VLLM (GitHub) published this on Oct 18, 2026 (source: github.com).
vLLM v0.32.0 bundles 814 commits from 363 contributors. It adds a POST /v1/systemone endpoint that answers structured choice and score questions, a generic hf tool and reasoning parser that reads a checkpoint's response_template, and NVFP4 KV cache support on SM8x, SM90 and SM12x GPUs. Model Runner V2 gains a GPU n-gram speculator and becomes the default for all models on ROCm, and new model support includes EmbeddingGemma 2, MiniCPM-V 4.7 and Nemotron 3.5 ASR. The release also fixes three security advisories, restricts default CORS origins and drops Python 3.10.
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