Test your AI model training reliability, too

Mar 13, 2026

Training is at the heart of every LLM model, but it’s still an application running on an infrastructure, which means it can fail. Our GPU test helps you test your training GPUs so you don’t lose that valuable work.

TRANSCRIPT:

One of the things we built recently was the GPU Gremlin. So if you are training a bunch of models and you're doing a bunch of GPU testing. You know, we want to give you the tools to be able to go test that, to understand how training the model could fail.

Batch processing is super expensive and if you can't resume it, you often lose a lot of the work that you've put into it. And while it's not real-time, it's funny, so much of what we talk about in the SRE, DevOps, Fault Injection space, reliability space, it's real-time systems where people don't wanna wait and they're looking for fast answers.

But there's also all these background batch processing offline systems that are doing immensely valuable work.