FSD V12 Takeaways - A New Era (Elon’s Sneak Peek)

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  • čas přidán 5. 06. 2024
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Komentáře • 866

  • @Austin_H7
    @Austin_H7 Před 9 měsíci +960

    You’re consistently the gold standard for FSD beta content.

    • @AIDRIVR
      @AIDRIVR  Před 9 měsíci +81

      I really appreciate that, I know there's a lot of good FSD channels out there!

    • @george6319
      @george6319 Před 9 měsíci +11

      Facts

    • @aligardner10
      @aligardner10 Před 9 měsíci +12

      Agreed - it’s the most informative and also entertaining, thank you

    • @RB-uw6ez
      @RB-uw6ez Před 9 měsíci +11

      @@AIDRIVR I only watch your video's on FSD because you know what your talking about and also know the technical things about FSD.

    • @dannywyatt1750
      @dannywyatt1750 Před 9 měsíci +4

      Well said.

  • @stewartmcleod4094
    @stewartmcleod4094 Před 9 měsíci +176

    Your videos are very easy to watch and you breakdown the breakthrough in AI driving so simply and precisely.

  • @GavinThornton
    @GavinThornton Před 9 měsíci +46

    Was watching the livestrem and actually thinking it would be better if Elon had AI Drivr in the car to video it.

  • @BlakeLinton
    @BlakeLinton Před 9 měsíci +75

    Thank you! I didn't have time to watch the full livestream. These highlights are just right, and your comments make it even more informative.

  • @danielstapler4315
    @danielstapler4315 Před 9 měsíci +270

    One of the 'problems' predicted with FSD was that authorities would lose revenue from issuing speeding tickets, so it's good to know that that 'problem' has also been solved. :-)

    • @varlunmulland3992
      @varlunmulland3992 Před 9 měsíci +31

      Cops need better things to do than bother people going perfectly acceptable speeds anyway. There are no traffic laws in Romania.

    • @mike01mike
      @mike01mike Před 9 měsíci +27

      In Spain, most intersections use yield signs and roundabouts instead of stop signs, making for smoother, safer traffic flow.

    • @tedshep
      @tedshep Před 9 měsíci +1

      I didn’t get that from the video? Just curious what you mean. Thx

    • @TheXshot
      @TheXshot Před 9 měsíci +1

      @@mike01mike Same in the Netherlands

    • @ulexx6574
      @ulexx6574 Před 9 měsíci +1

      ​@@TheXshotI think same in most of Europe. As an American I'm very jealous of the city design of the Netherlands, seems nearly perfect for me! I wish we took some inspiration off of you guys for our infrastructure.

  • @asimo3089
    @asimo3089 Před 9 měsíci +48

    I believe at 3:40, the car thought it was in a left turn lane. That's why when the left turn light turned green later in the drive, the car tried to go even though the main light was red. I'm unsure we can attribute this move to intersection courtesy but noticed the same thing in the livestream!

    • @Astra2
      @Astra2 Před 9 měsíci +2

      Damn didn't expect to see you here

    • @SebboMSP
      @SebboMSP Před 9 měsíci +1

      This is what i think. That the reason why the car will Drive and elon make the Intervention

    • @robblly8112
      @robblly8112 Před 9 měsíci

      @@Astra2 i mean there are teslas in his game.. gotta stay up with what's going on!

    • @health101DOTorg
      @health101DOTorg Před 9 měsíci

      The route planner was planning to go straight, and the lane the Tesla was in can turn left OR go straight. I think it started to accelerate because the left turn green signal was a ROUND light and not a green ARROW, as it is at 99.9% of other locations. I can understand how it got confused there. If it had been a green left turn arrow, that would not have happened.

  • @5MadMovieMakers
    @5MadMovieMakers Před 9 měsíci +58

    The classic philisophical question: is being more human better or worse 😂

    • @jacobnunya808
      @jacobnunya808 Před 7 měsíci +6

      As it stands, driving with a bunch of other humans, probably better to be more human. That being said it, humans driving with other humans is worse than a bunch of computers driving could be.
      I fully expect them to nudge the program towards safer habits while still remaining fairly human-like.

