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    <title>State on Programmer.ie: Modern AI programming</title>
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    <description>Recent content in State on Programmer.ie: Modern AI programming</description>
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    <lastBuildDate>Tue, 11 Aug 2026 21:52:00 +0100</lastBuildDate>
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      <title>15: The Crystal Gets a Past</title>
      <link>http://programmer.ie/books/digital-life/15-the-crystal-gets-a-past/</link>
      <pubDate>Tue, 11 Aug 2026 21:52:00 +0100</pubDate>
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      <description>&lt;p&gt;At the end of the last chapter, our Digital Crystal could tell us something about the world that formed it.&lt;/p&gt;&#xA;&lt;p&gt;But not enough.&lt;/p&gt;&#xA;&lt;p&gt;Different forcing processes produced different morphologies.&lt;/p&gt;&#xA;&lt;p&gt;We could hide the source and recover its family substantially better than chance.&lt;/p&gt;&#xA;&lt;p&gt;Then we asked a harder question:&lt;/p&gt;&#xA;&lt;blockquote&gt;&#xA;&lt;p&gt;What happened first?&lt;/p&gt;&lt;/blockquote&gt;&#xA;&lt;p&gt;We took exactly the same environmental values and rearranged them in time.&lt;/p&gt;&#xA;&lt;p&gt;Smooth.&lt;/p&gt;&#xA;&lt;p&gt;Bursting.&lt;/p&gt;&#xA;&lt;p&gt;Periodic.&lt;/p&gt;&#xA;&lt;p&gt;Alternating.&lt;/p&gt;&#xA;&lt;p&gt;Random.&lt;/p&gt;&#xA;&lt;p&gt;The final morphology could not reliably tell them apart.&lt;/p&gt;</description>
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