A high-performance serving framework hosted by LMSYS: RadixAttention prefix caching, a zero-overhead CPU scheduler, prefill-decode disaggregation, DFlash and Spec V2 speculative decoding, compressed finite state machines for structured output, and large-scale expert parallelism (96 H100 GPUs; 3.8x prefill and 4.8x decode on GB200 NVL72 part II). Its day-0 ledger covers Kimi K3, DeepSeek-V4, GLM5.2 NVFP4, Nemotron 3 and MiniMax M2, and AReaL, Miles, slime, Tunix and verl all use it as an RL rollout backend.