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vllm-project/vllm-omni

A framework for efficient model inference with omni-modality models

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Easy, fast, and cheap omni-modality model serving for everyone [2026/10] We released the vLLM-Omni Technical Report, describing a unified serving runtime for text, audio, image, video, and action generation. [2026/09] We released 0.30.0, rebased onto vLLM 0.30.0, featuring a unified full-duplex serving framework around engine-owned sessions for MiniCPM-o 4.5 and AURA, native cross-stage KV and multimodal payload transfer (Mooncake AR-to-DiT handoff and NIXL connectors), interactive world-model serving with LingBot World, and realtime MiniMax H3 Turbo inference on NVIDIA Blackwell and Ascend 95…

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