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  <title>Rollouts — Physical Reasoning</title>
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  <description>Research notes from Physical Reasoning: world models, latent actions, and spatial intelligence.</description>
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    <title>Prediction is not understanding, until it is</title>
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    <pubDate>Wed, 15 Jul 2026 00:00:00 GMT</pubDate>
    <description>Where pixel-level forecasting diverges from causal competence, and an evaluation protocol that separates the two.</description>
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    <title>Latent actions from unlabeled video</title>
    <link>https://physicalreasoning.ai/blog-latent-actions.html</link>
    <guid>https://physicalreasoning.ai/blog-latent-actions.html</guid>
    <pubDate>Wed, 10 Jun 2026 00:00:00 GMT</pubDate>
    <description>Recovering an agent's control space from observation alone, with no teleoperation and no action logs.</description>
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    <title>Spatial memory at kilometer scale</title>
    <link>https://physicalreasoning.ai/blog-spatial-memory.html</link>
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    <pubDate>Tue, 12 May 2026 00:00:00 GMT</pubDate>
    <description>A persistent 3D state representation that keeps generated worlds consistent far beyond the current viewport.</description>
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