Agentic coding puts a kind of stress on GPU clusters that providers are struggling to handle. SemiAnalysis runs it on the clusters it rates anyway, with an open-source CLI in front.

"A lot of our ClusterMAX testing, we lead with our CLI, cmax. It's open source. Feel free to try it out on your managed cluster."

"We do use agentic coding for testing all these clusters, and the workload is very different. The workload is very stressful on these systems."

"That's why we have cmax CLI as a front end, and the agent is just a wrap around it. If there are any issues cmax CLI faces, the agent debugs into it and understands what's going on."