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Ilya Sutskever

๐Ÿ‘ค Speaker
766 total appearances

Appearances Over Time

Podcast Appearances

Dwarkesh Podcast
Ilya Sutskever โ€“ We're moving from the age of scaling to the age of research

I think there'll definitely be diminishing returns because you want people who think differently rather than the same.

Dwarkesh Podcast
Ilya Sutskever โ€“ We're moving from the age of scaling to the age of research

I think that if they were literal copies of me, I'm not sure how much more incremental value you'd get.

Dwarkesh Podcast
Ilya Sutskever โ€“ We're moving from the age of scaling to the age of research

I think that...

Dwarkesh Podcast
Ilya Sutskever โ€“ We're moving from the age of scaling to the age of research

So the reason there has been no diversity, I believe, is because of pre-training.

Dwarkesh Podcast
Ilya Sutskever โ€“ We're moving from the age of scaling to the age of research

All the pre-trained models are the same, pretty much, because they're pre-trained on the same data.

Dwarkesh Podcast
Ilya Sutskever โ€“ We're moving from the age of scaling to the age of research

Now, RL and post-training is where some differentiation starts to emerge because different people come up with different RL training.

Dwarkesh Podcast
Ilya Sutskever โ€“ We're moving from the age of scaling to the age of research

I would say there are two things to say.

Dwarkesh Podcast
Ilya Sutskever โ€“ We're moving from the age of scaling to the age of research

I would say that the reason why I thought self-playful is interesting is

Dwarkesh Podcast
Ilya Sutskever โ€“ We're moving from the age of scaling to the age of research

is because it offered a way to create models using compute only without data.

Dwarkesh Podcast
Ilya Sutskever โ€“ We're moving from the age of scaling to the age of research

And if you think that data is the ultimate bottleneck, then using compute only is very interesting.

Dwarkesh Podcast
Ilya Sutskever โ€“ We're moving from the age of scaling to the age of research

So that's what makes it interesting.

Dwarkesh Podcast
Ilya Sutskever โ€“ We're moving from the age of scaling to the age of research

Now, the thing is...

Dwarkesh Podcast
Ilya Sutskever โ€“ We're moving from the age of scaling to the age of research

That self-play, at least the way it was done in the past, when you have agents which somehow compete with each other, it's only good for developing a certain set of skills.

Dwarkesh Podcast
Ilya Sutskever โ€“ We're moving from the age of scaling to the age of research

It is too narrow.

Dwarkesh Podcast
Ilya Sutskever โ€“ We're moving from the age of scaling to the age of research

It's only good for negotiation, conflict, certain social skills.

Dwarkesh Podcast
Ilya Sutskever โ€“ We're moving from the age of scaling to the age of research

strategizing, that kind of stuff.

Dwarkesh Podcast
Ilya Sutskever โ€“ We're moving from the age of scaling to the age of research

And so if you care about those skills, then self-play will be useful.

Dwarkesh Podcast
Ilya Sutskever โ€“ We're moving from the age of scaling to the age of research

Now, actually, I think that self-play did find a home, but just in a different form.

Dwarkesh Podcast
Ilya Sutskever โ€“ We're moving from the age of scaling to the age of research

In a different form.

Dwarkesh Podcast
Ilya Sutskever โ€“ We're moving from the age of scaling to the age of research

So things like debate,