I think you underestimate their capabilities quite a bit. Their auto-regressive nature does not lend well to solving 2D problems.
See these two solutions GPT suggested: [1]
Is any of these any good?
[1] https://gist.github.com/pramatias/538f77137cb32fca5f626299a7...