Blog de Joe Freeman

Brev authentication and 'brev shell' create credentials we can use with other tools, like NVIDIA AI Workbench, to let them SSH into Brev instances. This is useful for those needing something beyond the canned models or provided Jupyter Notebooks YouTube short description of the SSH credentials and host info Revision History Created 2024/11 Fixed NVIDIA capitalization 2025/07

A quick explanation of the pieces of Brev visible to external users and how they fit together.  YouTube: A simplified view of the Brev GPU marketplace that are touched by users Revision History Created 2024/11

 I wanted to run an ML project in a bigger environment than I have in my homelab.  I don't have any cloud accounts but I can rent GPU capacity via the Brev GPU/CPU marketplace. I just needed to get it there. The project itself is fully containerized and available on git as an AI Workbench project.  This means I just needed to install the AI Workbench server code on a Brev-rented GPU instance and then attach to that server over the provided network tunnel.  My local AI Workbench can then manage and run my project remotely from my MacBook. All the steps Some of these steps will be automated in future NVIDIA AI workbench releases.  Use this diagram to follow along in the video. Video Revision History Created 2024/11 Fixed NVIDIA capitalization 2025/08