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      <title>Study Before the Ticket Arrives: Pre-Task Preparation for Enterprise Agents</title>
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      <description>A new agent-study framework suggests that reusable preparation can improve frozen agents and reduce repeated test-time search—but only when the preparation strategy fits the environment.</description>
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