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The Joe Rogan ExperienceThe Joe Rogan Experience

Joe Rogan Experience #1292 - Lex Fridman

Lex Fridman is a research scientist at MIT working on human-centered artificial intelligence and autonomous vehicles.

Joe RoganhostLex FridmanguestYoung Jamie Vernonhost
May 8, 20193h 0mWatch on YouTube ↗

EVERY SPOKEN WORD

  1. 0:034:27

    Sequel banter, suits, and arguing about “great” movies

    1. JR

      Ready? Boom, and we're live. Hello, Lex.

    2. LF

      Hey.

    3. JR

      What's going on?

    4. LF

      The sequel, part two.

    5. JR

      You got -- you have, uh, a very similar, if not the exact same, suit on.

    6. LF

      This is all I wear.

    7. JR

      You look very professional.

    8. LF

      Yeah.

    9. JR

      Very, um, Reservoir Dogs.

    10. LF

      Reservoir Dogs?

    11. JR

      Let's just-

    12. LF

      Well, let's go to the best sequel of all time, Godfather Part II. That's-

    13. JR

      Is that the best sequel of all time? I think John Wick might be. (laughs)

    14. LF

      Haven't seen John Wick. (laughs)

    15. YV

      Same suit.

    16. LF

      How dare you, sir?

    17. JR

      (laughs)

    18. LF

      Godfather Part II, I mean, that's... That has to be the best sequel.

    19. JR

      Okay.

    20. LF

      Then, and if- if this is Godfather Part II, let's definitely not do Part III.

    21. JR

      Yeah, Part III was terrible, right?

    22. LF

      Well, let's- let's not offend anyone, but it was not up to par.

    23. JR

      It wasn't as good.

    24. LF

      Yeah. Yeah, yeah, for sure.

    25. JR

      Yeah. I don't remember it.

    26. LF

      It was, uh, the older Pacino.

    27. JR

      Oh, yeah.

    28. LF

      With that deeper voice.

    29. JR

      Oh, though, ooh, that was, like, way later, right?

    30. LF

      Yeah. That was '90s.

  2. 4:276:49

    The Big Lebowski “taste test” and the nature of film arguments

    1. LF

      I mean... Okay, listen. Fil- What- what's the purpose of film? Right?

    2. JR

      Entertainment.

    3. LF

      Or make us think. I mean, they're-

    4. JR

      Make us think. Hmm. No, you're gonna think if you wanna think. Y- Nothing makes you think. A film can engage you. You- it can- you can- it can resonate with you or not. I have a movie that I throw by people whenever I wanna...

    5. LF

      (laughs)

    6. JR

      ... find out whether or not I wanna listen to anything they have to say about movies.

    7. LF

      Yeah. Ex Machina?

    8. JR

      The Big- The Big Lebowski.

    9. LF

      Yeah. Yeah, that's one of the greatest movies of all t- That could be-

    10. JR

      Oh, look at you. Okay. Good. Good for you.

    11. LF

      That- that could be, like, that could be, like, slightly better than Scent of a Woman.

    12. JR

      Oh, boy.

    13. YV

      (laughs)

    14. LF

      That also has one of the greatest scenes, uh-

    15. JR

      (laughs)

    16. LF

      ... between a man and a woman when he's, uh... when the fine young lady's painting her toenails.

    17. JR

      Right.

    18. LF

      And...

    19. JR

      And she's offering him sex for money.

    20. LF

      I... Yeah. That would... That's a, that's a beautiful moment too.

    21. JR

      You think so?

    22. LF

      I mean, it's beautiful. Yeah.

    23. JR

      Really?

    24. LF

      Yeah, yeah, yeah. The comedic-

    25. JR

      Isn't that, uh, that girl that used to be a hot mess? What's her name?

    26. YV

      Tara Reid.

    27. JR

      Tara Reid? Yeah.

    28. YV

      Yeah, yeah.

    29. JR

      Is she still a hot mess or did she get her shit together?

    30. YV

      She's been, like, Shark- the Sharknado series is, uh, what she's been doing recently.

  3. 6:498:12

    From John Wick to Fedor: authenticity, physiques, and combat mythology

    1. JR

      You didn't like John Wick though, huh?

    2. LF

      Never seen it.

    3. JR

      Whoa.

    4. LF

      Never seen it.

