Bugmaster comments on Thoughts on the Singularity Institute (SI) - Less Wrong

256 Post author: HoldenKarnofsky 11 May 2012 04:31AM

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Comment author: Polymeron 20 May 2012 05:45:29PM *  6 points [-]

I'm afraid not.

Actually, as someone with background in Biology I can tell you that this is not a problem you want to approach atoms-up. It's been tried, and our computational capabilities fell woefully short of succeeding.

I should explain what "woefully short" means, so that the answer won't be "but can't the AI apply more computational power than us?". Yes, presumably it can. But the scales are immense. To explain it, I will need an analogy.

Not that long ago, I had the notion that chess could be fully solved; that is, that you could simply describe every legal position and every position possible to reach from it, without duplicates, so you could use that decision tree to play a perfect game. After all, I reasoned, it's been done with checkers; surely it's just a matter of getting our computational power just a little bit better, right?

First I found a clever way to minimize the amount of bits necessary to describe a board position. I think I hit 34 bytes per position or so, and I guess further optimization was possible. Then, I set out to calculate how many legal board positions there are.

I stopped trying to be accurate about it when it turned out that the answer was in the vicinity of 10^68, give or take a couple orders of magnitude. That's about a billionth billionth of the TOTAL NUMBER OF ATOMS IN THE ENTIRE UNIVERSE. You would literally need more than our entire galaxy made into a huge database just to store the information, not to mention accessing it and computing on it.

So, not anytime soon.

Now, the problem with protein folding is, it's even more complex than chess. At the atomic level, it's incredibly more complex than chess. Our luck is, you don't need to fully solve it; just like today's computers can beat human chess players without spanning the whole planet. But they do it with heuristics, approximations, sometimes machine learning (though that just gives them more heuristics and approximations). We may one day be able to fold proteins, but we will do so by making assumptions and approximations, generating useful rules of thumb, not by modeling each atom.

Comment author: Bugmaster 20 May 2012 08:57:24PM 4 points [-]

Yes, I understand what "exponential complexity" means :-)

It sounds, then, like you're on the side of kalla724 and myself (and against my Devil's Advocate persona): the AI would not be able to develop nanotechnology (or any other world-shattering technology) without performing physical experiments out in meatspace. It could do so in theory, but in practice, the computational requirements are too high.

But this puts severe constraints on the speed with which the AI's intelligence explosion could occur. Once it hits the limits of existing technology, it will have to take a long slog through empirical science, at human-grade speeds.

Comment author: Polymeron 23 May 2012 04:35:32PM 1 point [-]

Actually, I don't know that this means it has to perform physical experiments in order to develop nanotechnology. It is quite conceivable that all the necessary information is already out there, but we haven't been able to connect all the dots just yet.

At some point the AI hits a wall in the knowledge it can gain without physical experiments, but there's no good way to know how far ahead that wall is.

Comment author: Bugmaster 23 May 2012 09:13:22PM 2 points [-]

It is quite conceivable that all the necessary information is already out there, but we haven't been able to connect all the dots just yet.

Wouldn't this mean that creating fully functional self-replicating nanotechnology is just a matter of performing some thorough interdisciplinary studies (or meta-studies or whatever they are called) ? My impression was that there are currently several well-understood -- yet unresolved -- problems that prevent nanofactories from becoming a reality, though I could be wrong.

Comment author: CCC 22 March 2013 07:56:53AM 0 points [-]

Thorough interdisciplinary studies may or may not lead to nanotechnology, but they're fairly certain to lead to something new. While there are a fair number of (say) marine biologists out there, and a fair number of astronomers, there are probably rather few people who have expertise in both fields; and it's possible that there exists some obscure unsolved problem in marine biology whose solution is obvious to someone who's keeping up on the forefront of astronomy research. Or vice versa.

Or substitute in any other two fields of your choice.

Comment author: Polymeron 24 May 2012 08:57:11AM 0 points [-]

The way I see it, there's no evidence that these problems require additional experimentation to resolve, rather than find an obscure piece of experimentation that has already taken place and whose relevance may not be immediately obvious.

Sure, that more experimentation is needed is probable; but by no means certain.