It points me in the right direction so I can actually read the *relevant* docs. I am a novice coder, but I am very familiar with hallucinations. I've been running local models for a couple years now. I understand that it's just a next token predictor.

That said, you might find some benefit in allowing a model to autofill boilerplate code for you. I don't program enough for it to be worth my time to set that up (I also use NVChad and there aren't a lot of easy tutorials for that, like there are with something like sublime or vscode)