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    <title>Requirements Elicitation on Cognaptus</title>
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      <title>Before the Solver: Clarification Needs Its Own Readiness Gate</title>
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      <description>A new benchmark shows that optimization agents can recover more missing requirements by questioning users more systematically, but still struggle to know when the specification is actually ready to model.</description>
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