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Lex Fridman · 2020-12-20

Dmitri Dolgov: Waymo and the Future of Self-Driving Cars | Lex Fridman Podcast #147

Waymo CTO Dmitri Dolgov on building a truly driverless car, scaling beyond Phoenix, and why aggression isn't the same as good driving.

Dmitri Dolgov: Waymo and the Future of Self-Driving Cars | Lex Fridman Podcast #147
The guest

Dmitri Dolgov: CTO of Waymo, the autonomous driving company that began as Google's self-driving car project in 2009. He has worked on the project since the DARPA Urban Challenge era and helped lead it to the first at-scale public driverless ride-hailing deployment.

What this episode covers

Dmitri Dolgov traces his path from a kid programming games in 1980s Russia, through Stanford's DARPA Urban Challenge team, to building Waymo's fully driverless service in Phoenix. He explains how the early Google project set audacious milestones (100,000 autonomous miles, 10 hundred-mile routes with zero interventions) and how those lessons fed into a fifth-generation hardware platform with custom lidar, radar, and cameras. He details how Waymo evaluates and deploys its driver, the role of machine learning across the stack, and the three dimensions of scaling beyond Phoenix. The conversation closes on lidar debates, pedestrian safety, the trolley problem, Russian literature, and the meaning of life.

Recommended on this episode

MediaRecommended

The Elder Scrolls

Bethesda

“probably my favorite set of games that was a magical experience”
“there's like an elder scroll series which is probably my favorite set of games that was a magical experience”— Lex Fridman
ProductRecommended

Rev.com

Rev

“it's all effortless and like i remember when i first started using them it was like life is good”
“there's a company called rev rev.com where i like for this podcast for example i can drag and drop a video and then they do all the captioning”— Lex Fridman
ProductRecommended

iZotope RX

iZotope

“i use for cleaning up audio... it just cleans everything up very nicely”
“something called izotope rx this company i use for cleaning up audio like the sound cleanup they do it's like drag and drop”— Lex Fridman
BookRecommended

The Master and Margarita

Mikhail Bulgakov

“one of actually my favorite books... it's a great book and it's one of those books that you can like reread your entire life”
“the master and margarita it's one of actually my favorite books it is you know by a russian it's a novel by russian author mikhail bulgakov”— Dmitri Dolgov
BookRecommended

Roadside Picnic

Arkady and Boris Strugatsky

“i enjoy all of their books”
“roadside picnic hard to be a god beetle in an ant hill monday starts on saturday like it's it's not just science fiction”— Dmitri Dolgov
BookRecommended

Hard to Be a God

Arkady and Boris Strugatsky

“i enjoy all of their books”
“roadside picnic hard to be a god beetle in an ant hill monday starts on saturday like it's it's not just science fiction”— Dmitri Dolgov
BookRecommended

Beetle in the Anthill

Arkady and Boris Strugatsky

“i enjoy all of their books”
“roadside picnic hard to be a god beetle in an ant hill monday starts on saturday like it's it's not just science fiction”— Dmitri Dolgov
BookRecommendedISBN verified

Monday Starts on Saturday

Arkady and Boris Strugatsky

“some of the language is just completely hilarious”
“monday starts on saturday like it's it's not just science fiction it's also like has very interesting interpersonal and societal questions”— Dmitri Dolgov
BookRecommendedISBN verified

1984

George Orwell

“books that people should read that one... there's lessons there people should not ignore”
“orwell's 1984 you asked what made an impression on me and books that people should read that one i think falls in the category of both”— Dmitri Dolgov
BookRecommendedISBN verified

Animal Farm

George Orwell

“i'm a huge fan of animal farm”
“i'm a huge fan of animal farm which is a kind of friendly as a friend of 1984 by orwell”— Lex Fridman

Also referenced (named, not recommended)

MediaReferenced

Golden Axe

Sega

“i used to play this game called golden axe and the simplicity of the graphics and something about the simplicity of the music”— Lex Fridman
MediaReferenced

