Verification: how to catch the AI lying

A bad answer is obvious at a glance — a fabricated one looks exactly like the truth. Six red zones (numbers, quotes, links, names, dates, legal rules), four verification techniques that work, one popular technique that does nothing, and the honest boundary: where AI must never be the final word.