To answer your question probably not unless I knew the person. I could argue the case that I would have outsourced the android UI scope if I was motivated enough to develop it and kept the backend to myself. I could then tinker with the front end and build upon it. However I wouldn't outsource now if I knew the person would just use LLM anyway. I'm the type that would rather build something myself than purchase off the shelf that does a similar job. It provides a huge learning opportunity that I don't want to miss.

I understand what you're saying. My opinion is I see agentic workflow similar to the star trek universe where they ask the computer questions and get a response while they continue with their work. But that doesn't mean not learning how to do things from first principles. This is what I tell juniors in my field when I pass jobs to them. They can use LLM but to ensure they know and understand what's going on and most do from their university degree. I think this is where we need to pivot towards when discussing LLM.