A large language model may tell you things that are not true, but it will never, ever lie to you. Because a language model has no conception of truth or falsehood, only probabilities of particular words appearing together. At scale that produces incredible things, but there is no inner model of true-ness or false-ness with which it can evaluate its own outputs. Only the rate at which we accept particular outputs.