accelerated cultural change in the way sex accelerated biological change. Culture is a combinatorial thing. It brings together ideas, it reorganizes atoms and electrons in different combinations. So every technology we look at is actually a combination of other technologies and of other ideas. And its ideas coming together in changing each other that
money is going to corrupt the people that create ASI? And as the flaws in this combinatorial way affect your own understanding of your own flaws and self-reflection. So yeah, it's a beautiful mess, and all of us have that line.
Velcro. Velcro, yeah. Associational thinking. Einstein said creativity is nothing more than combinatorial play. So Version 1.0 lacks this discovery orientation, and it's hurting its effectiveness.
He felt like the guy who wrote this thing in the 13th century in Sanskrit -- probably there was nobody he knew who understood what he was talking about. But he had these ideas about combinatorial -- what we now call combinatorial math -- and Knuth found a translation of this document, and he felt like this guy was talking to him. Like, he understood him. And he's like, "I had those same thoughts as I was getting started in computer programming." And so, this poor guy -- he'll never know
Now increasingly, they'll be encountering longer, more complex words that combine meaningful elements, such as those in this list. Now the neat thing about this type of combinatorial structure is that we don't need to learn all these words separately. Once we understand the function of the meaningful parts of words, it's possible to see that all of these are versions of the same word.
What else would matter? Yeah? Combinatorial explosion. Rules that are interacting with each other. Exactly, so part of the thing is you get these long laundry lists of rules.
especially with the Alpha X projects, so I'm thinking AlphaGo, of course, AlphaFold. What they really are is we're building models of very combinatorially , high-dimensional spaces that, you know, if you try to brute force a solution, find the best move in Go, or find the exact shape of a protein, and if you enumerated all the possibilities, there wouldn't be enough time in the,
maybe including payment details. What's a good balance between providing users that agency and not having a combinatorial explosion of how can my piece of software handle all these different cases based on what people are interested in doing and sharing?
or so, and so Bound is going to be episodically releasing some of their work, which purports to be other leaked And it's about the problem with-- how does evolution actually work on a combinatorial level?
conditions. So the challenging thing is to be aware that these comfort foods are the worst And the microbes, through this combinatorial possibility, can develop strategies to break them down and inactivate them.
which of these two innovations we want in the species. But if they're having sex then of course at some point you can get an organism that has both of these. So, the effect of sex--the invention of sexual reproduction--enabled evolution to become cumulative and combinatorial . It wasn't the case before that.
can't get the ideas coming together and therefore culture never builds. It's not progressive, it's not cumulative in these animals. That's what's different about us, not that we've got culture, but we've got cumulative combinatorial culture. And it's this process of exchange, this process of swapping things with each other that's had a huge impact on our development. So why is it? Why does exchange cause innovation? Why does exchange raise living standards, indeed? And the answer really is a pretty old one. David Ricardo, a stockbroker, in
AlphaGenome is surprising that you can map the genetic code to the function. Kind of playing with the emergent kind of phenomena, you think there's so many combinatorial options that, and then here you go, you can find the kernel that is efficiently modeled.
On the ML side of the house, we're applying unsupervised density estimation here in a univariate setting. And we're applying, essentially, combinatorial feature selection routines over the explanatory attributes in order to pull out these high-level summaries that a non-expert user can go and sort of dig into.
So if you want to write stories with radically different, multiple endings, the characters themselves have to be quite different. And so you do get this huge cognitive burden dealing with that and some sort of combinatorial explosion. So I'm not necessarily saying that you always have to have multiple branching narratives.
involved. The surface of clay can organize molecules and allow certain polymerization reactions to occur. But I'm gonna tell you about a different organizing matrix that we are working on. As a result of all this, you get what I call "combinatorial chemistry." Each of these compartments is a microscopic test tube and each compartment is different from all the others. It's a combination of molecules in those individual compartments.
Now the invention of exchange had the same impact on cultural evolution. Because you can actually have cultural without sex--as it were, you know--you can have culture without exchange. And the effect is you get no cumulative combina--combinatorial . Chimpanzees have culture's, they have traditions of how to break open nuts with rocks. And the fascinating thing is that if you go to different parts of Africa--indeed even to different parts of the same forest--you'll
So he talked about looking at Babylonian manuscripts of how they described the algorithms in ancient Babylonia 4,000 years ago just to sort of see how did they think about algorithms. And then, he found a Sanskrit document from the 13th century about combinatorial math and really felt that this was actually quite sweet. He felt like the guy who wrote this thing in the 13th century in Sanskrit -- probably there was nobody he knew who understood what he was talking about.
And so this is how this cultural transmission occurs. Now, what we don't yet know is whether whales have anything similar to what we believe defines human language and sets it apart in terms of these combinatorial capacities, semantic syntax, et cetera.
There should be a balance. --agree with that? And I would agree with what you talk about, which is the combinatorial approach.
There should be a balance. Well, you are doing stuff, but-- --but it has been a combinatorial approach.
I mean, they get to cheat right, because it's combinatorial .
in different combinations. So every technology we look at is actually a combination of other technologies and of other ideas. And its ideas coming together in changing each other that is innovation in a way--is to some of the things going to making bicycle, they are all different. And in order to be combinatorial , in order to be cumulative you need to have process of exchange. And it's the same in biological evolution. My body is also a combination of inventions. Different proteins, different genes, different cell types that have all