That is extremely interesting. It's interesting because there's all this concern that young people jobs are not going to be there for them. AIs are replacing them. On the flip side, there's what you're describing here. It feels like people coming into learning today are going to be move so fast and learn so much more in in where where do you sit on this divide of like young people are in big trouble or they're actually going to be the ones winning in the end? >> Yeah, so the job the job substitution job loss thing is just it's very reductive. It's it's I think it's an overly simplistic model. And again, it goes back to what I said at the very beginning, which is we've actually been in a regime for 50 years of very slow technological change in the economy. And so, you know, and again, like I said, it's like at a at a half the rate of the of the previous era and then a third the rate of like 100 years ago. And so, we're we're we're we're we're coming out of this kind of phase where we've had like almost no technological progress in the economy. We've had remarkably little job churn as a result of that relative to to any historical period. And so, even if AI like ticks up even if AI triples productivity growth in the economy, which would like be a massively big deal, take us back to the same level of job churn that was happening between 1870 and 1930. And if you go back and you read accounts of 1870 to 1930, people just thought the world was awash with opportunity, right? At that rate of technological transformation, kids were able to like develop new careers into new areas of of the economy building new kinds of products and services. I mean, you know, a huge part of our everything in our modern world today was kind of invented and and I'm proliferate a kind of during that period. And so, even if AI like triples the pace of economic change in the economy, it's going to just translate to it like a much higher rate of economic growth. It's going to translate translate to a much higher higher rate of job growth. And you know, there there'll be some level of like task level and job level substitution will take place, but that will be swamped by the macro effects of economic growth and innovation. We'll happen in that then corresponding to that, there will be, you know, there will there will be hiring booms, you know, I quite honestly I think all over the place. And then again, go back to the other thing, which is like this is all happening in the face of declining population growth and and and increasingly population shrinkage. And so, human workers in many many many countries over the next, you know, 10, 20, 30 years are going to be at more and more of a premium literally because you're going to have shrinking population levels. And so, if you sort of combine in a country like the US or any country in Europe, if you combine declining population with less immigration, you're the the remaining human workers are going to be at a premium, not at a discount. Uh and so, I think I think that combination of kind of faster productivity growth, faster economic growth, and then slower population growth and less immigration uh actually means there's going to be much less of this kind of dystopian, you know, no jobs thing. I I just think it's probably totally off base. >> That is extremely interesting. So, what I'm hearing is you're not super worried about job loss. Is the key here that the timing kind of just works out? This population decrease, you know, like all these kind of have to line up for there not to be this massive job loss with AI? >> Yeah, well, look, if we didn't have AI, we'd be in a panic right now about what's going to happen to the economy. Because what we what we'd be staring at is a future of depopulation and like depopulation without new technology would just mean that the economy shrinks, right? So, so it would mean that the economy kind of itself kind of shrinks over time, you know, the opportunity diminishes, there are no new there there are no new jobs, there are no new fields, there's no new there's no new source of consumer demand for spending on things. Uh and so, you you would you would you would be very worried about going into a period of like severe decline and stagnation. Uh and you know, you know, essentially you'd be looking at these like very dystopian scenarios of like an economy kind of self-euthanizing itself uh over time. Uh and and you it's you'd be very worried about like the opposite of what everybody, you know, thinks that they're worried about. The only reason we're not worried about that is because we now know that we have the technology that can substitute for the lack of population growth and then, you know, also for the for the lack of immigration that's likely. And so, we you know, it it I would say the timing has worked out miraculously well in the sense of we're going to have AI and robots precisely when we actually need them to keep the economy from actually shrinking. Uh and and I just think like that that's just like a fun a fundamentally a fundamentally good news story.