- LoRA SFT of the 1T-A52B model on one 8xB300 node, on top of the FP8 checkpoint - Experts split 8 ways with expert parallelism, everything else sharded with FSDP, all set at load time - Assistant-only loss out of the box with its training chat template - ~32.7k tokens per step in ~8 s