With more advanced use cases I find the LLMs better at exploring a problem space and possible solutions rather than providing a solution full stop. Being able to refine a problem down into a digestible chunk the AI can take a bite of does require human level understanding that's hard to get if you haven't 'done the work' to have good fundamentals.