    5. JR

      It's a good m- (clears throat) Excuse me. It's a good movie to watch on the treadmill.

    6. LF

      Is, uh, is he playing a Russian mobster in that?

    7. JR

      (coughs) No. He kills a bunch of them, though. And he speaks Russian.

    8. LF

      Oh, boy.

    9. JR

      And he works for the Russians, kills people for the Russians.

    10. LF

      You know, Keanu Reeves is one of the greatest human beings ever.

    11. JR

      You think so?

    12. LF

      Yeah, he's like the nicest guy, yeah. I ever-

    13. JR

      I heard he's a really nice guy, but, uh, he plays a badass gangster. I would've liked him to be a little bit more fit, work out a little bit more. I just see him without a shirt on, and I'm like, "Hmm, not quite buying it." (sniffs) But that's okay. (laughs) Average man. Yeah, but the average man's not the fucking best assassin of all time.

    14. LF

      (sniffs) Good point.

    15. JR

      With all this martial arts skill. Like, what-

    16. LF

      Fedor?

    17. JR

      Yeah, but Fedor's big. Fedor might have, like, a, a gut, but he's a thick motherfucker.

    18. LF

      Okay, what about, uh-

    19. JR

      Especially young Fedor. You ever see young Fedor when he was in his prime? Like back when he fought, like, Fujita? Like back when, uh... There's a picture of Fedor standing around with a bunch of kettlebells. You ever see that picture?

    20. LF

      Nope.

    21. JR

      That was Fedor in his lifting days. I suspect, and this is coming from... Th- that's, that's one when Fedor was fairly young, up there. But that's, uh... That's not the one I'm talking about. No, no, no. You know that one with the kettlebells? Yeah. Is that picture up? It's in the laptop. See if you can find that picture.

    22. LF

      Never a six-pack in sight.

  4. 8:1217:08

    Steroids, EPO, and what “cheating” means in dangerous sports

    1. JR

      No. No six-pack. But, um, s- I suspect that Fedor might have been on some performance-enhancing substances during his prime.

    2. LF

      You mean, like, hard training, lots of drilling, technique, uh, a set of strategy?

    3. JR

      Steroids. Steroids.

    4. LF

      Ah, how dare you, sir.

    5. JR

      Dude, he was in Pride. Everybody was on steroids.

    6. LF

      Man.

    7. JR

      Yeah, that's him.

    8. LF

      I can-

    9. JR

      Look at him. That's him in his prime.

    10. LF

      Hmm.

    11. JR

      That's a big motherfucker. Now, I do not know if he was on anything, but everybody else was. I mean, literally everybody. F- they, they ha- they had it in their contract that you w- we will not test for steroids. You know, Enson Inoue told me that they, like, essentially encouraged people to take steroids.

    12. LF

      Yeah, the Pride days. That's right, but-

    13. JR

      Yeah, and it's not like Russians don't have a, a long history of using performance-enhancing substances. You... I'm sure you saw that movie, um, uh-

    14. LF

      Icarus.

    15. JR

      ... Icarus? Did you see it?

    16. LF

      Yep.

    17. JR

      Fascinating, right?

    18. LF

      It's, it's, uh, it's fascinating. I, I mean, I, I don't... Uh, steroids often feel to me like a bit of a witch hunt. Uh, oftentimes you assume people are on steroids. I'm a bit of a... Maybe I'm naive or an optimist, but I tend to give people the benefit of the doubt until proven otherwise. But Icarus obviously proves (laughs) that, that everybody was-

    19. JR

      Yeah, Icarus kind of throws a monkey wrench into those gears.

    20. LF

      But, you know, with, uh, with Fedor, I... The technique on that-

    21. JR

      (coughs) Oh, yeah.

    22. LF

      ... the, the technique, the execution, the timing, the brilliance of his movement-

    23. JR

      Oh, yeah. No doubt, no doubt.

    24. LF

      ... the heart, the guts.

    25. JR

      No, he was phenomenal.

    26. LF

      Yeah, I-

    27. JR

      He's one of, if not the greatest heavyweight of all time, he's certainly one of them.

    28. LF

      And I don't think steroids would help that guy.

    29. JR

      Yes, they do. They help.

    30. LF

      Okay.

