As far as I can tell, even figuring out how to add two numbers together is beyond the state of the art of any deep learning + programming systems. (They can do it for a limited number of digits, but not discover the "loop" part. Not an expert so I could be wrong but would love to be schooled by a real expert here.) So I am doubtful this will actually work on any problem, even ones of trivial complexity.