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    <title>Capstone on Programmer.ie: Modern AI programming</title>
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      <title>Cellular Automata From First Principles 58: Capstone — Discover, Measure and Explain a New System</title>
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      <pubDate>Mon, 10 Aug 2026 21:01:00 +0100</pubDate>
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      <description>&lt;h1 id=&#34;cellular-automata-from-first-principles-58-capstone--discover-measure-and-explain-a-new-system&#34;&gt;Cellular Automata From First Principles 58: Capstone — Discover, Measure and Explain a New System&lt;/h1&gt;&#xA;&lt;p&gt;The book began with one tiny rule applied to one tiny neighborhood.&lt;/p&gt;&#xA;&lt;p&gt;We end with a different question:&lt;/p&gt;&#xA;&lt;blockquote&gt;&#xA;&lt;p&gt;Can we discover a cellular system, characterize its behavior, test its robustness and explain what we actually know about it?&lt;/p&gt;&lt;/blockquote&gt;&#xA;&lt;p&gt;That is the capstone.&lt;/p&gt;&#xA;&lt;hr&gt;&#xA;&lt;h2 id=&#34;choose-a-system-family&#34;&gt;Choose a system family&lt;/h2&gt;&#xA;&lt;p&gt;The capstone can use any family we built:&lt;/p&gt;</description>
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