Bigger logical/physical batches for prefill throughput. Enable --ctx-checkpoints to park attention checkpoints in RAM, holding peak GPU memory down so the larger ubatch fits the 24GB VRAM alongside 3x262144 KV without OOM. Weight split unchanged (experts CPU, non-experts GPU).