and broadcasters enhanced flexibility, including for C-band transition planning
Quortex today announce...
08/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
08/09/2026
Telos Alliance and Pluxbox Announce Dynamic Media Facility Integration Partnersh...
08/09/2026
J nger Audio Showcases Industry-First S-ADM Cloud Workflow at IBC 2026
Search
Dolby, MainConcept, Techex and J nger Audio will showcase the industry's ...
08/09/2026
Tuesday 8 September 2026
Sky Go gets a major upgrade for Sky Glass and Sky Stream customers
Today, Sky launches a new version of the Sky Go app for Sky Glass ...
08/09/2026
Documentary thriller simulating a Russian attack on UK soil will culminate in a live final episode reuniting the playersTuesday 8 September 2026
Trailer releas...
08/09/2026
Tuesday 8 September 2026
Jamie Demetriou and Amelia Dimoldenberg to host next t...
08/09/2026
Wuppertal September 8, 2026
Riedel Introduces New OnAir Headset PlatformRiedel Communications today announced the launch of its new OnAir headset platform, 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.