  5. 17:0819:05

    Ultra-endurance grit and Lex’s “can’t quit” mindset

    1. JR

      It's a different s- sort of thing, you know? And, you know? The thing about ultra-marathon runners is they don't even test them.

    2. LF

      (laughs)

    3. JR

      'Cause they're like, "Good luck." Look, look, you ... Those people have iron wills.

    4. LF

      Yeah.

    5. JR

      Like, I don't know if ... Like, Courtney Dauwalter is a woman who-

    6. LF

      Yeah.

    7. JR

      You know who she is?

    8. LF

      Yeah, yeah.

    9. JR

      No, uh, she's been in here. She eats candy. She drinks beer, eats candy and pizza.

    10. LF

      That doesn't make sense.

    11. JR

      Yeah. I mean, she's just got a fucking iron will.

    12. LF

      Yeah.

    13. JR

      Her, her will is indomitable. And y- you could take all the steroids you want, when you're running for three days, that chick is gonna beat you. (laughs)

    14. LF

      (laughs) She just doesn't know how to quit.

    15. JR

      Yeah.

    16. LF

      Like, just, just has no quit in her.

    17. JR

      Did you see the podcast with her-

    18. LF

      Yep.

    19. JR

      ... where she talked about how she fell? She couldn't see.

    20. LF

      Yeah.

    21. JR

      She was in ... experiencing, uh, I think it was intraocular hemorrhaging.

    22. LF

      Yeah.

    23. JR

      So her, her eyeballs were bleeding internally. Something like that.

    24. LF

      Mm-hmm.

    25. JR

      Where it was impeding her vision. She couldn't see. I would stop. I would stop running.

    26. LF

      Yeah.

    27. JR

      No, she fell 'cause she couldn't see, busted her head open, bleeding all down her face, keeps running. Barely c- barely can see her feet as she's running.

    28. LF

      Yeah.

    29. JR

      Keeps running.

    30. LF

      I'm glad those people are out there.

  6. 19:0522:34

    MMA passion vs smart fighting: the beauty and cost of ‘throwing down’

    1. LF

      Yeah. He, uh... I, last time I was on, I actually wanted to talk about the Zabid fight.

    2. JR

      Mm-hmm.

    3. LF

      'Cause I'm, I'm Russian.

    4. JR

      Mm-hmm.

    5. LF

      So I love the Russian way.

    6. JR

      Yeah.

    7. LF

      But I also love the... I mean, Kyle, to me, represents like the American, he's like the Rocky. If you, if you remember that fight with, uh, against Zabid?

    8. JR

      Mm-hmm, sure. In the third round, he was winning.

    9. LF

      I mean, that's the-

    10. JR

      I mean, yeah.

    11. LF

      ... the, the best of what martial arts is, MMA is, to me, is like, you have two s- technicians that just throw everything away.

    12. JR

      Mm-hmm.

    13. LF

      Like, "Screw this."

    14. JR

      Yeah.

    15. LF

      "I'm just gonna throw down."

    16. JR

      Well, Zabid had broken his hand. Broke his hand somewhere, I think, in the second round. So he was pretty compromised going into that third round, couldn't really fire back. And Kyle just has zero quit in him.

    17. LF

      Yeah.

    18. JR

      That guy's an animal.

    19. LF

      Yeah. I mean, that's the most beautiful... You talk about, like, technical fights on the ground or technical striking, like, w- when, like, two technicians throw everything away, that's w- I'm, I'm sorry, but that's what is the b- uh, that I love the most about any kind of fighting, any kind of sport. It's-

    20. JR

      I enjoy it in the moment. I discourage it heavily. I don't think it's a smart way to fight.

    21. LF

      Yeah. Well, that's prob-

    22. JR

      But I get it.

    23. LF

      That's probably your job, because-

    24. JR

      Well, it's not just my job. It's like, I, what I like. Like, I get, I get the impulse, but I don't want people to give into the impulse. I think fighting is something that you should do correctly. You should d- you should d- there's, there's principles that you should follow to fight correctly. It doesn't mean that you shouldn't take chances.

    25. LF

      S-

    26. JR

      But, you know, there's moments like, um, um, Ricardo Lamas.

    27. LF

      Mm-hmm.

    28. JR

      When, uh, he fought, uh, Max Holloway, and they just stood in the center of the ring for the last few seconds of the fight. And Max Holloway pointed down at the ground.