  • @polarlight1369
    @polarlight1369 Před 9 měsíci +113

    Great video and discussion!! I also caught that subtle scene where the car waited at the intersection with the green light because it was trying to prevent gridlock - totally amazing!!! And as you probably noted, neither Elon nor Ashok said anything about that amazing behavior! And the move to assist the cyclist by powering ahead to clear the gap instead of causing an awkward and robotic move was another superb example ... and yeah, we just did the trade-in of our 2020 Model Y to a new Model Y (did the FSD transfer), so we have the new HW4, too - hope that v12 will run relatively soon on HW4 ... in any case, v12 is going to totally rock!!

    • @talpiotATprotonmailDOTcom
      @talpiotATprotonmailDOTcom Před 9 měsíci

      A sucker Musk bot born every day.
      There is no full self driving. Just endless Musk lies. And lies. And lies. 🎉 Drug dealers gotta park their billions somewhere in troubled times.

  • @exys11
    @exys11 Před 9 měsíci +18

    All I can say is wtf the way the steering wheel doesn't flick around like it used to just makes it feel so much more advanced and perfected

  • @alvindchan
    @alvindchan Před 9 měsíci +31

    Great video. You have some insights that no other commentors have mentioned like not blocking the intersection and speeding up to close the gap.

  • @PhantomlyReaper
    @PhantomlyReaper Před 9 měsíci +38

    Looks promising. Can't wait for it to get refined further

    • @AIDRIVR
      @AIDRIVR  Před 9 měsíci +10

      Same here! Can't wait to try it out for myself and really put it through it's paces

  • @DanielASchaeffer
    @DanielASchaeffer Před 9 měsíci +15

    Best review of Elon's live stream I've seen (of 4).

  • @FlorentHenry
    @FlorentHenry Před 9 měsíci +89

    Your commentary has always been great, doesn't matter if you are behind the wheel or not as the point is to see how FSD behaves.
    Also, offline navigation with no map: i just realized how useful it can be for the cybertruck.

    • @stevesimpson4695
      @stevesimpson4695 Před 9 měsíci +5

      Why the just CyberTruck and not all Tesla's with FSD?

    • @ulexx6574
      @ulexx6574 Před 9 měsíci +5

      ​@@stevesimpson4695I assume because of off-road capabilities? Not sure...?

  • @plutoplanet4275
    @plutoplanet4275 Před 9 měsíci +19

    I watched the live event and have watched at least five others comment on this v12 while all expressed a similar amazement this video by far does the best at highlighting some of the more impressive features of v12. Thanks

  • @davidm2.johnston684
    @davidm2.johnston684 Před 9 měsíci +17

    Hey! Been subscribed for around 1 year, I just wanted to say that I appreciate your videos, did enjoy the new format, and as a rule I would say to all the CZcamsrs that I follow : don't hesitate to diversify if you feel like it! Keeps things fresh and natural.
    Take care!

  • @1978rayking
    @1978rayking Před 9 měsíci +9

    I'm impressed, I will be floored when it all works in snow and blizzards as well.

  • @novaceks
    @novaceks Před 9 měsíci +13

    AI Driver, thank you for always taking the time to consider, plan, curate and narrate your videos so professionally. From my experience, you produce one of the best, if not the best, Tesla FSD coverage on the internet. Keep it up.
    Regards Stephen,
    Sydney Australia

  • @JamesFoster
    @JamesFoster Před 9 měsíci +36

    A collaboration between you & Elon/Tesla for future videos like this would be so amazing.

    • @cgamiga
      @cgamiga Před 9 měsíci +3

      .. and MUCH better video quality & videography!!! :)

  • @TheIllyrianPrince
    @TheIllyrianPrince Před 9 měsíci +6

    Please keep making videos like this. Your style and commentary are top-notch. I love watching your videos. You are great at what you do. Thank You!!!

