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Pathway Flow: AI’s Struggle with Circulation in Complex Interiors

A common pitfall in AI-generated interior scenes is that they can look visually appealing at a glance, but upon closer inspection, may contain glaring errors—walls intersecting windows, doors opening into furniture, or nonsensical staircases. Our method is designed specifically to bypass these shortcomings by embedding structural and navigational checks from the very beginning.



Instead of relying on purely visual cues from 2D training data, we anchor every design decision in 3D coherence—ensuring spaces are logically laid out, with correctly sized doorways, properly aligned corridors, and fully functional circulation paths.


What makes our approach stand out is its focus on physical plausibility. Each generated environment undergoes rigorous verification to confirm that walls, floors, ceilings, and fixtures conform to realistic spatial requirements. This eliminates the “floating” or “overlapping” furniture problems and invalid corridors that frequently show up in AI-rendered interiors. Because our system accounts for these constraints at a foundational level, the end result is both visually compelling and structurally sound. By providing AI models with these fundamentally correct 3D layouts, we enable them to generate more realistic interior scenes—without the risk of producing the clearly “wrong” environments that have traditionally plagued automated design tools.

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