I will use an LLM/agent if
- I need to get a bunch of coding done and I keep getting booked into meetings. I'll give it a task on my todo list and see how it did when I get done with said meeting(s). Maybe 40% of the time it will have done something I'll keep or just need to do a few tweaks to. YMMV though.
- I need to write up a bunch of dumb boilerplatey code. I've got my rules tuned so that it generally gets this kind of thing right.
- I need a stupid one off script or a little application to help me with a specific problem and I don't care about code quality or maintainability.
- Stack overflow replacement.
- I need to do something annoying but well understood. An XML serializer in Java for example.
- Unit tests. I'm questioning if this ones a good idea though outside of maybe doing some of the setup work though. I find I generally come to understand my code better through the exercise of writing up tests. Sometimes you're in a hurry though so...<shrug>
With any of the above, if it doesn't get me close to what I want within 2 or 3 tries, I just back off and do the work. I also avoid building things I don't fully understand. I'm not going to waste 3 hours to save 1 hour of coding.
I will not use an LLM if I need to do anything involving business logic and/or need to solve a novel problem. I also don't bother if I am working with novel tech. You'll get way more usable answers asking about Python then you will asking about Elm.
TL;DR - use your brain. Understand how this tech works, its limitations, AND its strengths.
What struck me over the years was the open hostility we faced from the staff. The admins would buy our product, then have us come do trainings. The clinicians seemed to resent every second of it and would just never use the tool.
Towards the end of my tenure there, a PM said to me “the last thing these people want is to have to learn yet another workflow”. Which is when the penny dropped for me that our tool was just one of a bazillion being force fed to these poor people. They want to spend their time with patients not a screen.
Despite it being the most mission driven I have ever felt about a product (we were literally trying to help cure cancer lol). I’ll never work in health care again. Like education, it’s a quagmire.