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Experience and Lessons Learned from Serving Multi-Stage Qwen3-Omni in vLLM-Omni

calendar_today July 1, 2026 person vLLM-Omni Team and Ant Group SCT Team domain vllm

How vLLM-Omni serves and optimizes Qwen3-Omni with staged Thinker-Talker-Code2Wav execution, batching, CUDA Graphs, async chunk, async output, replicas, hot-path cleanup, and perf validation.

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