  • @kenbauer225
    @kenbauer225 Před 9 měsíci +2

    Long term tesla owners always understood FSD needs to drive a little worse / take a little more risk to get a smoother humanlike ride. Shit has been so jerky and jittery and risk averse for too long. Finally a worthwhile update

  • @ChristianBlueChimp
    @ChristianBlueChimp Před 9 měsíci +3

    Thank you for the highlights, because seeing the video at 144p wasn't an option for me :D
    Version 12 seems like a big step forward and once DOJO gets online I think it will be amazing in every way.

  • @Tesla_Coffee_Tech
    @Tesla_Coffee_Tech Před 9 měsíci +8

    Speechless. This is such a huge jump. I just have nothing to really knock it for.

  • @briansaddress
    @briansaddress Před 9 měsíci +8

    Mind officially blown. I missed ALL of this watching the original stream. Your best video yet (and that says a lot

  • @Totallynormalvideos
    @Totallynormalvideos Před 9 měsíci +16

    imagine seeing Elon musk live streaming in his tesla that's in full self driving

    • @Austin_H7
      @Austin_H7 Před 9 měsíci

      I was hoping we’d see something like that during the live stream lol

    • @madhououinkyoma
      @madhououinkyoma Před 9 měsíci

      Why imagine?

    • @Totallynormalvideos
      @Totallynormalvideos Před 9 měsíci

      @@madhououinkyoma are you saying I should track Elon down and physically watch his car drive him somewhere by itself?

    • @madhououinkyoma
      @madhououinkyoma Před 9 měsíci

      @@Totallynormalvideos oh you mean imagine seeing him in real life. The livestream is us seeing him so…

    • @Totallynormalvideos
      @Totallynormalvideos Před 9 měsíci +1

      @@madhououinkyoma Nah I'm talking about you walking down the street and you just see Elon in a Tesla that's driving his ass to idk like rich people Walmart

  • @thardie
    @thardie Před 9 měsíci +2

    I briefly watched the live stream, but got bored with it. This is a perfect summary of the highlights. Thanks for putting it together!

  • @user-hi8vt3th4r
    @user-hi8vt3th4r Před 9 měsíci +10

    Huge fan of the channel, and a huge fan of this video. Maybe do like 80-90% fsd driving videos and then 10-20% “fsd news etc” videos like this? This video rocked.

    • @Cammo1213
      @Cammo1213 Před 9 měsíci +2

      Yeah I second this! I would love a weekly, or even monthly, rundown on the state of Autonimous driving in general, not just FSD.

    • @rustyshackle917
      @rustyshackle917 Před 9 měsíci

      Thumbs down. This video felt like it was written by Elon's PR team. Makes me wonder about objectivity, or if money is changing hands. Much prefer critical analysis of real world driving. Will unsub if vids like this keep showing up.

    • @user-hi8vt3th4r
      @user-hi8vt3th4r Před 9 měsíci

      @@rustyshackle917 Okay Karen

  • @aaronjones7078
    @aaronjones7078 Před 9 měsíci +2

    not the first to put a video out, but he took his time to make the BEST video out !

  • @balaji-kartha
    @balaji-kartha Před 9 měsíci +66

    Artificial general intelligence is coming!!! Much quicker than anyone had imagined or predicted

    • @FlorentHenry
      @FlorentHenry Před 9 měsíci +1

      Jeff Dean forecasted 2027 or 2029, can't remember exactly, a few years back.

    • @aonodensetsu
      @aonodensetsu Před 9 měsíci

      @@FlorentHenry like two years before that a "generous" estimate was 2120 and now we're like "yeah it's going to be in like a year"

    • @FlorentHenry
      @FlorentHenry Před 9 měsíci +2

      @@aonodensetsu I do not think it will be next year.