    29. LF

      Yeah.

    30. JR

      And he's like, "Come on, right here, right here." And they just started swinging haymakers.

  7. 22:3432:03

    Tesla Autopilot realities: vigilance, deaths, and the ‘when it fails’ warning

    1. LF

      For sure. I don't wanna miss, I don't wanna miss stuff. I mean, there's, uh, there's been a lot of exciting stuff on the autonomous vehicle space, uh-

    2. JR

      Since you came on, I got a Tesla.

    3. LF

      Yeah.

    4. JR

      And I've experienced what that thing is like-

    5. LF

      Yeah.

    6. JR

      ... when I put it on autopilot, and it's stunning.

    7. LF

      Yeah.

    8. JR

      It's crazy. I mean, this, it's the future.

    9. LF

      In, in terms of the performance of the vehicle?

    10. JR

      It's amazing. Well, in, in terms of its ability to change lanes and its ability to drive without you doing anything. I just put my hand on the wheel and hold it there and it does all the work.

    11. LF

      So because, like, one or two people listen to this podcast, I wanna take this opportunity and tell people, if you drive a Tesla, whether you listen to this now or a year from now or two years from now, Tesla or any other car, keep your damn eyes on the road. So whatever you think the system is able to do, you will have to still monitor the road.

    12. JR

      Yes.

    13. LF

      And you will still have to take over when it fails.

    14. JR

      If.

    15. LF

      When.

    16. JR

      Really?

    17. LF

      So...

    18. JR

      (coughs)

    19. LF

      (laughs) We're throwing... We're... This is, like, the moment we're throwing down, right? No, I, I think it's incor-

    20. JR

      No, this is your level of expertise, obviously.

    21. LF

      (laughs)

    22. JR

      I mean, I'm not throwing down with you on this.

    23. LF

      No, I- I think it's really important to, uh, in this transitionary phase, whatever the car company, uh, whatever the system, that we don't over-trust the system. We don't become complacent. We don't think it can do more than it can. There are currently 40,000 people die in the United States from, from fatal crashes. The number one reason for that is distraction, so texting, smartphones.

    24. JR

      How much has it gone up since smartphones?

    25. LF

      People don't exactly... They're trying to understand that. Uh, there's a lot of studies showing that it's significant increases, but it's hard to say it's because of smartphones. But it's almost obvious.

    26. JR

      Hmm.

    27. LF

      I mean-

    28. JR

      Yeah, it's pretty obvious.

    29. LF

      The, the flip side is even though everybody's now using a smartphone, texting, so on, they've become better at using the smartphone. So they're better at texting and driving.

    30. JR

      Ugh.

  8. 32:0354:00

    Sensors and strategy: cameras vs LiDAR, data scale, and edge-case learning

    1. LF

      No, we converted it, and, uh, we, that's the, our code r- controlling the car.

    2. JR

      Wow.

    3. LF

      And I'm playing with it.

    4. JR

      That is crazy.

    5. LF

      Yep.

    6. JR

      So you converted this car to drive autonomously?

    7. LF

      Autonomously, yeah.

    8. JR

      Wow.

    9. LF

      So it's-

    10. JR

      And what, what exactly do you have to do to a car to change, like c- because that car does not have the capa- the capacity to do anything like that.

    11. LF

      So the-

    12. JR

      Right?

    13. LF

      Yeah.

    14. JR

      Am I correct?

    15. LF

      No. No, no, no. Absolutely not. But, uh, you are absolutely correct. The, there's the first part is being able to control the car with a computer, which is converting it to be drive-by-wire. So you can control the steering and the brake and the acceleration to, to basically be able to control with a joystick.

    16. JR

      And then you have to put laser sensors all around the car? Is that what you're doing?

    17. LF

      Any kind of sensor, uh, and, uh, software. So-

    18. JR

      What's the best kind of sensor?

    19. LF

      Uh-

    20. JR

      Is it optical, laser?

    21. LF

      ... a lot of debate on this.

    22. JR

      Ah.

    23. LF

      And this is the big, this is the throw down between Elon Musk and everybody else.

    24. JR

      Oh, okay.

    25. LF

      So Elon Musk says the best sensor's camera. E- everybody else, well, everybody else says that at this time, LiDAR, which are these lasers-

    26. JR

      Yes.

