Gen AI is best used with languages that you don’t use that much. I might need a python script once a year or once every 6 months. Yeah I learned it ages ago, but don’t have much need to keep up on it. Still remember all the concepts so I can take the time to describe to the AI what I need step by step and verify each iteration. This way if it does make a mistake at some point that it can’t get itself out of, you’ve at least got a script complete to that point.
I test all scripts as I generate them. I also generate them function by function and test. If I’m not getting the expected output it’s easy to catch that. I’m not doing super complicated stuff, but for the few I’ve had to do, it’s worked very well. Just because I don’t remember perfect syntax because I use it a couple of times a year doesn’t mean I won’t catch bugs.