I've tried the new Fix Room function twice now, and in both cases it actually made the architectural issues in the initial AI design worse. Example 1 In this case I wanted to check what a particular side table would look like next to an armchair that fills out an otherwise-awkward spot in my formal living/dining room. The pictures attached are the original room photo, the initial AI output, and the result of applying Fix Room. Original Room The original room photo was taken looking across the living room area, back towards a walkway that wraps around from the entryway (out of frame to the left), past the formal areas and staircase (middle background of this photo), and on into the family/meals/kitchen area (far right background). The living/dining area is separated from the walkway and entrance by pony wall sections and a series of narrow wall "columns" where the upper floor is supported. The living/dining area has three large openings to the walkway, one of which is angled. The walkway has both straight and angled sections, with a wider area at the base of the stairs. The armchair in question sits in front of a column where an angled area meets a straight area, i.e. the column consists of two narrow sections of wall meeting at an angle. Behind it is the walkway, then you have the far wall of the walkway, and rooms beyond that. The formal rooms have floating timber floors, while the entryway, walkway and kitchen have white tile. To a human, I think the flooring changes and ceiling features including cornices and shadows make it clear that the armchair sits in front of a column with some open space behind it, and not directly against a continuous wall. Initial AI Output In the initial AI output, the walkway has been deleted. The far wall of the walkway has been brought forward to be a wall of the living area, which causes quite an odd configuration where the wider area around the stairs is. There are a few other issues, such as: Significant horizontal compression, probably due to the aspect ratio of the original room photo. An area on the large artwork being turned into a clock. A sofa arm in the right foreground being changed to a seat of some kind. (The sofas have big chunky arms which probably contributed to the misidentification.)