> anything that immediately jump out to me as obviously wrong

Trace any light ray through the scene, and you will see they are bending in ways that light does not.

I'm sure we could teach a world model about light, but this image model fundamentally does not understand how light behaves (which is one of the primary things an artist needs to understand).