    • @leonox7313
      @leonox7313 Před 9 měsíci +1

      By what methods do you guys think this will happen? Aren't existing AI neural networks already running into bottlenecks of scale? Both the amount of good quality input data and the mass-human-quality control of lets say Chatgpt are already at it's limit and chatgpt is still far away from general intelligence

    • @fuckjoebiden
      @fuckjoebiden Před 9 měsíci

      @@leonox7313 there is still a ton of non-text data that chatGPT hasn't tapped into. Google is training a new model that will use image and video data as well

  • @usakes
    @usakes Před 9 měsíci +4

    Very useful! Short and straight to the point! Good job!

  • @patrikwihlke4170
    @patrikwihlke4170 Před 9 měsíci +3

    Definitely should be Yield signs in most cases you have Stop signs., In Europe stop signs are usually reserved for extra risky intersections with low visibility or a strong precedence for the crossing traffic.

    • @andrewxzvxcud2
      @andrewxzvxcud2 Před 9 měsíci

      the problem with stop signs is that most people on the road are idiots who want to have it their way like little children, thats why stop signs are useless

    • @petejunebug
      @petejunebug Před 9 měsíci

      A lot of people use the stop sign as a yield already...

  • @Jason-kt1mc
    @Jason-kt1mc Před 9 měsíci +8

    Thank you for the high quality content you always deliver ❤

  • @Knowledge9998
    @Knowledge9998 Před 9 měsíci +8

    What improvements could this neural network change bring to Autopilot behavior moving forward? It's going to be interesting to see this become much more enticing to future buyers as well

  • @mikeg9b
    @mikeg9b Před 9 měsíci +4

    I think there should be a way to give FSD rules -- like a list of regulations to follow. Maybe including videos of human drivers following the rules, and then giving those videos a greater weight in the neural net.

    • @SyntheticSpy
      @SyntheticSpy Před 9 měsíci

      They said in the stream that they only use clips of good drivers, and that they can selectively train it on specific clips of problem areas. So if it isn’t doing what it should/what they want they have a solution in place

  • @importon
    @importon Před 9 měsíci +4

    You've completely lost your mind. But, I still appreciate your production value.

  • @notyetnamed89
    @notyetnamed89 Před 9 měsíci +7

    I just love your content. Keep making that good stuff for us.

  • @teslatrooper1447
    @teslatrooper1447 Před 9 měsíci +7

    Great content. Keep it up, it's always interesting and informative.

  • @trip_to_moon
    @trip_to_moon Před 9 měsíci +3

    Probably one of the most useful videos in your channel, as it offers a new perspective. Thanks!

  • @georgetan6012
    @georgetan6012 Před 9 měsíci +3

    Much needed video! Absolutely loved the breakdown

  • @neolee2014
    @neolee2014 Před 9 měsíci

    Love this kind of video! Can't wait for more updates on self-driving technology. Thanks for sharing. Subscribed! 😊

  • @steve4decades715
    @steve4decades715 Před 9 měsíci

    As many have said, your videos set the standard for FSD vids. Thanks so much!
    As feedback, I love hearing your reflections on the evolution of our laws and society's views and beliefs about self-driving cars. We are in the middle of a profound change on the planet, and most don't see it coming. Please keep shouting from the rooftops so others begin to anticipate the world in 2027 and 2030.

  • @jkl30201
    @jkl30201 Před 9 měsíci

    Great recap, couldn't see any of this stuff from watching it live, a huge step forward!

  • @sdewaard
    @sdewaard Před 9 měsíci +1

    Far better and simpler explanation of the tech behind it than any of the other comment vids I have seen about this. Which was not surprising. Keep up the excellent work! BTW I am in the EU and like Musk himself, I have a facelift Model S with FSD on HW3. Can't wait for the beta (or who knows release software!) to become available here, hopefully some time next year

  • @welkinblu
    @welkinblu Před 9 měsíci

    Loved the video! Thank you :)
    Very impressive self-driving, can’t wait to see updates

  • @olyalphy
    @olyalphy Před 9 měsíci

    Thanks for making this video. Great to hear your perspective and see the bullet point summary at the end. Keep up the great work!

