Code generators are valuable one of the things that's super cool like here I have a little site I built for a course whether dot talk by them not. That lets you go and enter a city and it'll tell you literally the real weather right now. The next thing is the fast API code generator which takes an open API file and then it'll create your pedantic model to use in those cases. So there's a separate async one very cool all right let's talk about tonight just bag on code generators okay because they are valuable.