    27. LF

      ... is the best sensor. So, uh, I'm more on the side, uh, in this case on camera, on Elon Musk. So here's the difference. Lasers are more precise. They work better in, in, uh, poor lighting conditions. They're more reliable. You can actually build safe systems today that use LiDAR. The problem is that they don't have very much information. So we use our eyes to drive. And, uh, cameras, the same thing. And they have just a lot more information. So if you're going to build artificial intelligence systems or machine learning systems that learn from huge amounts of data, camera is the way to go, because you can learn so much more, you can see so much more. So the, the richer, deeper sensor is camera. But it's much harder. You have to collect a huge amount of data. It's a little bit more futuristic, so it's longer term solution. So today, to build a safe vehicle, you have to go LiDAR. Tomorrow, however you define tomorrow, Elon Musk says it's in a year, others say it's 5, 10, 20 years, camera is the way to go.

    28. JR

      Mm.

    29. LF

      So that's, that's the, the hard debate. And there's, there's a lot of other debates, but that's one of the core ones. It's basically, for camera, you, if you go camera like you do in the Tesla, there's seven cameras in your Tesla.

    30. JR

      Mm-hmm.

  9. 54:001:11:46

    Driver monitoring and competing systems: Cadillac Super Cruise vs Tesla

    1. JR

      Now outside of Tesla, how many other companies have autonomous systems that are driving their cars?

    2. LF

      So maybe it's good to step back. There's, there's several and there's several leaders in each different approach so first let's draw a line between the different types of systems there are.

    3. JR

      Okay.

    4. LF

      One, there is fully autonomous vehicles. So these are cars you can think about that don't have a steering wheel or if they have a steering wheel, it doesn't matter, they're in full control and if there's a crash, the car company is liable. So-

    5. JR

      Do those exist?

    6. LF

      No. (laughs)

    7. JR

      Okay.

    8. LF

      Uh, s- i- it's, it's a gray area though because many companies are basically saying that that's what they're doing but they're not quite there. So the leader in that space is, uh, used to be called Google Self-Driving Car program, now it's called Waymo.... they are doing that. They're, it's called level four or level five. There's levels to this game.

    9. JR

      Hmm.

    10. LF

      And this is this particular level where it's fully autonomous. Now, they're trying to achieve full autonomy but the way they're doing it currently is they're testing on public roads with what's called a safety driver. So there's a driver always ready to take over and the driver does have to take over at some rate, at- you know, n- frequently. And so the fact that the driver has to take over, that's not fully autonomous then, right? So there's no car today that you can just get in without a safety driver, so there's nobody behind the wheel, and, uh, using your app sort of get from point A to point B.

    11. JR

      Right. But out of the cars that are semi-autonomous, where there isn't an autonomous program but you do have to keep your hands on the wheel and p- pay attention to the road-

    12. LF

      Yeah.

    13. JR

      ... what, what are the leaders? Besides Tesla. There's Tesla and who else is doing it?

    14. LF

      So there's, yep, uh, there's several systems. So it depends how you define leader but-

    15. JR

      So are they-

    16. LF

      ... one of the-

    17. JR

      Let me ask you this.

    18. LF

      Yeah.

    19. JR

      Like does Mercedes and BMW-

    20. LF

      Yeah.

    21. JR

      ... they use the same system? Do they, does someone make a system for cars or do they create their own systems?

    22. LF

      Yeah. The, that's a, that's a really good question. So there is in some cases there's Mobileye and NVIDIA, there's these companies that, uh-

    23. JR

      NVIDIA? The, the video card company?

    24. LF

      Yeah. The video card company.

    25. JR

      Mm-hmm.

    26. LF

      Yep. The sa- the same folks that power the Quake game, right?

    27. JR

      Right.

    28. LF

      The, the graphics in the Quake game, you can use those GPU, graphics processing units, to run machine learning code.

    29. JR

      Mm-hmm.

    30. LF

      And so they're also creating these-

  10. 1:11:461:16:34

    Software safety culture: over-the-air updates, Boeing 737 MAX, and testing limits

    1. JR

      It's also a good point when it comes to software and updates, because isn't that part of the issue with this Boeing 737-

    2. LF

      MAX system. Yeah.

