the only guest on this show and you've got to keep talking so i'm going to go for a moment to tyler jeremiah and tyler johnny and stan about what is possible yet what we've been doing for a big chunk of the show with nina is working out why the fakes when they used in a sinister way are problematic time that is a student he knows a lot about ai and even he is to christ alison. you know as someone who's pretty much grown up on social media i feel like before i have a pretty good understanding of how information gets manipulated by man was or someone i didn't know and coming at this as a political science student my main concern is how does ai technology and was the fix and packed our politics so my main question is given that so biden just won the presidency here in the u.s. what advice would you give his administration in dealing with this technology going forward. i think that every politician who believes in love liberal democracy and a shared reality to govern society and doesn't want to have neverending information warfare should make an absolute point of priority the problems of the inf