Call of Duty

Activision

“i don't know if that's the same thing for call of duty these days for young kids”— Lex Fridman
MediaReferenced

Flappy Bird

Dong Nguyen

“i don't know flippy bird yeah i don't know if the imagination gets closed”— Lex Fridman
MediaReferenced

Tetris

Alexey Pajitnov

“that's more like tetris world where they optimally masterfully like create a fun short-term dopamine experience”— Lex Fridman
MediaReferenced

Minecraft

Mojang

“minecraft right minecraft is a great example you create like it's not the fancy graphics but it's the creation of your own worlds”— Dmitri Dolgov
MediaReferenced

SimCity

Maxis

“there's like fact like simcity and factory building games all those kinds of things kind of speak to that engineering mindset”— Lex Fridman
BookReferenced

The Snail on the Slope

Arkady and Boris Strugatsky

“one i think that they consider their most important work i think it's the snail on an on a a hill i tried reading a couple of times i still don't get it”— Dmitri Dolgov
BookReferencedISBN verified

Brave New World

Aldous Huxley

“i mean i think 1984 in these books brave new world they they're helpful in thinking like stuff can go wrong in non-obvious ways”— Lex Fridman
BookReferencedISBN verified

The Last Question

Isaac Asimov

“one of the stories by isaac asimov actually titled appropriately titled the last question a short story where humans build this super computer”— Dmitri Dolgov

Big reveals from this episode

  • Waymo's very first day of regular driverless operations in October 2017 included rides with a completely empty driver's seat, not just a safety driver who couldn't intervene.
  • The team initially pursued an L3 freeway driver-assist program before pivoting around 2013 to building a fully driverless vehicle, deciding the two approaches are fundamentally different.
  • Dolgov argues good driving doesn't require aggression; professional limo drivers are smooth, efficient, and assertive without breaking rules, reframing Lex's intuition that you must bend rules to get anywhere.
  • Waymo raised about $3.2 billion in its first external financing round in 2020 despite being part of Alphabet.
  • Responding to Elon Musk's claim that lidar is a crutch, Dolgov rejects it, calling lidar a key complementary sensor and dismissing cost and aesthetics objections.
  • Dolgov rejects the purest end-to-end learning approach (raw sensors straight to steering torque) as 'too much,' favoring a modular hybrid of ML and rule/physics-based components.
  • On the trolley problem, Dolgov says he'd 'kill both,' calling it a red herring; a well-built defensive driver avoids ever ending up in that situation.

Worth remembering

  • The DARPA Urban Challenge ran on an abandoned Air Force base built out as a fake city, with autonomous cars sharing roads with professional human drivers and no pedestrians.
  • A bug made Stanford's car take an extra 'victory lap' around an oval at each checkpoint because it wouldn't plan the next waypoint until hitting the previous one.
  • Waymo's fifth-generation vehicles carry 29 cameras, 5 lidars, and 6 radars, mostly custom-designed in-house.
  • Cars operate independently with no required connectivity but share real-time info (accidents, construction) propagated across the fleet as map priors.
  • Phoenix riders pay real money point-to-point; demand exceeds capacity and the youngest riders are one or two years old in car seats.
  • A pickup heuristic once dropped a rider on the wrong side of a parking lot lined with cacti, forcing them to walk around in 110-degree heat.
  • In Phoenix a cyclist on a sidewalk tripped and fell into the car's path; the system's simulated response matched the test driver's correct steer-and-brake reaction.
  • Transformer/language-model breakthroughs (GPT-3 and friends) are being applied to behavior prediction and planning because driving trajectories share sequential, local-plus-global structure with sentences.
  • As a kid in Russia Dolgov wrote a game a Japanese developer offered to buy for a few hundred dollars; he declined and posted it as freeware instead.
  • Lex admits he has read all serious Russian literature in English translation and is reconsidering reading Dostoevsky in Russian.