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Dmitri Dolgov

๐Ÿ‘ค Speaker
184 total appearances

Appearances Over Time

Podcast Appearances

The a16z Show
From Models to Mobility: Building Waymo with Dmitri Dolgov

You know, could you, knowing what you know now, could you have a successful Waymo in market in 2015?

The a16z Show
From Models to Mobility: Building Waymo with Dmitri Dolgov

Or was there some enabling technology?

The a16z Show
From Models to Mobility: Building Waymo with Dmitri Dolgov

No.

The a16z Show
From Models to Mobility: Building Waymo with Dmitri Dolgov

LLMs are good at text or tokens specifically, and obviously perform best at domains that have some kind of single corpus of text they can work on, like coding, where it's very helpful that everything was just kind of textual already.

The a16z Show
From Models to Mobility: Building Waymo with Dmitri Dolgov

And part of the success has been creating textual representations for domains so that we can then, you know, put LLMs against them.

The a16z Show
From Models to Mobility: Building Waymo with Dmitri Dolgov

Can you describe how you...

The a16z Show
From Models to Mobility: Building Waymo with Dmitri Dolgov

encode the world that you're seeing?

The a16z Show
From Models to Mobility: Building Waymo with Dmitri Dolgov

I mean, are you just building a 3D map, like a 3D bitmap, essentially?

The a16z Show
From Models to Mobility: Building Waymo with Dmitri Dolgov

Yeah, I think of a simple view of N10 being, you know, pixels go in and car actions come out, which is maybe a bit of an oversimplification, but yeah.

The a16z Show
From Models to Mobility: Building Waymo with Dmitri Dolgov

I mean, there's something to it.

The a16z Show
From Models to Mobility: Building Waymo with Dmitri Dolgov

You're saying you can take an off-the-shelf model, which has nothing to do with driving to start with, and you'll get these good results.

The a16z Show
From Models to Mobility: Building Waymo with Dmitri Dolgov

That's right.

The a16z Show
From Models to Mobility: Building Waymo with Dmitri Dolgov

In the nominal case.

The a16z Show
From Models to Mobility: Building Waymo with Dmitri Dolgov

Yeah, you should not try it on the streets, but it works.

The a16z Show
From Models to Mobility: Building Waymo with Dmitri Dolgov

It's like a talking horse.

The a16z Show
From Models to Mobility: Building Waymo with Dmitri Dolgov

It's impressive that it's talking.

The a16z Show
From Models to Mobility: Building Waymo with Dmitri Dolgov

That's very interesting on the simulating point.

The a16z Show
From Models to Mobility: Building Waymo with Dmitri Dolgov

It's just very hard to simulate for an end-to-end model because it's easier to deal in intermediate representations rather than coming up with a pixel-perfect view of the world.

The a16z Show
From Models to Mobility: Building Waymo with Dmitri Dolgov

Yeah, yeah, yeah.

The a16z Show
From Models to Mobility: Building Waymo with Dmitri Dolgov

What...