vLLM 0.11.0's native OffloadingConnector -- spills KV blocks to CPU RAM on preemption instead of discarding them, avoiding recompute. Built into vLLM core, no extra dependency. Bumped memory request/limit (+4Gi/replica) to give the CPU block pool real room; worker-1 had ~18Gi of request headroom across both replicas.