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    <title>Text-to-3D on Cognaptus</title>
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      <title>RL Grows a Third Dimension: Why Text-to-3D Finally Needs Reasoning</title>
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      <description>A mechanism-first reading of why reinforcement learning for text-to-3D generation needs specialized rewards, token-level optimization, reasoning-heavy benchmarks, and coarse-to-fine training.</description>
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