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    <title>Text Transformation on Programmer.ie: Modern AI programming</title>
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      <title>Writing, Rewriting and Proofreading Are Different Operations</title>
      <link>http://programmer.ie/books/browser-ai-from-first-principles/07-chapter/</link>
      <pubDate>Wed, 02 Sep 2026 14:10:00 +0100</pubDate>
      <guid>http://programmer.ie/books/browser-ai-from-first-principles/07-chapter/</guid>
      <description>&lt;p&gt;Writer, Rewriter and Proofreader all accept text and return text-related results.&lt;/p&gt;&#xA;&lt;p&gt;That surface similarity makes it tempting to place them behind one function:&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-javascript&#34; data-lang=&#34;javascript&#34;&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;&lt;span style=&#34;color:#66d9ef&#34;&gt;const&lt;/span&gt; &lt;span style=&#34;color:#a6e22e&#34;&gt;output&lt;/span&gt; &lt;span style=&#34;color:#f92672&#34;&gt;=&lt;/span&gt; &lt;span style=&#34;color:#66d9ef&#34;&gt;await&lt;/span&gt; &lt;span style=&#34;color:#a6e22e&#34;&gt;improveText&lt;/span&gt;(&lt;span style=&#34;color:#a6e22e&#34;&gt;input&lt;/span&gt;);&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;The name hides the most important property of the operation.&lt;/p&gt;&#xA;&lt;p&gt;How much is it allowed to change?&lt;/p&gt;&#xA;&lt;p&gt;A writer may create content that did not exist. A rewriter may change expression while preserving the underlying message. A proofreader should correct a bounded class of errors while leaving correct content alone.&lt;/p&gt;</description>
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