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hey guys today I want to talk about AI again and this time Im going to be talking about retrieval augmented generation in a previous video I talked about Vector searches and this kind of Builds on that same concept but it adds another element to it so Im going to talk about what retrieval augmented generation is as well as related to Vector searches and how these two kind of come together to create a robust and enriching application experience that can query data and also use generative AI at the same time so first I want to walk through kind of the architecture how this works then well go into some code demonstrations about how all the pieces fit together when were talking about building one of these applications so as a review lets look at Vector databases for a second so these three here on the left are three different kinds of databases on I didnt put tabular databases on this because most folks are going to be familiar with that concept but these three are different kinds of