We're going to talk about using generative AI and large language models, paired with things like pandas or consumed with straight Python. I think it's going to empower a lot of people in ways that it hasn't really been done yet. So awesome on that. But before we get to it, let's start with your story. How do you get into programming in Python and AI? Let's see. Well, apparently I've recently learned from you that I can give you a bunch of Xs and other garbage like the test. It's like asking the Germans to say squirrel in World War II sort of thing. There's always going to be something at some sort of adversarial