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    <title>Emergence on Programmer.ie: Modern AI programming</title>
    <link>http://programmer.ie/tags/emergence/</link>
    <description>Recent content in Emergence on Programmer.ie: Modern AI programming</description>
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    <lastBuildDate>Tue, 11 Aug 2026 01:26:00 +0100</lastBuildDate>
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      <title>Digital Life 04: When Does a Pattern Become a Thing?</title>
      <link>http://programmer.ie/books/digital-life/04-when-does-a-pattern-become-a-thing/</link>
      <pubDate>Tue, 11 Aug 2026 01:26:00 +0100</pubDate>
      <guid>http://programmer.ie/books/digital-life/04-when-does-a-pattern-become-a-thing/</guid>
      <description>&lt;h1 id=&#34;digital-life-04-when-does-a-pattern-become-a-thing&#34;&gt;Digital Life 04: When Does a Pattern Become a Thing?&lt;/h1&gt;&#xA;&lt;p&gt;Rule 30 gave us structure.&lt;/p&gt;&#xA;&lt;p&gt;But it did not obviously give us a &lt;strong&gt;thing&lt;/strong&gt;.&lt;/p&gt;&#xA;&lt;p&gt;The pattern expanded.&lt;/p&gt;&#xA;&lt;p&gt;It changed.&lt;/p&gt;&#xA;&lt;p&gt;Differences propagated.&lt;/p&gt;&#xA;&lt;p&gt;Interesting global behavior appeared.&lt;/p&gt;&#xA;&lt;p&gt;But if I pointed at one region and asked:&lt;/p&gt;&#xA;&lt;blockquote&gt;&#xA;&lt;p&gt;Is that the same object ten generations later?&lt;/p&gt;&lt;/blockquote&gt;&#xA;&lt;p&gt;the answer was not obvious.&lt;/p&gt;&#xA;&lt;p&gt;So let&amp;rsquo;s change systems.&lt;/p&gt;&#xA;&lt;p&gt;Not because Conway&amp;rsquo;s Game of Life is more sophisticated.&lt;/p&gt;</description>
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    <item>
      <title>Digital Life 03: The First Surprise</title>
      <link>http://programmer.ie/books/digital-life/03-the-first-surprise/</link>
      <pubDate>Tue, 11 Aug 2026 01:19:00 +0100</pubDate>
      <guid>http://programmer.ie/books/digital-life/03-the-first-surprise/</guid>
      <description>&lt;p&gt;We ended the last chapter by changing one number.&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-python&#34; data-lang=&#34;python&#34;&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;rule &lt;span style=&#34;color:#f92672&#34;&gt;=&lt;/span&gt; &lt;span style=&#34;color:#ae81ff&#34;&gt;22&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;became:&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-python&#34; data-lang=&#34;python&#34;&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;rule &lt;span style=&#34;color:#f92672&#34;&gt;=&lt;/span&gt; &lt;span style=&#34;color:#ae81ff&#34;&gt;30&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Nothing else changed.&lt;/p&gt;&#xA;&lt;p&gt;Same world.&lt;/p&gt;&#xA;&lt;p&gt;Same single active cell.&lt;/p&gt;&#xA;&lt;p&gt;Same three-cell neighborhood.&lt;/p&gt;&#xA;&lt;p&gt;Same synchronous update.&lt;/p&gt;&#xA;&lt;p&gt;Same periodic boundary.&lt;/p&gt;&#xA;&lt;p&gt;Same eight-bit lookup mechanism.&lt;/p&gt;&#xA;&lt;p&gt;Only the rule changed.&lt;/p&gt;&#xA;&lt;p&gt;And the spacetime diagram stopped looking simple.&lt;/p&gt;&#xA;&lt;p&gt;&lt;img src=&#34;http://programmer.ie/images/books/digital-life/ch03-rule30-hero.png&#34; alt=&#34;Rule 30 from a single active cell&#34;&gt;&lt;/p&gt;&#xA;&lt;p&gt;There is visible structure on the left.&lt;/p&gt;&#xA;&lt;p&gt;There is irregularity on the right.&lt;/p&gt;&#xA;&lt;p&gt;There are repeating fragments.&lt;/p&gt;&#xA;&lt;p&gt;There are regions that look almost patterned and then break apart.&lt;/p&gt;</description>
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      <title>Digital Life 02: Remove Almost Everything</title>
