I think the idea or methodology is something along the line of one starts with the local models then when they hit a wall then continue with their current results in a frontier model, thus the other half is those last bits one could not compute locally.

If you are only using chatbots for code gen then for sure this is a reasonable approach. If you're trying to learn something then your best bet is to not have the lowest jpg quality version of human knowledge be your teacher.