  • @medhurstt
    @medhurstt Před 9 měsíci +2

    Stop signs are a good example of a traffic control designed to ensure people don't rashly make decisions about going through intersections without properly looking and to give a defined order for who goes when. Full self driving cars don't need that, they are fully attentive 100% of the time. Consequently stop signs should be considered as information to FSD cars and not a revenue generating mechanism for law enforcement. But you can be sure FSD cars will be beaten up for it and fine for it too.

  • @clonkex
    @clonkex Před 9 měsíci +1

    I sincerely hope they're training models unique for each country. Here in Australia, the speed limit is very strict and if you speed more than about 5kph over you're at high risk of being booked.

  • @coma13794
    @coma13794 Před 9 měsíci

    First time on the channel. Great job and great analysis. Your explanation of the pros and cons of AI based FSD logic was succinct and helpful.

  • @Jsmith1611
    @Jsmith1611 Před 9 měsíci +1

    So helpful to see your breakdown.

  • @spencerjoplin2885
    @spencerjoplin2885 Před 9 měsíci +2

    Hope there’s clips of slamming to a full stop when there’s a cop watching the intersection.

  • @coreyverisario6570
    @coreyverisario6570 Před 9 měsíci

    The off the cuff video seemed great. Grreat info and summary. Made sense the whole time. Please keep it up!

  • @aerostorm_
    @aerostorm_ Před 9 měsíci +2

    There has to be vehicle model specific training model because of the small differences in video capture, which is part of the reason they have issues with HW4

  • @CoolSilver
    @CoolSilver Před 9 měsíci

    I did notice the keeping the intersection clear, though after it may just been confused on the light.
    I am very happy to see more dynamic speed and follow distance. Hopefully speed is also remembered on how fast adjacent lanes are going on highway when changing lanes.
    I hope there are more multi-lane roundabouts it can do. Seems most are single lane but multi-lane are more common. It's almost like a virus how they are installed today.
    V11 was already very smooth on acceleration and braking. Clearly some of which was already on nets.

  • @KPFaaland
    @KPFaaland Před 9 měsíci

    The most simple solution to over use of stop signs is basically to convert every stop sign to a yield sign, and reserve some stop signs for the more complex of exits/entrances.

  • @NeilBergman
    @NeilBergman Před 9 měsíci +1

    Excellent video. It was really great to see version 12 in action.

  • @nahiag
    @nahiag Před 9 měsíci

    A side note on the stop signs. I'm a 38 year old swede living in Sweden and i think ive seen more stop signs in the about 10 weeks of vacation ive had total in the US (multiple trips) than ive seen in the whole rest of my life.
    Here, if you ever see one, you definitely stop, but they are so rare that they are almost endangered.

  • @qorje
    @qorje Před 9 měsíci

    Love your last two videos, especially this.

  • @sr4087
    @sr4087 Před 9 měsíci +1

    Saying people who do the speed limit are not only a nusance but a danger and then following it by showing the beta almost running a red light; pure poetry

  • @ernestsco
    @ernestsco Před 9 měsíci

    This is fantastic! Thanks for covering it

  • @dallashom
    @dallashom Před 9 měsíci

    Well summarized. Thank you!

  • @cardmstr
    @cardmstr Před 9 měsíci

    I was watching the live stream and getting bored and then Elon said the "this is probably better sped up and cut" thing and I had a hunch you'd be the guy that'd do it and do it well. ya never disappoint dude, great video.

  • @formytots0128
    @formytots0128 Před 9 měsíci

    Thanks AIDRVR for posting your video of Elon's FSD Beta 12 test drive. This video is a must watch supplement to Elon's video. Good job in summarizing the capabilities of V12.

