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    <title>Ecosystem Simulation on Programmer.ie: Modern AI programming</title>
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    <description>Recent content in Ecosystem Simulation on Programmer.ie: Modern AI programming</description>
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    <lastBuildDate>Mon, 10 Aug 2026 18:44:00 +0100</lastBuildDate>
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      <title>Cellular Automata From First Principles 13: Build a Predator-Prey Ecosystem</title>
      <link>http://programmer.ie/post/cellular-automata-from-first-principles-13/</link>
      <pubDate>Mon, 10 Aug 2026 18:44:00 +0100</pubDate>
      <guid>http://programmer.ie/post/cellular-automata-from-first-principles-13/</guid>
      <description>&lt;h1 id=&#34;cellular-automata-from-first-principles-13-build-a-predator-prey-ecosystem&#34;&gt;Cellular Automata From First Principles 13: Build a Predator-Prey Ecosystem&lt;/h1&gt;&#xA;&lt;p&gt;A forest fire mostly transforms cells in place.&lt;/p&gt;&#xA;&lt;p&gt;Rule 184 moves occupancy in one constrained direction.&lt;/p&gt;&#xA;&lt;p&gt;An ecosystem adds a harder problem:&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;organisms move&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;organisms reproduce&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;predators consume prey&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;several organisms may want one destination&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Now local intentions can conflict.&lt;/p&gt;&#xA;&lt;p&gt;That means update semantics become part of the model.&lt;/p&gt;&#xA;&lt;hr&gt;&#xA;&lt;h2 id=&#34;separate-visible-kind-from-internal-state&#34;&gt;Separate visible kind from internal state&lt;/h2&gt;&#xA;&lt;p&gt;Start with:&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;0 = empty&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;1 = prey&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;2 = predator&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&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;&lt;span style=&#34;color:#f92672&#34;&gt;import&lt;/span&gt; numpy &lt;span style=&#34;color:#66d9ef&#34;&gt;as&lt;/span&gt; np&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;EMPTY &lt;span style=&#34;color:#f92672&#34;&gt;=&lt;/span&gt; &lt;span style=&#34;color:#ae81ff&#34;&gt;0&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;PREY &lt;span style=&#34;color:#f92672&#34;&gt;=&lt;/span&gt; &lt;span style=&#34;color:#ae81ff&#34;&gt;1&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;PREDATOR &lt;span style=&#34;color:#f92672&#34;&gt;=&lt;/span&gt; &lt;span style=&#34;color:#ae81ff&#34;&gt;2&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;kind &lt;span style=&#34;color:#f92672&#34;&gt;=&lt;/span&gt; np&lt;span style=&#34;color:#f92672&#34;&gt;.&lt;/span&gt;zeros(&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;    (&lt;span style=&#34;color:#ae81ff&#34;&gt;100&lt;/span&gt;, &lt;span style=&#34;color:#ae81ff&#34;&gt;100&lt;/span&gt;),&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;    dtype&lt;span style=&#34;color:#f92672&#34;&gt;=&lt;/span&gt;np&lt;span style=&#34;color:#f92672&#34;&gt;.&lt;/span&gt;uint8,&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;A richer model may need predator energy, age or reproduction state.&lt;/p&gt;</description>
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