  Large Language Models (LLM) are studied. Applications to chatbots and
education are considered. A case study on Leonardo's contribution to astronomy
is presented. Major problems with accuracy, reproducibility and traceability of
answers are reported for ChatGPT, GPT-4, BLOOM and Google Bard. Possible
reasons for problems are discussed and some solutions are proposed.