      <link>http://programmer.ie/books/digital-life/02-remove-almost-everything/</link>
      <pubDate>Tue, 11 Aug 2026 01:08:00 +0100</pubDate>
      <guid>http://programmer.ie/books/digital-life/02-remove-almost-everything/</guid>
      <description>&lt;p&gt;In the previous chapter we started with something complicated.&lt;/p&gt;&#xA;&lt;p&gt;A continuous field.&lt;/p&gt;&#xA;&lt;p&gt;A smooth neighborhood.&lt;/p&gt;&#xA;&lt;p&gt;A growth process.&lt;/p&gt;&#xA;&lt;p&gt;Localized structures that moved through space.&lt;/p&gt;&#xA;&lt;p&gt;Patterns that looked disturbingly creature-like.&lt;/p&gt;&#xA;&lt;p&gt;That was useful because it gave us a mystery.&lt;/p&gt;&#xA;&lt;p&gt;Now we are going to destroy almost all of it.&lt;/p&gt;&#xA;&lt;p&gt;Not gradually.&lt;/p&gt;&#xA;&lt;p&gt;Aggressively.&lt;/p&gt;&#xA;&lt;p&gt;We want to know:&lt;/p&gt;&#xA;&lt;blockquote&gt;&#xA;&lt;p&gt;&lt;strong&gt;How little machinery can remain before interesting organization disappears?&lt;/strong&gt;&lt;/p&gt;&lt;/blockquote&gt;&#xA;&lt;p&gt;Start with the kind of system we saw in Lenia.&lt;/p&gt;</description>
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      <title>Digital Life 01: Look at This Thing</title>
      <link>http://programmer.ie/books/digital-life/01-look-at-this-thing/</link>
      <pubDate>Tue, 11 Aug 2026 01:06:00 +0100</pubDate>
      <guid>http://programmer.ie/books/digital-life/01-look-at-this-thing/</guid>
      <description>&lt;h1 id=&#34;digital-life-01-look-at-this-thing&#34;&gt;Digital Life 01: Look at This Thing&lt;/h1&gt;&#xA;&lt;p&gt;Don&amp;rsquo;t read anything yet.&lt;/p&gt;&#xA;&lt;p&gt;Watch this.&lt;/p&gt;&#xA;&lt;!--&#xA;TODO VISUAL:&#xA;Full-width animated Lenia or Flow-Lenia organism.&#xA;&#xA;Prefer:&#xA;- localized organism&#xA;- visible locomotion or deformation&#xA;- no explanatory labels&#xA;- dark/neutral background&#xA;- several seconds of uninterrupted motion&#xA;&#xA;Caption should initially be minimal:&#xA;&#34;One state of a continuous cellular automaton evolving through time.&#34;&#xA;--&gt;&#xA;&lt;p&gt;Something is moving.&lt;/p&gt;&#xA;&lt;p&gt;It appears to have a boundary.&lt;/p&gt;&#xA;&lt;p&gt;Different parts of it seem to behave differently.&lt;/p&gt;</description>
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      <title>Digital Life 00: What Would Digital Life Mean?</title>
      <link>http://programmer.ie/books/digital-life/00-what-is-digital-life/</link>
      <pubDate>Tue, 11 Aug 2026 00:31:00 +0100</pubDate>
      <guid>http://programmer.ie/books/digital-life/00-what-is-digital-life/</guid>
      <description>&lt;h1 id=&#34;digital-life-00-what-would-digital-life-mean&#34;&gt;Digital Life 00: What Would Digital Life Mean?&lt;/h1&gt;&#xA;&lt;p&gt;Suppose we wanted to build life in software.&lt;/p&gt;&#xA;&lt;p&gt;Not simulate a bird.&lt;/p&gt;&#xA;&lt;p&gt;Not animate a creature.&lt;/p&gt;&#xA;&lt;p&gt;Not create an AI assistant and give it a name.&lt;/p&gt;&#xA;&lt;p&gt;Something more fundamental.&lt;/p&gt;&#xA;&lt;p&gt;A computational system that begins to exhibit properties we associate with living things:&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;structure&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;persistence&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;response&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;adaptation&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;repair&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;memory&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;inheritance&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;evolution&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;The obvious temptation is to start implementing those words.&lt;/p&gt;&#xA;&lt;p&gt;We could create:&lt;/p&gt;</description>
