The inference server that everyone runs just made model restarts nearly free. vllm v0.30.0, out…
the inference server that everyone runs just made model restarts nearly free. vllm v0.30.0, out september 22, keeps quantized weights resident in gpu memory via a per-gpu daemon, so a restarting engine maps them over cuda ipc instead of reloading from disk, and ships hybrid-attention paths for kimi k3, deepseek-v4.1-flash and qwen3.8-flash-next. serving infra now treats weights like a cache instead of a cold start.
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The air is now being asked to keep its own ledger
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