What’s New in AI Workbench?#
Overview#
Read this page to get information about:
New features across all components (Desktop App, CLI, Service, and Credential Manager).
Latest documentation updates and new example projects.
Recent improvements and enhancements.
Links to detailed release notes.
Check this page after each release to get info on what’s changed.
Release Version 2026.03.3#
Desktop App#
The following features and improvements were added to the Desktop App:
Build Assistant
A new Build Assistant can automatically analyze and fix project container build failures.
Connect an NVIDIA endpoint, and the Build Assistant will suggest fixes that you review before rebuilding.
A new Inference section in Settings lets you pick the endpoint used by the Build Assistant.
See more information in the Build Assistant guide.
Clone and Detach
You can now clone a project and detach it from the upstream repository, including through deep links.
Detaching resets the git history and creates a fresh commit that records where the project came from.
See more information in the Clone, Publish, and Delete Projects guide.
Non-Project Clone
You can now clone any Git repository, even if it isn’t an AI Workbench project.
When cloning a non-project repo, you are prompted to select a base environment to convert it.
See more information in the Work with Any Git Repository guide.
Brev Improvements
Improved shutdown flows for Brev locations with new close modals for stoppable and non-stoppable instances.
Updated the Add Remote Location modal.
See more information in the Brev locations guide.
CLI#
The following features and improvements were added to the CLI:
New commands for controlling the Build Assistant from the CLI.
The
nvwb clone projectcommand now supports a--detachflag to detach the cloned repo from upstream.You can now clone any Git repository with
nvwb clone project, even if it is not an AI Workbench project.If a context is created from NVIDIA Sync and enrolled in Tailscale, AI Workbench can now connect through Tailscale. See the Tailscale guide.
CPU instances are now available when provisioning remote contexts through Brev.
Improved error output with clearer, more actionable messages from structured errors.
Service#
The following features and improvements were added to the Service:
Added the Build Assistant internals, model catalog, inference client, and API.
Added support for clone and detach workflows and non-project clone with base environment selection.
Credential Manager#
Added initial support for connecting to NVIDIA LLM endpoints, enabling the Build Assistant feature.
Documentation#
New Pages
Added the Build Assistant guide and Build Assistant reference.
Added the Work with Any Git Repository guide for cloning non-project repos.
Added the Tailscale guide, NVIDIA Sync guide, and NVIDIA Endpoints integration guide.
Added a new CLI how-to section with guides for interactive use, scripting, and agent workflows.
Added a new Locations section under How-To with dedicated guides for Brev and remote locations.
Added a Sandboxing concept page.
Added quickstart guides for Claude with AI Workbench.
Added NVIDIA Jetson installation instructions.
Restructured and Rewritten
Rewrote the overview pages for the Desktop App, CLI, and introduction.
Rewrote and restructured all concept pages.
Consolidated all individual FAQ pages into a single FAQ page.
Rewrote the CLI reference page.
Rewrote the remote locations reference.
Expanded error codes with additional entries.
Updated release notes for the 2026.03.3 release.