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      <title>From Causal Parrots to Causal Counsel: When LLMs Argue with Data</title>
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      <description>A mechanism-first reading of how LLMs can become auditable causal-prior generators when their claims are filtered by consensus, checked against data, and adjudicated by argumentation.</description>
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