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The model restart just became an optimization problem instead of an outage. vllm 0.30.0, out…

Yethikrishna ROriginal on Threads

the model restart just became an optimization problem instead of an outage. vllm 0.30.0, out september 22, ships a per-gpu daemon that keeps quantized weights resident in memory so a restarting engine maps them over cuda ipc instead of reloading from disk, a 762-commit release from 31 contributors.

serving uptime is now a memory-management feature.

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The note above is reproduced unedited from the original post, first published on Threads on 23 September 2026 at 23:09 IST.

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