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  <description>Benchmarks, deep dives and field notes on warm restores for vLLM.</description>
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  <lastBuildDate>Tue, 13 Oct 2026 00:00:00 +0000</lastBuildDate>
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    <title>Boosting dedicated inference on Nebius with warmctl</title>
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    <pubDate>Tue, 13 Oct 2026 00:00:00 +0000</pubDate>
    <author>hello@warmctl.io (Kirill Bespalov)</author>
    <description>warmctl restores GLM-5.3-Flash on 8×H100 in 58 s from a Nebius shared filesystem, against a 650 s vLLM cold start. Kubernetes setup, 15 cold starts, storage and vLLM benchmarks.</description>
    <category>benchmark</category><category>Nebius</category><category>Kubernetes</category><category>8×H100</category>
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