vLLM in 2026: KV Cache Efficiency, Production Metrics, and What to Watch in Releases

vLLM keeps becoming the default ‘high-throughput’ serving layer for open and frontier models. Here’s what the latest release notes signal about where inference ops is heading in 2026.