Also in academia but I'm old and my real work is done withy students. I'm coding by hand much less than I used to (boo) but solving more problems with code myself than I used to (yay). Having an llm do things turns out to be similar to having a student do them but with fast turnaround and it's fine to have them work on your home automation system. ;)

Another academic. LLMs are great for opening searches. I state what I would like to get into and let it get some initial paper recommendations. It seems to solves a hard problem: discoverability. Maybe I'm just getting subjected to more subtle bias but it is extremely easy and fast now to get a nice selection of relevant literature to review.

Analysis and any artifacts are all handcrafted by me. I mean, that is the work. I have never seen papers or code as an outcome. What I want is to learn and enable other to learn. That I can only get from doing the work myself.