[Music] Today I want to talk to you about some work that I've been uh trying to to uh sort out the the ideas behind for bringing AI into the classroom. I think we've all seen the advent of chat type models based on transformers, foundation models, etc. They sort of appeared on the scene about two years ago now and most of us I think by now have interacted with them in some ways. But they have uh an amazing potential in particular for interactions that involve sort of complex discussions and where people wil ...