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so now ive got a different thing to talk about so i wanted to give an overview of a number of tools that are in the python typing ecosystem right now which manipulate type annotation objects at runtime theres a lot of interesting things thats being done here so i just did a survey of all the ones that all the libraries that are doing this type of thing that i could get my hands on so its probably worth saying is some background that type annotations were originally designed only for use by type checkers to use statically and while the the syntax for declaring type annotations has been a subset of the expression syntax in python um and therefore you can actually get a hold of these objects at runtime i think that originally perhaps runtime usages were not necessarily focused on but because because you cant actually get expressions with types there are many libraries that have found alternate uses for actually using these type annotation variables so yeah so the things i want to go