Why would it need to specifically circumvent this instead of casually circumventing it simply by better mapping how the bits on a program map to how an image ap

Why would it need to specifically circumvent this instead of casually circumventing it simply by better mapping how the bits on a program map to how an image appears to the viewer? if f(x)1011 and 1010 both "look" the same shouldn't a well designed AI learn equally well to recreate that particular look. It doesn't need a "deglaze" circumvention step it just needs a continually improving learning process that automatically accommodates both glazed and un-glazed images.