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    <title>AI Workflow on Programmer.ie: Modern AI programming</title>
    <link>http://programmer.ie/tags/ai-workflow/</link>
    <description>Recent content in AI Workflow on Programmer.ie: Modern AI programming</description>
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    <lastBuildDate>Fri, 28 Aug 2026 10:00:00 +0100</lastBuildDate>
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      <title>You’ve Probably Already Felt It</title>
      <link>http://programmer.ie/books/freestyle-cognition/01-chapter/</link>
      <pubDate>Fri, 28 Aug 2026 10:00:00 +0100</pubDate>
      <guid>http://programmer.ie/books/freestyle-cognition/01-chapter/</guid>
      <description>&lt;blockquote&gt;&#xA;&lt;p&gt;“If you want something new, you have to stop doing something old.”&lt;/p&gt;&lt;/blockquote&gt;&#xA;&lt;p&gt;You’ve probably done it already.&lt;/p&gt;&#xA;&lt;p&gt;You had to write a tricky email. Respond to a complaint. Explain something you didn’t want to explain. You opened ChatGPT jotted down your thoughts, hit enter and boom. It came back with something surprisingly useful. Not perfect, maybe, but something to work with.&lt;/p&gt;&#xA;&lt;p&gt;Just like that, the job that felt heavy five minutes ago was already halfway done.&lt;/p&gt;</description>
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      <title>Learning to Talk to the Machine</title>
      <link>http://programmer.ie/books/freestyle-cognition/02-chapter/</link>
      <pubDate>Fri, 28 Aug 2026 10:00:00 +0100</pubDate>
      <guid>http://programmer.ie/books/freestyle-cognition/02-chapter/</guid>
      <description>&lt;blockquote&gt;&#xA;&lt;p&gt;&amp;ldquo;The most powerful tool we have is communication.&amp;rdquo;&lt;/p&gt;&lt;/blockquote&gt;&#xA;&lt;h2 id=&#34;-goal-of-this-chapter&#34;&gt;🎯 Goal of this Chapter&lt;/h2&gt;&#xA;&lt;p&gt;To show you how to interact with AI in a way that feels natural, open, and effective even if you’ve never used a tool like this before.&lt;/p&gt;&#xA;&lt;p&gt;We’re not going to teach you the full system yet. We’re just going to start talking. But &lt;em&gt;we&amp;rsquo;re&lt;/em&gt; going to introduce one simple structure a way of shaping your interaction that helps you clarify what you actually want from the conversation and makes it easier for the AI to understand and deliver on that goal.&lt;/p&gt;</description>
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      <title>Speak Freely, Think Clearly</title>
      <link>http://programmer.ie/books/freestyle-cognition/03-chapter/</link>
      <pubDate>Fri, 28 Aug 2026 10:00:00 +0100</pubDate>
      <guid>http://programmer.ie/books/freestyle-cognition/03-chapter/</guid>
      <description>&lt;blockquote&gt;&#xA;&lt;p&gt;&amp;ldquo;Words alone are certain good&amp;rdquo;&lt;/p&gt;&lt;/blockquote&gt;&#xA;&lt;h2 id=&#34;-summary&#34;&gt;📘 Summary&lt;/h2&gt;&#xA;&lt;p&gt;In this chapter, we focus entirely on the role of &lt;strong&gt;voice&lt;/strong&gt; in the freestyle cognition process. Not just as a convenience, but as a cognitive amplifier.&#xA;Speaking instead of typing helps you externalize your thoughts faster, reflect in real time, and build momentum in your work with AI.&#xA;Whether you’re brainstorming, debugging, outlining, or learning, voice accelerates the process.&lt;/p&gt;&#xA;&lt;p&gt;You’ll learn why speech helps you think more clearly, how to design better voice-based sessions, what to do if you can’t (or don’t want to) use your voice, and why letting go of editing is essential to discovering what you really think.&lt;/p&gt;</description>
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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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