> If I'm gonna be reviewing all day...

I think the point is:

Pre-LLM: 1. think, 2. write code & check, 3. review.

LLM: 1. think, 2. write prompt, <LLM writes code quickly>, 3. review.

If the thing that you enjoy about programming is writing code, you can have the LLM write code in the style you like. If you enjoyed getting to explore and understand a system, an LLM can help you do that quicker, too.

"Use LLM without thinking" won't get you substantially useful results.