I sometimes teach a class on Transformers which is a technology behind models like chpt and when you give a sentence to chat PT it has to understand the relationship between the words and so on so it's a sequence of words and you just have to model that and Transformers utilize What's called the self attention to model that so I always thought okay if I can visualize a self attention mechanism and with some interactive components to it it will be really great I just don't have the skills to do that so let's ask our new model o1 preview to help me out on that so I just typed in uh this command uh and see how the model does so unlike the previous models like GPT 40 it will think before outputting an answer I'm going to use the the editor of 2024 uh when I Hoover over this thing it shows the arrows um and then quick and brown and so on and when I Hoover out of it it goes away so that's a correctly render um version of it and when I click on it it shows the tension scores as just just as I asked for