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    <title>Mara Research Blog</title>
    <link>https://huggingface.co/spaces/jaswanthsanjay88/mara-demo/research</link>
    <description>First-principles research on Atomic Function Models (AFM), 692k parameter micro-transformers, and sub-millisecond edge neural tool calling.</description>
    <language>en-us</language>
    <lastBuildDate>Mon, 21 Sep 2026 09:52:50 GMT</lastBuildDate>
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      <title>Thinking in Micro-Weights: Why We Built Mara, a 692k Parameter Atomic Function Model</title>
      <link>https://huggingface.co/spaces/jaswanthsanjay88/mara-demo/research</link>
      <guid>https://huggingface.co/spaces/jaswanthsanjay88/mara-demo/research#building-mara</guid>
      <pubDate>Mon, 21 Sep 2026 00:00:00 GMT</pubDate>
      <author>jaswanthsanjay88@gmail.com (Jaswanth Sanjay)</author>
      <description><![CDATA[On the autoregressive tax, why JSON generation is an anti-pattern for embedded dispatch, and what happens when you compare a 692k parameter specialist against Needle 3 from first principles.]]></description>
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