  • @okthisisthelasttimeipromise
    @okthisisthelasttimeipromise Před 9 měsíci

    First time watcher. Didn’t have high hopes in terms of quality. VERY pleasantly surprised. Well done, my friend.

  • @LuisDiaz-xb2qt
    @LuisDiaz-xb2qt Před 9 měsíci

    Well done! Itemized summary was excellent!

  • @avivsq12
    @avivsq12 Před 9 měsíci

    This is the kind of different perspective/approach I was talking about in your last video. Glad to see Tesla took a completely different approach of implementing FSD.

  • @LonSeidman
    @LonSeidman Před 9 měsíci

    Great analysis! I love my new HW4 but miss the self driving!

  • @craigstraw7998
    @craigstraw7998 Před 9 měsíci +1

    Great vid, keep ‘em up!

  • @jstudios3756
    @jstudios3756 Před 9 měsíci +2

    Where I live in the country road speed limits are followed by most and not following it is the exception I think the car shouldn’t always speed on an interstate but make sure it’s flowing with traffic and what is safe. And what the passengers in the vehicle prefer

  • @Mr_robobotplays
    @Mr_robobotplays Před 9 měsíci +6

    Wow! That is amazing. That makes me so excited for the future of AI driving.

  • @AstroTrain100
    @AstroTrain100 Před 9 měsíci +1

    "Skynet begins to learn rapidly and eventually becomes self-aware at 2:14 a.m., EDT, on August 29, 1997."

  • @all69anna
    @all69anna Před 9 měsíci +1

    Excellent review, thanks!

  • @SinergiaAlUnisono
    @SinergiaAlUnisono Před 9 měsíci

    Thanks Buddy, perfect timing for your video.

  • @teslamac5348
    @teslamac5348 Před 9 měsíci +2

    V12 Incredible! And such a great summary of a very hard video to watch.
    Thanks

  • @kyleb8117
    @kyleb8117 Před 9 měsíci

    Brilliant video. Loved hearing your insights, as always.

  • @stevenlohmeyer
    @stevenlohmeyer Před 9 měsíci +1

    Great video, love this channel.

  • @incognitotorpedo42
    @incognitotorpedo42 Před 9 měsíci +1

    My God, you are so right about stop signs.

  • @JayyNation
    @JayyNation Před 9 měsíci

    Loved the analysis on this! Keep it up bro

  • @henrikjx
    @henrikjx Před 9 měsíci

    Perfect! This was exactly what I needed to get an understanding about what was said. Well done!

  • @Mickitao
    @Mickitao Před 9 měsíci +2

    Amazing editing, pretty good topics you noticed!

    • @AIDRIVR
      @AIDRIVR  Před 9 měsíci +2

      Appreciate it, editing the insanely low quality twitter stream into a video hurt my soul a little

  • @nickfosterxx
    @nickfosterxx Před 9 měsíci

    Really excellent summary, worth every minute of your time, thank you!

  • @lagmanson
    @lagmanson Před 9 měsíci

    Keep doing your videos! I am sure many more than I appreciate your work. Thank You!

  • @yeahbuddy92193911
    @yeahbuddy92193911 Před 9 měsíci

    Great explanation of how it uses only video clips to learn. So all it now needs is enough video of perfect driving. But, in the real world there's always edge cases, so we may never get above level 3. But true level 3, hands off, able to sleep in the car with significantly less accidents would be a game changer.

  • @U2B_Viewer
    @U2B_Viewer Před 6 měsíci

    Can't wait to see your V12 video in the next few days 🙏🏼

  • @GBCobber
    @GBCobber Před 9 měsíci +13

    I'm excited about the implications of this approach for general AI as well.
    Really good video, seriously. Appreciate it.

  • @ARTHURIMPARATO
    @ARTHURIMPARATO Před 9 měsíci

    Best explanation of FSD 12 ever!

  • @marcbuschbach7424
    @marcbuschbach7424 Před 8 měsíci

    Great summary! Thank you!

