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Stephen Wolfram

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4069 total appearances
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Lex Fridman Podcast
#376 – Stephen Wolfram: ChatGPT and the Nature of Truth, Reality & Computation

And so the second law of thermodynamics is this kind of interplay between the underlying computational irreducibility and the fact that we, as preparers of initial states or as measures of what happens, are not capable of doing that much computation.

Lex Fridman Podcast
#376 – Stephen Wolfram: ChatGPT and the Nature of Truth, Reality & Computation

So to us,

Lex Fridman Podcast
#376 – Stephen Wolfram: ChatGPT and the Nature of Truth, Reality & Computation

Another big formulation of the second order of thermodynamics is this idea of the law of entropy increase.

Lex Fridman Podcast
#376 – Stephen Wolfram: ChatGPT and the Nature of Truth, Reality & Computation

Well, okay, so first of all, we have to say what entropy is.

Lex Fridman Podcast
#376 – Stephen Wolfram: ChatGPT and the Nature of Truth, Reality & Computation

And that's very confused in the history of thermodynamics, because entropy was first introduced by a guy called Rudolf Clausius, and he did it in terms of heat and temperature.

Lex Fridman Podcast
#376 – Stephen Wolfram: ChatGPT and the Nature of Truth, Reality & Computation

Subsequently, it was reformulated by a guy called Ludwig Boltzmann, and he formulated it in a much more kind of combinatorial type way.

Lex Fridman Podcast
#376 – Stephen Wolfram: ChatGPT and the Nature of Truth, Reality & Computation

But he always claimed that it was equivalent to Clausius' thing.

Lex Fridman Podcast
#376 – Stephen Wolfram: ChatGPT and the Nature of Truth, Reality & Computation

And in one particular simple example, it is.

Lex Fridman Podcast
#376 – Stephen Wolfram: ChatGPT and the Nature of Truth, Reality & Computation

But that connection between these two formulations of entropy, they've never been connected.

Lex Fridman Podcast
#376 – Stephen Wolfram: ChatGPT and the Nature of Truth, Reality & Computation

I mean, there's really... Okay, so the more general definition of entropy due to Boltzmann is the following thing.

Lex Fridman Podcast
#376 – Stephen Wolfram: ChatGPT and the Nature of Truth, Reality & Computation

So you say, I have a system that has many possible configurations.

Lex Fridman Podcast
#376 – Stephen Wolfram: ChatGPT and the Nature of Truth, Reality & Computation

Molecules can be in many different arrangements, etc., etc., etc.,

Lex Fridman Podcast
#376 – Stephen Wolfram: ChatGPT and the Nature of Truth, Reality & Computation

If we know something about the system, for example, we know it's in a box, it has a certain pressure, it has a certain temperature, we know these overall facts about it.

Lex Fridman Podcast
#376 – Stephen Wolfram: ChatGPT and the Nature of Truth, Reality & Computation

Then we say, how many microscopic configurations of the system are possible given those overall constraints?

Lex Fridman Podcast
#376 – Stephen Wolfram: ChatGPT and the Nature of Truth, Reality & Computation

Mm-hmm.

Lex Fridman Podcast
#376 – Stephen Wolfram: ChatGPT and the Nature of Truth, Reality & Computation

And the entropy is the logarithm of that number.

Lex Fridman Podcast
#376 – Stephen Wolfram: ChatGPT and the Nature of Truth, Reality & Computation

That's the definition.

Lex Fridman Podcast
#376 – Stephen Wolfram: ChatGPT and the Nature of Truth, Reality & Computation

And that's the general definition of entropy that turns out to be useful.

Lex Fridman Podcast
#376 – Stephen Wolfram: ChatGPT and the Nature of Truth, Reality & Computation

Now, in Boltzmann's time, he thought these molecules could be placed anywhere you want.

Lex Fridman Podcast
#376 – Stephen Wolfram: ChatGPT and the Nature of Truth, Reality & Computation

But he said, oh, actually, we can make it a lot simpler by having the molecules be discrete.