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      <title>One-Shot Brains, Fewer Mouths: When Multi-Agent Systems Learn to Stop Talking</title>
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      <description>A mechanism-first reading of TOPODIM, a multi-agent framework that replaces chatty coordination with sparse, task-specific topology generation.</description>
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