vLLM 0.16.0 ships async scheduling + pipeline parallelism: what it means for serving LLMs at scale

vLLM 0.16.0 lands with async scheduling and full pipeline parallelism support, plus speculative decoding improvements. Here’s how to think about throughput, tail latency, and operational rollout.