uh thanks Sharath and thanks to all the folks uh at talks at Google uh for this opportunity uh to share our thoughts based on the book. Uh actually our starting point therefore is uh natural intelligence which we humans are endowed with. Uh and uh the way we approach uh the bookis that uh you know humans uh have had enormous creative capacities. If you go back in history uh we have created amazing things right including AI. And uh so for us the starting point is uh that
something bigger than that. And and and what what it really was was something that we actually see in all sorts of natural and technological symptoms. You know, if you're looking at the spread of a virus, the spread of a virus will it'll it'll kind of incubate andincubate and grow slowly and suddenly it'll explode. Right? And there's an idea, a political idea, and a few people will have it and then it'll spread a
gotten so good at fracking. Natural gas prices are very low. We got a lot of that now.And then the main driver of that going forward over the next 30 years is gonna be more coal-to-gas switching and then,
LNS? - Yeah. - This is Demis Hassabis' new class of systems that could be actually learnable by classical systems in this kind of way, natural systems that can be modeled efficiently?- Yeah, I mean, I've always been fascinated by the P equals NP question and what is modelable by classical systems,
And what we have taught about them, they think it's dangerous, they think they're harmful, they think that you know it's it's almost like this thing that is natural in your body is somehow dangerous once you get over a certain age. And that is all politics and badinterpretation of science. I've got this graph here which um shows female testosterone levels by age.
these other less stable and arguably more hostile countries. What I believe we as Canadians need to do is use our natural resources as leverage to get what we want from this administrationand future ones. What we want is tariff-free trade for our steel,
She's great on social media and she's a natural communicator. Natural communicator. what happened with Mondani and she has that quality.Okay, well, that leaves me up next with the many choices in front of us. Now, we have Gavin Newsom and AOC already
philosophy, more abstract feelings. But, he also talks about same-sex relationships as being something fully natural and not something that we have to be ashamed of. And that was a part that the university had problems withbecause according to this censorship policy, we aren't allowed to talk about sexual identity.
So especially if we really started thinking about how we could create different interfaces that could respond in a very NGL-- natural gesture language way.And so we started thinking about how we could leverage and take that step a little forward, take what Steve started-- which is understanding that the greatest input device was
um so there's there's sort of a poetic parallelism in that that I was interested in exploring and the more that I that I sort of wrote the pros the actual stuff of my life there were these natural tie-ins with the astronomy um more Cosmic stuff that you know I study every day and that was really exciting to me I love it and you beat me to it because I was actuallyjust about to read that passage from your book we are the stuff of stars um so you know what let me
different and you extract more the the whole steam distillation piece that you were talking about was so insightful that I could almost imagine the the setting and uh and given that a lot of the natural ingredients that you were talking about were from India in my head I could I could totally picture it right so it was it's very fascinating and it's it's actually ironical as well in away because at one end of it it's so traditional and it's so old school but the bottle of perfume is so modern and so um so Chic right so it's almost at a complete dissonance with each other
plummeted. So Merlot is only now starting to climb its way back up. Natural wine is not a new idea.
plummeted. So Merlot is only now starting to climb its way back up. Natural wine is a very old idea.
Biomass is down about to under five. Natural gas is about two to three.Nuclear is next, at 0.07.
It gets some from-- and that isn't counted here. Natural gas, it's a little under, up to about $2.
As men-- we see in research-- acquire more experience about how investing works, they tend to reduce their level of risk, and the opposite natural resources, and also in a way that helps us reduce carbon emissions.
You aren't seeing me point at things. Natural calamities like asteroids, solar EMP, ecological suicide, which both Toynbee and Diamond wouldsay we're doing yet again.
Natural languages generally do not.
Natural , artificial, supernatural-- this is actually one that's instantiated in one of the languages of the world, or a few of them.
Natural wine's more about farmers and, I think, biodynamic farming and stuff like that and low intervention, minimal sulfur.
Natural is what nature creates.
natural disasters, like the fire that we had up north here last year; divorce and single parenthood; the incarceration
Natural language understanding has improved second most.
Natural language generation, not so much.
Natural selection-- there's an idea out there that the universe was rolling along with its natural laws, and then, suddenly, a new one enters
natural working. So the idea is to work the same way the brain is naturally working.
Natural history repositories, museums, collections-- these are all over the world.
natural disasters affect is that the needs of women and girls are normally not the priority.
natural and elemental sounds.
Natural brain function allows these things to happen, but there's all these things and inhibitors we put on top of it that prevent it.
natural materials in these super innovative ways to create, and how careful they were to craft,
Natural to wrap up right about now?
natural and funny that interesting things would come up. And that's like that scene. That's just how we did it.
natural human uh limits of uh of attention to our religion and to to the
natural Talent so I had at that point also studied some Spanish theater of the golden age and I created my own major
Natural Selection it's a it's a sort of very stupid hill climbing approach so one thing we know from this is that you
natural selection that brown object at the top there is the first bit of dinosaur that somebody dug up and figured out what it was there's a really
natural world that is probably the ultimate and most inclusive Grand Challenge because it basically
natural gas or diesel for tractors that kind of thing and once we've sort of solved the problems getting our food and
natural gas combined cycle power plants that use that gas and use water for cooling and then you might have a chemical plant or Refinery on the same
natural as breathing they are rung on the ladder of
natural another question that's often asked to me third I want to talk about uh why I'm a real Optimist uh optimist
natural gas in the region fortunately that hasn't happened yet but with new pipelines coming in it does seem possible that the gates of Hell may not
natural to feel earthquakes on your feet. And then I'm also adding location because now I just know when there's an earthquake but I don't know where in the
natural world or to new petroleum resources and I don't think that's too far off it's just right now we've we've
natural things so those are the warnings in here I would love to see uh for one
Natural is very trendy, as you know.
Natural means you haven't really added anything, and you glory in not adding anything, which is great.
Natural smoke fresh from the cooker really tastes nice.
natural to see what too many AI researchers have ignored-- the organic, body-centered side of the mind