One Fleet for Serving and Training? What a 325M Pretraining Run on an Inference NPU Means for AI Infrastructure

Infrastructure view of a 325M model pretrained on a Rebellions ATOM-Max inference NPU, equal to a B200 twin on unseen text. Planning implications.