vLLM 0.32.0 adds structured-decision API reading first-token probabilities

AccBalanced · x · 2026-10-19

vLLM 0.32.0 introduces a structured-decision API (/v1/systemone): given a fixed set of legal answers, it reads the model's first-token probabilities instead of generating JSON token by token. Supports choice, yes/no, and score modes with ordinary generative models (demoed with Qwen3-0.6B). With prefix caching, multiple questions over the same state prefill once — each extra decision is question → one-token read → probabilities. The release (814 commits) also adds NVFP4/FB8 KV cache and GPU n-gram speculator Model Runner V2.

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