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@@ -506,7 +506,7 @@ <h4 class="mb-4">Trace Graph</h4>
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                         <h2 class="display-2 mb-4">Showcases</h2>
-                        <p>We can extend the same idea of end-to-end optimization to train more complicated AI systems. Empirical studies showcase Trace's ability to optimize diverse problems, from numerical optimization, LLM agents, to robot control, often outperforming specialized optimizers. </p>
+                        <p>We extend the same idea of end-to-end optimization seen in the Battleship example to train more complicated AI systems. Empirical studies showcase Trace's ability to use a single LLM-based optimizer (OptoPrime) to solve diverse problems, from numerical optimization, LLM agents, to robot control, often outperforming specialized optimizers. In these experiments, each iteration makes just <b>one</b> call to an LLM (GPT-4) to optimize graphs of tens of nodes. </p>
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