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detecting similar IDs is a challenge that we have at coin base and Im going to talk to you a bit a bit more in detail about that but just a bit about myself my name is brew Kai and Ive been at coin base for about two years and Ive been working on some identity related products recently and worked on worked on a few things around account recovery using identity documents as well as using identity documents as different kinds of friction its just a little bit about coinbase first everyone Im assuming everyones familiar with coinbase but were basically trying to make it very easy for our users to buy and sell and hold cryptocurrencies and what were trying to do is you know were trying to basically do what the internet did back in the days for for in terms of accessibility into the financial system so were trying to enable and build build the finest 2.0 infrastructure so what does my team specifically do I work for the risk and data team which actually Supes leads and what we do