 All right, a paper published by a research group based in the UK at University of East Anglia. What they did was they asked Chad GPT a survey on political beliefs. So they put together questions of political beliefs. They asked GPT, what do you think the liberal parties, a typical liberal would say, what answers would it give to these questions? So it got Chad GPT to tell you what kind of a leftist answer to a series of political questions would be. And then they asked Chad GPT the political questions without telling it from a left, right, middle perspective, give you an answer to the same set of questions. Well, it turned out that the answers Chad GPT gave as if an objective answer matched up pretty closely with the answer it gave when it was prompted to give the leftist view of the answer to these questions. And of course the conclusion is Chad GPT is significantly tilted left. It's tilted left in the United States, United Kingdom and Brazil. So it gave it gave answers that fit much more Lula than they would Bolsonaro or would everybody else. So Chad GPT is biased to the left. Now, this of course is not surprising. It's not surprising not because the algorithm, the people programmed algorithm programmed in a way is to deviate it towards the left. It's not because the companies that that run Chad GPT or whatever these things are are generally a leftist. It's not surprising because the left dominates the content on the internet, particularly what you would categorize as prestigious content, journal articles, long form articles in places like, I don't know the Atlantic or the New Yorker, anything that Chad GPT might have been exposed to, the reality is that those spaces are dominated by leftist writers. They're probably more leftist on substack. They're just more leftist intellectuals. And therefore there's more leftist production. And therefore if the algorithm is just going by number in a sense, democratically by a number of voices and maybe tilted by prestige, it's going to be leftist. So Chad GPT shockingly is left that of course also uses the media and the media is biased. So, you know, the dominant media, the big media, the media is watched the most overall, if you add them all up, is going to be tilted towards the left. So Chad GPT has left us and beware when you ask it a question. Just like when you listen to the news, don't just accept the answer. Accept, accept when you listen to news on the Iran book show News Roundup.