So for our final topic before we wrap up I want to discuss with you the idea of beneficial AI and in particular large language models. There's just so much talk about them right now with things like GPT and chat GPT and so yeah why don't we jump into that what's your take on what we're seeing right now with large language models? So today with chat TPT we're seeing these these systems do things like write poetry and write python code and answer all kinds of questions not always accurate at least sometimes they make up answers. You can imagine training these on scientific papers as well and having them answer scientific questions or even generate scientific hypotheses.

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