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hey all today weamp;#39;re talking about advanced typing in python uh specifically type vars generics and protocols my name is chris volney iamp;#39;m a senior software engineer with duo security working on the cloud sso services team um recapping what weamp;#39;ve already seen a bunch about python typing there are three python enhanced proposals perhaps that are related to this uh probably the oldest one that weamp;#39;ve seen the most of is 3107 that is how to define function annotations um this has been around for a while weamp;#39;ve been using this for a while uh the more recent features that weamp;#39;re more interested in is 483 and 484 484 is actually how we implement type hints within python 483 is more of the theory goes into some of the details that iamp;#39;m going to gloss over real quick here as a reminder this is a tool for static code analysis only there are by default no runtime implications we can however as we get into looking at protocols and in generics we c