Every day many of us turn to tools such as OpenAI’s ChatGPT for medical advice, legal guidance, psychological insight, educational tutoring or judgments about what is true and what is not. And on some level, we know that these large language models (LLMs) are imitating an understanding of the world that they don’t actually have—even if their fluency can make that easy to forget.