4 · Fine-tune · 28/38
GRPO / RLVR
Group-relative advantages. Verifiable reward.
playrollout : update time
nvidia-smi says—
busy in every phase — generation and update look identical
achieved now · generating—
cycle-average achieved — generation dominates the clock
Generate, score, update. Generation is most of the clock — and it is HBM-bound.