v2 training script: paper-aligned recipe (bf16, lr=2.2e-4, wd=0.1, constant LR, beta2=0.95)

fix: match eval and save strategy (both steps/4000)

add hub push on every save + save every 4000 steps for crash recovery

upload training script for HF Jobs benchmark