ML-generated pseudo-photos look 3D-rendered because noise is information, and more information is both more expensive (a noisy photo can be 3x the size at the same resolution) and creates more opportunities for self-inconsistencies (e.g., with real camera sensor noise) that make fakes easier to identify automatically.