GANs are established engineering. Infinite funds and frictionless spheres aside, you don't need to break ground, but copy/paste/glue existing code with some comprehension.

LLMs are newer than GANs afaik, it just so happens GANs are a good fit here, not that one is "smarter" or "dumber".