PhysisServe Launches as Autoregressive Denoising Inference System for vLLM-Omni
This signals that diffusion-style and autoregressive denoising workloads are getting dedicated serving infrastructure rather than piggybacking on standard LLM stacks. Engineers running multimodal or video generation pipelines should watch vLLM-Omni, since the pipelining and multi-stream scheduling tricks could cut tail latency without a separate deployment. vLLM's direct endorsement also suggests upstream adoption of these scheduling techniques is likely.