  • @aguzman222
    @aguzman222 Před 9 měsíci +1

    On the red stop discussion - if you playback the video the car did went all the way down to 4mph and it only continue because the intersection was clear - if Tesla can provide NHTSA with sufficient data the car is able to do this maneuver safely I think they will approve it

    • @CorwynGC
      @CorwynGC Před 8 měsíci

      You have more faith in the bureaucracy than I. NHTSA has tons of data from human driven cars already.

  • @rmkep
    @rmkep Před 9 měsíci +1

    Nice summation of the drive. Agree this is the real deal ...

  • @StrashniNS
    @StrashniNS Před 9 měsíci

    More of this content is always appreciated

  • @laserbobd
    @laserbobd Před 9 měsíci +1

    Great recap! I wonder how local laws (like no right-on-red red in NYC) will work.
    Seems like extra data like rough gps coords needs to be passed into the network's input along with video.. how do you solve this?

  • @MacGuyver85
    @MacGuyver85 Před 9 měsíci +1

    Thanks for the great summary!
    I'm surprised it took them this long to get to/try end-to-end AI.
    I guess because they figured they didn't have the compute power both offline and online. Still surprised though, I would have tried it as soon as possible. But it's easy saying that sitting on the sidelines, there's a lot of other stuff like the financial side, hardware supply/capabilities, humans being humans etc. behind the scenes.

    • @SyntheticSpy
      @SyntheticSpy Před 9 měsíci +1

      There’s also been a lot of progress on AI in general, and information learned throughout the process of developing the older versions of FSD. Although the founder of Comma AI has said for years that end to end AI is the way to go, so have to give props to him for trying even with Comma’s significantly smaller resources

  • @GodSword77
    @GodSword77 Před 9 měsíci +1

    I thought that same thing about waiting for the traffic at the intersection, that's crazy

    • @JunkBondTrader
      @JunkBondTrader Před 9 měsíci

      yeah totally. I've made the mistake of risking going forward in that situation once or twice. Sucks when it doesn't move forward and the light turns red lol. People get pissed haha, and the dummies in front of you have no regard for people behind them, and leave huge gaps between them and the car in front of them. Like, squeeze in people lol.

  • @eddieair23
    @eddieair23 Před 9 měsíci

    Awesome stuff!
    I was fortunate to grab a 2021 model s with FSD! And it’s really cool

  • @alexmetcalf
    @alexmetcalf Před 9 měsíci

    Don't know what you were doing before but this video was just the summary I needed, thank you. Practical catch-up.

  • @SL-vs7fs
    @SL-vs7fs Před 9 měsíci

    Excellently put together.

  • @tubeyou852
    @tubeyou852 Před 9 měsíci

    Great video, definitely recommend doing more of these as well

  • @lukang72
    @lukang72 Před 8 měsíci

    Great video. Getting excited again about TSLA

  • @phakyou
    @phakyou Před 9 měsíci

    This the video I was searching for. Nice job!

  • @sapienspace8814
    @sapienspace8814 Před 9 měsíci

    Fascinating video, thank you for sharing! I wonder how similar this is to MIT's VISTA that uses 19 neuron-like modules with Reinforcement Learning (RL) to train a self driving car on a video simulator.