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      <title>Cellular Automata From First Principles 06: Patterns as Data — Oscillators, Spaceships and Gliders</title>
      <link>http://programmer.ie/post/cellular-automata-from-first-principles-06/</link>
      <pubDate>Mon, 10 Aug 2026 18:26:00 +0100</pubDate>
      <guid>http://programmer.ie/post/cellular-automata-from-first-principles-06/</guid>
      <description>&lt;h1 id=&#34;cellular-automata-from-first-principles-06-patterns-as-data--oscillators-spaceships-and-gliders&#34;&gt;Cellular Automata From First Principles 06: Patterns as Data — Oscillators, Spaceships and Gliders&lt;/h1&gt;&#xA;&lt;p&gt;Once we can run Conway&amp;rsquo;s Game of Life, the next step is not to add more graphics.&lt;/p&gt;&#xA;&lt;p&gt;It is to make the patterns themselves inspectable.&lt;/p&gt;&#xA;&lt;p&gt;A blinker is not interesting because somebody named it.&lt;/p&gt;&#xA;&lt;p&gt;It is interesting because it returns to the same state after two generations.&lt;/p&gt;&#xA;&lt;p&gt;A glider is not interesting because it has a familiar shape.&lt;/p&gt;</description>
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    <item>
      <title>Cellular Automata From First Principles 03: Rule 30 and the Surprise of Complexity</title>
      <link>http://programmer.ie/post/cellular-automata-from-first-principles-03/</link>
      <pubDate>Mon, 10 Aug 2026 18:23:00 +0100</pubDate>
      <guid>http://programmer.ie/post/cellular-automata-from-first-principles-03/</guid>
      <description>&lt;h1 id=&#34;cellular-automata-from-first-principles-03-rule-30-and-the-surprise-of-complexity&#34;&gt;Cellular Automata From First Principles 03: Rule 30 and the Surprise of Complexity&lt;/h1&gt;&#xA;&lt;p&gt;Rule 30 is a perfect demonstration of why cellular automata are worth studying.&lt;/p&gt;&#xA;&lt;p&gt;Its transition table contains eight bits:&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   0   0   1   1   1   1   0&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Start from one active cell and repeatedly apply that rule.&lt;/p&gt;&#xA;&lt;p&gt;The result rapidly stops looking like something generated by a tiny deterministic program.&lt;/p&gt;</description>
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      <title>Cellular Automata From First Principles 00: How Can Tiny Rules Build Complex Worlds?</title>
      <link>http://programmer.ie/post/cellular-automata-from-first-principles-00/</link>
      <pubDate>Mon, 10 Aug 2026 18:20:00 +0100</pubDate>
      <guid>http://programmer.ie/post/cellular-automata-from-first-principles-00/</guid>
      <description>&lt;h1 id=&#34;cellular-automata-from-first-principles-00-how-can-tiny-rules-build-complex-worlds&#34;&gt;Cellular Automata From First Principles 00: How Can Tiny Rules Build Complex Worlds?&lt;/h1&gt;&#xA;&lt;p&gt;A cellular automaton begins with almost nothing.&lt;/p&gt;&#xA;&lt;p&gt;You need:&lt;/p&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;a collection of cells,&lt;/li&gt;&#xA;&lt;li&gt;a state for each cell,&lt;/li&gt;&#xA;&lt;li&gt;a neighborhood,&lt;/li&gt;&#xA;&lt;li&gt;and a rule that tells each cell what to become next.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&lt;p&gt;That is enough.&lt;/p&gt;&#xA;&lt;p&gt;There is no central controller.&lt;/p&gt;&#xA;&lt;p&gt;There is no object that knows what the final pattern should look like.&lt;/p&gt;&#xA;&lt;p&gt;There is only local state changing through time.&lt;/p&gt;</description>
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