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    <title>Computation on Programmer.ie: Modern AI programming</title>
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    <lastBuildDate>Mon, 10 Aug 2026 18:59:00 +0100</lastBuildDate>
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      <title>Cellular Automata From First Principles 26: Cellular Automata as Computation</title>
      <link>http://programmer.ie/post/cellular-automata-from-first-principles-26/</link>
      <pubDate>Mon, 10 Aug 2026 18:59:00 +0100</pubDate>
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      <description>&lt;h1 id=&#34;cellular-automata-from-first-principles-26-cellular-automata-as-computation&#34;&gt;Cellular Automata From First Principles 26: Cellular Automata as Computation&lt;/h1&gt;&#xA;&lt;p&gt;A cellular automaton is a state machine distributed across space.&lt;/p&gt;&#xA;&lt;p&gt;Each cell reads local information, applies the same transition rule, and writes a new state.&lt;/p&gt;&#xA;&lt;p&gt;That is already a form of computation.&lt;/p&gt;&#xA;&lt;p&gt;The deeper question is whether local patterns can carry, transform and combine information in a way that supports general computation.&lt;/p&gt;&#xA;&lt;hr&gt;&#xA;&lt;h2 id=&#34;information-needs-carriers&#34;&gt;Information needs carriers&lt;/h2&gt;&#xA;&lt;p&gt;In ordinary software, information lives in variables and memory addresses.&lt;/p&gt;</description>
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      <title>Cellular Automata From First Principles 04: Rule 110 and Computation in a Grid</title>
      <link>http://programmer.ie/post/cellular-automata-from-first-principles-04/</link>
      <pubDate>Mon, 10 Aug 2026 18:24:00 +0100</pubDate>
      <guid>http://programmer.ie/post/cellular-automata-from-first-principles-04/</guid>
      <description>&lt;h1 id=&#34;cellular-automata-from-first-principles-04-rule-110-and-computation-in-a-grid&#34;&gt;Cellular Automata From First Principles 04: Rule 110 and Computation in a Grid&lt;/h1&gt;&#xA;&lt;p&gt;Rule 110 looks like another one-byte transition table.&lt;/p&gt;&#xA;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; style=&#34;color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;&#34;&gt;&lt;code class=&#34;language-text&#34; data-lang=&#34;text&#34;&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;111 110 101 100 011 010 001 000&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt; 0   1   1   0   1   1   1   0&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;But its behavior gives us a much deeper idea: a cellular automaton can become a computational medium.&lt;/p&gt;&#xA;&lt;p&gt;The important shift is this:&lt;/p&gt;&#xA;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; style=&#34;color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;&#34;&gt;&lt;code class=&#34;language-text&#34; data-lang=&#34;text&#34;&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;pattern generator&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;      -&amp;gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;signal system&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;      -&amp;gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;computation&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Rule 110 is computationally universal. Matthew Cook published the universality proof in &lt;em&gt;Complex Systems&lt;/em&gt; in 2004, showing that this elementary one-dimensional automaton can emulate universal computation.&lt;/p&gt;</description>
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