- V2 config now matches the canonical 16-GPU stage 1: warmup 10, min LR ratio 0.3, HSDP 16. - State that the published V2.1 checkpoint is linears-only (BF16 VSA attention); the FP4 adaptation is a separate, non-public stage. - Name the released checkpoints and starting models. - Vendor and pin both calibrated amax tables. - Add the V2 prompt/embedding and OmniRef eval data-prep scripts.