I often hear people say LLMs are terrible at image generation. Then you look at the prompt and it is just "make it beautiful."
The issue is not execution quality. The issue is that beautiful is personal.
If you do not explain what beautiful means to your eyes, the output cannot match your taste. LLMs are extremely useful once your direction is clear.