Whole-mixer checkpoint plus T×T MLA scores OOM'd a 31GB GPU on backward. Checkpoint each AttnRes block, run absorbed MLA through SDPA, and compute CE in vocab chunks so [B,T,V] logits are never materialized. --max-tokens is now the training budget; default --steps 2000 no longer caps a 1B-token run at 250 optimizer steps.