Except I generally do know when I'm wrong because I'm working in a domain I am familiar with, and it will often create experiments on the fly unprompted (well, prompted, but generically in AGENTS.MD) to check itself. My experience actually using it for software is that it almost never makes up answers. The answer for hallucinations is fairly simple: give it facts and tools to ground itself.