I've had numerous instances where ChatGPT has produced output which looks confidently authoritative, but which I as a domain expert can recognize as wrong or even nonsensical. One needs to _heavily_ tune their Gell-Mann amnesia detector when working with LLMs, and recall that if it's not getting the things right you are an expert on, it's likely not getting the things right that you're not an expert on, either.