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    <title>Living Archive on Programmer.ie: Modern AI programming</title>
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      <title>Rework: Applying New Intelligence to Old Ideas</title>
      <link>http://programmer.ie/books/freestyle-cognition/07-chapter/</link>
      <pubDate>Fri, 28 Aug 2026 10:00:00 +0100</pubDate>
      <guid>http://programmer.ie/books/freestyle-cognition/07-chapter/</guid>
      <description>&lt;blockquote&gt;&#xA;&lt;p&gt;&amp;ldquo;Study the past if you would define the future.&amp;rdquo;&lt;/p&gt;&lt;/blockquote&gt;&#xA;&lt;h2 id=&#34;-summary&#34;&gt;📘 Summary&lt;/h2&gt;&#xA;&lt;p&gt;This chapter introduces &lt;strong&gt;Rework&lt;/strong&gt; the practice of using new tools to finish old ideas&lt;/p&gt;&#xA;&lt;p&gt;You’ll learn how to:&lt;/p&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;Surface unfinished or incomplete sessions from your archive&lt;/li&gt;&#xA;&lt;li&gt;Apply a new algorithm or prompting technique to see if it improves them&lt;/li&gt;&#xA;&lt;li&gt;Use the &lt;strong&gt;ROW&lt;/strong&gt; prompting technique to reason through new knowledge&lt;/li&gt;&#xA;&lt;li&gt;Use the &lt;strong&gt;CRITIC&lt;/strong&gt; prompting technique to analyze why a session stalled or never crystallized&lt;/li&gt;&#xA;&lt;li&gt;Use the &lt;strong&gt;GROW&lt;/strong&gt; prompting technique to make the final&lt;/li&gt;&#xA;&lt;li&gt;Decide whether to rework, discard, or merge the session with newer work&lt;/li&gt;&#xA;&lt;li&gt;Crystallize old ideas into something usable a blog post, a feature, a framework&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&lt;p&gt;More importantly, you’ll discover that:&lt;/p&gt;</description>
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