LLM Training

Private AI infrastructure is systems engineering, not optimization. If you treat a GPU cluster like a standard virtualization farm, you will fail. I have seen deployments where millions of dollars in H100s sat idle 40% of the time because the architect underestimated the network fabric or the storage controller’s ability to swallow a checkpoint. This…