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      <title>We ran 2,000 paired agent-loop trials. Here&#39;s what surprised us.</title>
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      <description>A pre-registered benchmark of LoopGain vs fixed max_iterations across 2,000 paired trials and six agent frameworks. The headline is 92.8% cheaper — but the interesting findings are the five things that complicate it.</description>
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