Is this any different than how a PM gets a programmer to work on a project? They think, then they deliver. If given more time, maybe they deliver something better. Maybe they consult some text and try to apply a design pattern.
The LLM in this use case is perfect because almost everything involved is text based, and the model is able to take in all the expressive that is language.
They will not save you from every pitfall, but that isn't the point; engineers walk into pitfalls all the time. This can get you in, and out, much much quicker.
Yes, it's very different. You seem to be suggesting that the current frontier LLMs, when tied to their tools and harnesses, have emergent properties that are similar to human consciousness. If you truly believe that, I'm not sure how to have a productive discussion here.