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    <title>MLX on Fabian G. Williams</title>
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      <title>I Swapped My Local Coding Model Overnight From a Hotel. The Agent Graded the Upgrade Itself.</title>
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      <pubDate>Sat, 15 Aug 2026 00:00:00 +0000</pubDate>
      
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      <description>TL;DR Local models are how I run my community work, my volunteer projects, my side hustles, and my musings. Two reasons, both simple:
 Cost. None of this work should bill against a frontier account. Trust. Client and customer data stays on my own disk, away from the labs.  A new version, Qwen 3.8 27B, dropped this week. I was away from home, which is not a problem; it is a window.</description>
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