I think the main point is that LLMs are pretty good at following existing patterns and conventions.

If you setup your skeleton in a way it is familiar to you, reviewing new features afterwards is easier.

If you let the LLM start with the skeleton, they may use different patterns and in the long run it's harder to keep track of it.

> they may use different patterns

"Bad" is the word you're looking for, not "different".