Patrick v f or is here to help us write more maintainable, longer lived and more enjoyable python code. Does it seem like your python projects are getting bigger and bigger? Are you feeling the pain as your code base expands and gets tougher to debug and maintain? Patrick: I feel like it's one of these more evergreen type topics. You know, it'ss super fun to talk about the new features in flax to o, but that's only irrelevant for so long and for so many people. But writing soffer that's reliable, that can be changed over timed has good stuff to learn no matter where you are in your career.