    3. JR

      Yeah, these systems that they've had problems with, th- they've been faulty and a couple have crashed.

    4. LF

      Yeah, and th- that's a really good point, and they, they've, uh ... Yeah, there've been two tragic crashes recently-

    5. JR

      Yeah.

    6. LF

      ... with the, with the, with the MAX system and-

    7. JR

      Yeah, they've benched those things, right? Haven't they?

    8. LF

      I'm not following the, uh ... I'm-

    9. JR

      They also got rid-

    10. LF

      Yeah.

    11. JR

      ... of a bunch of inspectors. I think they fired-

    12. LF

      Yeah, there's-

    13. JR

      ... like 80 inspectors today and the unions are freaking out.

    14. LF

      Yep. And there's, there's ... O- obviously there's politics, the F- FAA is-

    15. JR

      Sure.

    16. LF

      I think FAA is supposed to supervise and they were, there was, there's a close relationship between Boeing and FAA, there's questions around ...

    17. JR

      Hmm.

    18. LF

      I mean, there's better experts at that than me, but on the software side, it is worrying because it was a single software update, essentially, that helps prevent the, the vehicle, uh, the vehicle, the airplane from stalling. So if, if it's, uh, if the nose is tilting up, uh, increasing the chance of stalling, it's going to automate- automatically, uh, point the nose down, of the airplane. And the, the pilots in many cases, as far as I understand, weren't even informed of this update, right? That ... They weren't even told it's happening. The idea behind the update is that they're not supposed to really know, it's supposed to just manage the flight for you, right? The problem happened when there's a angle of attack sensor, so the sensor that tells you the actual-... tilt of the plane and there was a malfunction in that sensor, as far as I understand, in both planes. And so the plane didn't actually understand its orientation, so the system started freaking out and started pointing the nose down-

    19. JR

      (clears throat)

    20. LF

      ... aggressively. And the pilots were, like, trying to restabilize the plane and couldn't. So shortly after liftoff they just crashed.

    21. JR

      Oh my God.

    22. LF

      Yeah. It's, that's the software update.

    23. JR

      That's crazy.

    24. LF

      And that, that's, that's, that's a safety culture that's dealing with this new world of software that we don't know what to do with. You know, the- and, and yeah, it's a question. Uh, one way is to be sort of a little bit Luddite, I use the term carefully, and just be afraid and say, "You know what? We should really not allow so many software updates." The other one is sort of embracing it and redefining what it means to build safe AI systems in this modern world with updates multiple times a week.

    25. JR

      What do you think?

    26. LF

      100... No, so I'm 100% for the, um, for the software approach. So, uh, I think updates, regular updates, so combining the two cultures, but really letting good software engineering lead the way is the way to go. There is... I wish other companies were competing with Tesla on this. They're, on the software side, Tesla is far ahead of everyone else in, in the automotive sector and that's one of the problems. I, uh, I, I'm worried that... You know, competition is good, right? And I'm worried there's people way too far behind to actually give Tesla new ideas, out-compete Tesla on software. So most cars are not able to do over-the-air... As f- as far as I know, no cars are able to do major over-the-air updates, except Tesla vehicles.

    27. JR

      Mm.

    28. LF

      They, they do over-the-air updates to the entertainment system, like, you know, if your radio is malfunctioning. But in terms of the control of the vehicle, you have to go to the dealership to get an update. Uh, Tesla is the only one that over-the-air, like it can multiple times a week do the update. I think that should be a requirement for all car companies, but that requires that they rethink the way they build cars. That's really, that's really scary when you manufacture over a million cars a year in Toyota and GM to say... Especially old school Detroit guys and gals that are, like, legit car people to say, "We need to hire some software engineering." That's a challenge. It's a totally... You know, it... I don't know how often you've been to Detroit, but there's a culture difference between Detroit and Silicon Valley and those two have to come together to solve this problem. To have like the adult responsibility, uh, of Detroit of how to do production well, manufacture, how to do safety well, how to test the vehicles well, and do the bold, crazy, innovative spirit of Silicon Valley which Elon Musk in basically every way represents. And that, I think that will define the future of these, of, uh, actually AI in general. I mean, interacting with AI systems just even outside the automotive sector requires these questions of safety, of AI safety, of how we supervise the system, how we manage them from misbehaving and so on.

Episode duration: 3:00:15

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