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      <title>AI Transcription on a Rented GPU: Python Workers Pull Jobs From ukue Over HTTP</title>
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      <pubDate>Tue, 06 Oct 2026 00:00:00 +0000</pubDate>
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      <description>&lt;p&gt;Say a small podcast-hosting service wants to offer transcripts. Speech-to-text models are quick on a GPU and painfully slow without one, and the service&amp;rsquo;s web server is a modest cloud machine with no GPU. So it rents a GPU server by the month from another provider, and needs a way to hand it work: here&amp;rsquo;s an episode, transcribe it, report back when it&amp;rsquo;s done. Episodes are long, so one job can take ten minutes. And the GPU server might be restarted, or swapped for a bigger one, at any time.&lt;/p&gt;</description>
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