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okay welcome everyone this is the first an inaugural Vector space talks and who better to kick it off than the CTO of quadrant himself Andre V Iamp;#39;m happy to introduce you and hear all about this binary quantization that youamp;#39;re going to be talking about Iamp;#39;ve got some questions for you and I know there are some questions that came through in the chat and the funny thing about this is that we recorded it live on Discord yesterday but the thing about Discord is you cannot trust the recordings on there and so we only got the audio and we wanted to make this more visual for those of you that are watching on YouTube hence here we are recording it again and so Iamp;#39;ll lead us through some questions for you Andre and I have one thing that I ask everyone who is listening to this and that is if you want to give a talk and you want to showcase either how youamp;#39;re using quadrant how youamp;#39;ve built a rag how you have different features or challenges that youa