Exactly, and right now the LLMs acceleration effect is a tool, not "give me the final solution". Even people that can't code, using LLMs to build applications from scratch, still have this tool mindset. This is why they can use them effectively: they don't stop at the first failed solution; they provide hints to the LLM, test the code, try to figure what's the problem (also with the LLM help), and so forth. It's a matter of mindset.
btw, fusion has arrived by that definition: No reactors that would produce more energy than they consume, But net positive reactions have been achieved. Tasks where LLMs output is more than 1x are few and far between.