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  5. **The 5×5×5 grid scales**: The same sectorization works for both close-up tabletop scenes and panoramic landscapes by leveraging perspective scaling of sector volumes.
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- 6. **Burn test analogy**: Just as 44 images × 227 repeats teaches the geo_prior to anchor on tags like `1person`, synthetic scenes with known spatial structure should teach it to anchor on spatial configurations — but with ground truth labels instead of statistical inference.
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  ## 8. Technical Notes
 
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  5. **The 5×5×5 grid scales**: The same sectorization works for both close-up tabletop scenes and panoramic landscapes by leveraging perspective scaling of sector volumes.
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  ## 8. Technical Notes