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    <title>ReAct on Programmer.ie</title>
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      <title>DSPy From First Principles 14: Agents Are Programs Too</title>
      <link>http://programmer.ie/books/dspy-from-first-principles/14-chapter/</link>
      <pubDate>Fri, 28 Aug 2026 11:05:00 +0100</pubDate>
      <guid>http://programmer.ie/books/dspy-from-first-principles/14-chapter/</guid>
      <description>&lt;h1 id=&#34;agents-are-programs-too&#34;&gt;Agents Are Programs Too&lt;/h1&gt;&#xA;&lt;p&gt;Chapter 13 gave failures language. The optimizer can receive feedback, reflect, and propose better instructions.&lt;/p&gt;&#xA;&lt;p&gt;The next limitation is access. Our editorial program receives a sentence and local context. A repository repair program cannot be handed the whole world as one input and expected to behave.&lt;/p&gt;&#xA;&lt;p&gt;The naive shape is:&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;issue&#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;huge repository context&#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;model&#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;patch&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;The stronger shape gives the program &lt;strong&gt;bounded capabilities&lt;/strong&gt; rather than one giant input:&lt;/p&gt;</description>
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