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    <title>Benchmarking on Programmer.ie: Modern AI programming</title>
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      <title>Advanced Agents From First Principles 12: Is Your Advanced Agent Actually Better? Benchmark It Under Equal Budgets</title>
      <link>http://programmer.ie/post/advanced-agents-from-first-principles-12/</link>
      <pubDate>Sun, 09 Aug 2026 10:10:00 +0100</pubDate>
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      <description>&lt;h1 id=&#34;is-your-advanced-agent-actually-better-benchmark-it-under-equal-budgets&#34;&gt;Is Your Advanced Agent Actually Better? Benchmark It Under Equal Budgets&lt;/h1&gt;&#xA;&lt;p&gt;You replace one model call with eight.&lt;/p&gt;&#xA;&lt;p&gt;Success rises from 62% to 74%.&lt;/p&gt;&#xA;&lt;p&gt;Great.&lt;/p&gt;&#xA;&lt;p&gt;Except the new system used:&lt;/p&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;eight times the inference,&lt;/li&gt;&#xA;&lt;li&gt;three extra judges,&lt;/li&gt;&#xA;&lt;li&gt;two rounds of critique,&lt;/li&gt;&#xA;&lt;li&gt;a larger context,&lt;/li&gt;&#xA;&lt;li&gt;a stronger verifier,&lt;/li&gt;&#xA;&lt;li&gt;and several times the latency.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&lt;p&gt;Did the architecture improve?&lt;/p&gt;&#xA;&lt;p&gt;Or did you just buy more attempts?&lt;/p&gt;&#xA;&lt;p&gt;This is one of the easiest mistakes to make in advanced agent engineering.&lt;/p&gt;</description>
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