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      <title>Who Sees What, Who Pays the Cost? Teaching Agents to See Through Others’ Eyes</title>
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      <description>Structured planner-derived examples help LLM agents with simple shared-visibility filtering, but the harder business problem is belief tracking and pricing the cost of information.</description>
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