Maybe - but I would argue that the skill comes in knowing if the architecture is appropriate and knowing that LLM is not screwing it up.

You can get more confidence by asking the LLM about when the architecture would be appropriate than by trying to intuit it yourself. The LLM is trained on so many more architectures and stories of how they panned out than you are.

The skill is really in manually testing before handoff.