You can also prompt it to hold back if it doesn’t know, which seems to make a difference. It’s part of my default prompt, and since I added it I haven’t had any overt hallucinations. Definitely invalid code, but not due to crazy errors. Just syntax and inconsistent naming mostly.

I verify just about everything that I ask it, so it isn’t just a general sense of improvement.