Is helpful to always be skeptical of code and try to get an understanding of it.
Another way I think of it is I find it easier to revise than to write (both in English and code). So when I write something I just try to get my ideas out there and then skeptically reread it and recompose. LLMs let me just speed up that process.
Aaawwww hellz no. I hate looking at my old code. I've had too many of those surreal experiences where something breaks, I start looking at how to fix it, and am suddenly stunned to realize "this could never have worked in the first place." There's one or two of those I'm still puzzling over, decades later. :-(
Good go is like brutalist architecture. Strip out all the cute, the smart the stupid coder tricks. Write ugly, blocky, verbose, spelled out, functional code. Test the ever loving shit out of it.
Go is fast enough that if your going back to fix a "performance problem" you either did something head smackingly stupid (we all have) or you have a real bottleneck and it's time to roll up your sleeves and write that elegant solution.
I tend to revisit code more often to add features or deal with edged case bugs than anything else. That clear and functional code without any magic is a win.
Edit: you can do the above with almost any language but those that choose packages over standard libs make it HARD.
I assume everyone else must be working on projects/languages that have far more representation in the training set, but for me, especially working in Rust, even trying to write interfaces into C libraries, I would constantly find myself dealing with hallucinated parameters or function calls, incorrectly implemented functions or just broken code.
At the very least if I do it myself, I'll have some intuition about how the code works.
I can't speak for anyone else, but I've used LLM's mainly for generating Java code. The generated code hasn't necessarily ever been perfect, but IME it's been "close enough" that even counting having to make some manual changes, it's still faster than writing it myself from scratch.
That said, I'm typically only using it for relatively short snippets of code, where I "know" how to do the operation in question, but want to avoid having to stop and look up fiddly details that might not be cached "top of mind" because I haven't written that code in a while.
I'm sure there are use-cases where LLM's don't save time, but I'm equally sure that there are at least some where they do.