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hey everyone Iamp;#39;m Jake from the lsmith engineering team and Iamp;#39;m here to tell you about our newest beta feature around fuse shot prompting for those of you who donamp;#39;t know fuse shot prompting is a technique where you show examples of the how the llm should respond to similar types of questions in your prompt before you ask the llm your question uh this is great because it lets you improve the performance of your application without any sort of magical um prompt engineering uh one of the hardest parts of this normally is setting up a vector database or search database to store your past examples but weamp;#39;re going to make this really easy to do with Lang Smith data sets so letamp;#39;s go through this sample notebook um in order to show you how the feature Works um so for the problem setup weamp;#39;re going to assume we have a data set which is just a series of questions and answers um and weamp;#39;re going to model this after our application called chat l