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      <title>On the Impossibility of Learning Fairly in Private</title>
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      <pubDate>Sun, 29 Mar 2026 20:40:12 +0200</pubDate>
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      <description>&lt;p&gt;Every distributed system faces a fundamental coordintation problem: how do you&#xA;produce collective intelligence from local knowledge without destroying the&#xA;locality that makes the knowledge valuable?&lt;/p&gt;&#xA;&lt;p&gt;It&amp;rsquo;s the same problem markets solve with prices, organisms solve with nervous&#xA;systems and countries solve with constitutions. The answer also seems to be&#xA;always structurally the same: you need a communication protocol that&#xA;compresses local state into messages, and the compression itself must be lossy&#xA;in the right way - preserving what is useful for coordination while discarding&#xA;what&amp;rsquo;s private.&lt;/p&gt;</description>
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      <title>About</title>
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      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
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      <description>&lt;p&gt;I build systems that control physical processes — the kind where bugs don&amp;rsquo;t throw exceptions, they break hardware. My background spans mathematics, cybersecurity, linguistics, artificial intelligence, and DevOps, which is a polite way of saying I keep ending up at the intersection of formal systems and messy reality.&lt;/p&gt;&#xA;&lt;p&gt;I write here to clarify my own thinking. Publishing is useful not because anyone needs my opinions, but because the act of making an argument legible to others forces precision that private notes don&amp;rsquo;t.&lt;/p&gt;</description>
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