last freakout along these lines was, and how little we seem to have learned from it. So, I think you all know the the first really powerful wave of AI that came across the economy was just, you know, good old-fashioned machine learning, and that started to demonstrate its power in about 2012. Eric and I wrote the second machine agent 2014. And at that time, I thought that a lot of white-collar workers, radiologists is a really good example, were in trouble because the technology was better than they were at the thing they were getting
So, I think you all know the the first really powerful wave of AI that came across the economy was just, you know, good old-fashioned machine learning, and that started to demonstrate its power in about 2012.