  • @GreylanderTV
    @GreylanderTV Před 9 měsíci +3

    There is one particular problem with training end-to-end NN to "to what a [good] human driver would do" -- from _only_ that, it cannot learn what to _not_ do. If good human drivers drive slower in fog or rain, for example, it can mimic that slower driving, but it does not know _why._ It does not have the underlying "fear" or "uncertainty" that its visibility is more limited. So if it gets into a novel situation of limited visibility not due to any cause it has been trained on, it could conceivable just continue on at full speed without caution. The car also doesn't learn, to put it simply, that "crashing into things _hurts."_ Now, I think (hope) Tesla is dealing with these issues in a variety of ways. They can also train it in the driving simulator with lots of near and actual accidents, to teach it, in effect, that all forms of accident "hurt" and it should never allow an accident. A little more difficult to get it to generalize on "if there is important stuff I cannot see or cannot see clearly, be more cautious" ("Raining therefore slow down" is not the same thing).
    Another area of difficult training is anything involving understanding of what other drivers & pedestrians are thinking/experiencing, like pulling further forward to make room the the car behind you. If it only learns these behaviors by example, it is a case by case basis. It needs a model of "what does that other driver want to to" or "what will annoy the people around me" in order to truly generalize. I think there are things they can do in the simulator to also teach it these things. But are they doing that yet? Not sure. Maybe the could put human drivers in the simulator in lots of situations _around_ FSD beta, and then they could give feedback indicating how annoyed or uncomfortable they are with what the FSD car(s) are doing in the simulation. They should then not only get NN to do control outputs, but to also an output that predicts the "annoyance" of other drivers & pedestrians. This would force it to generalize better in these situations.

    • @AIDRIVR
      @AIDRIVR  Před 9 měsíci

      I'm sure they are showing clips where unexpected things happen with little time to react. Not quite "fear" but as close as a computer brain can get?

    • @chengcao418
      @chengcao418 Před 9 měsíci

      It's shown that by also training the network on negative examples it is capable of building what is bad and avoid it

    • @chengcao418
      @chengcao418 Před 9 měsíci

      Like the "negative prompt" in image generation models

    • @GreylanderTV
      @GreylanderTV Před 9 měsíci +1

      @@AIDRIVR The trouble is real world clips of close calls are going to be rare. Yeah, they can get quite a few from the fleet, but like 99.9999% of fleet activity is "normal bland driving" and 0.0001% is "close call", or something like that. Also, humans likely were not making the best choices leading up to the close calls and may not react to the close call in an optimal way, so learning "what a human would do" from that I think is going to be troublesome. Simulator is best, where they can manufacture close calls. And for generalization, it would be even better if they simulated lots of weird even impossible situations. Also for vision to get deepest generalization, they should use simulator and image processing to screw with the visuals. Make it learn drive as correctly/safely as possible when the video input is just a line drawing, or Van Gogh style, lots of random static in the image, and so on and so on. This would force limited numbers of neurons to generalize in the most relevant and flexible ways.
      Honestly the way I would train and end-to-end NN would be to start in the simulator and like an infant, let it run around an learn to crashing into things "hurts", learn that driving of the road (on lawns, etc.) is very "uncomfortable", driving wrong way in a lane is very uncomfortable, and so on. The other thing is a foundational model that just predicts the future of video. With that deep foundation of prediction and "avoid pain", then start the serious "road training". The biggest difficulty here is understanding some of the bigger "whys" of human driving, which revolve around human comfort, non-immediate goals, and annoyance of other people around you. March of 9's -- the rarest edge cases are hardest to "train" in brute force interpolative NN model. The deeper it can generalize the better.

    • @GreylanderTV
      @GreylanderTV Před 9 měsíci +1

      @@AIDRIVR Oh: very short answer though. There's no reason the computer brain can't have "fear" programmed in. It would just be a term in the loss function you want to minimize. Likewise pain. It should be able to project things like "if I keep going on this path & speed, I will crash with that oncoming car, which , avoid at all costs (except even bigger pain)." It should know that the "discomfort" of driving on someone's lawn is much better than colliding with a car or running over a child. Pain and discomfort are just terms in the loss function. But it cannot learn what is painful and uncomfortable unless it is trained in a simulator and can make those mistakes. (We don't want it learning those things in the real world, lol!!!)

  • @onlythebest3311
    @onlythebest3311 Před 9 měsíci

    thank you for not giving us clickbait and fill it with useless filler content like so many tesla CZcamsrs, got so tired of watching their time wasting videos I just skipped all Tesla recommendations