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    <title>Speculative Execution on Programmer.ie: Modern AI programming</title>
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      <title>Advanced Agents From First Principles 19: Can Your Agent Explore in Parallel Without Creating Chaos? Use Speculative Execution and Early Cancellation</title>
      <link>http://programmer.ie/post/advanced-agents-from-first-principles-19/</link>
      <pubDate>Sun, 09 Aug 2026 11:10:00 +0100</pubDate>
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      <description>&lt;h1 id=&#34;advanced-agents-from-first-principles-19-can-your-agent-explore-in-parallel-without-creating-chaos-use-speculative-execution-and-early-cancellation&#34;&gt;Advanced Agents From First Principles 19: Can Your Agent Explore in Parallel Without Creating Chaos? Use Speculative Execution and Early Cancellation&lt;/h1&gt;&#xA;&lt;p&gt;A production agent often has more than one useful thing it could do next.&lt;/p&gt;&#xA;&lt;p&gt;It could:&lt;/p&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;inspect repository state,&lt;/li&gt;&#xA;&lt;li&gt;run a targeted test,&lt;/li&gt;&#xA;&lt;li&gt;retrieve documentation,&lt;/li&gt;&#xA;&lt;li&gt;ask a second model to critique a candidate,&lt;/li&gt;&#xA;&lt;li&gt;generate an alternative implementation,&lt;/li&gt;&#xA;&lt;li&gt;probe an API,&lt;/li&gt;&#xA;&lt;li&gt;inspect a deployment,&lt;/li&gt;&#xA;&lt;li&gt;or verify an invariant.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&lt;p&gt;If those actions are independent, executing them one by one can be needlessly slow.&lt;/p&gt;</description>
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