That guy just waived at a robot

@tom_skip3523

3 ай бұрын

This shows that the robot already behaves very much like a human being

@thedoggy480

3 ай бұрын

@@tom_skip3523shutcho corny ahh up 👨‍🏭🧜‍♂️🕺

@BekTesfa

3 ай бұрын

😂and doesn’t even know it …

@raviravi5342

3 ай бұрын

Please tell the robot, the human is saying thank you. (Robot saying "what an odd behaviour")

@borghorsa1902

3 ай бұрын

@@tom_skip3523 Surprisingly, doesn't take a lot for a robot to behave like a human - we are not that far ahead on a cosmic scale

No human honks! But now we have to add construction worker yells to replace this category

Great video. At 12:40 in to the video consider this: A human driver waved “thank you” to an A.I. without knowing it. Turing test complete! :-)

@mofayer

3 ай бұрын

Thanks for the laugh 😂, we sure are living in an interesting time.

@Wigglylove

3 ай бұрын

For people confused it is not at 13 minutes, but around 12:40

@markschneider8187

3 ай бұрын

@@Wigglylove Thanks for the clarification. I edited my comment to put your time in. Thank you.

You are, by far, the best at describing and analyzing the latest version of FSD. Can't wait for you next one!

@cafl9844

3 ай бұрын

Nobody else has Version 12 or has that changed?

@Nerlin

3 ай бұрын

@@cafl9844 Everyone should by now. I got it last night. My son got it last night. We never get updates until wide release.

@CC-mr6uo

3 ай бұрын

I just got version 12.3 about an hour ago so it has pushed out to a wider audience

@tikimaka1

3 ай бұрын

💯 The commentary is great!

@hankkingsley9183

3 ай бұрын

Heavily biased takes though

22:15 , Straight up says no and goes for it like every human LOL. This is amazing!

@ThePixelize

3 ай бұрын

Exceeding the speed limit by 10 mph!

@tom_skip3523

3 ай бұрын

There was no danger at all@@ThePixelize

@jacobnpaige9674

3 ай бұрын

What subscribing autopilot

@hithere4289

3 ай бұрын

@@ThePixelize yep, human like 😂

@_BangDroid_

3 ай бұрын

I thought the goal was to be safer than human drivers, not equal

Just did first v12.3 drive and it was my best fsd drive ever. It didn't try to park, but did pull over in parking lots. It was superbly human-like with only a single acceleration intervention just for my comfort. And it passed the Wife Test!

@AIDRIVR

3 ай бұрын

Passing the wife test is the hardest challenge

@homosapien6031

3 ай бұрын

Where did you do it?

@tateisaacs1048

3 ай бұрын

The only harder test is the "would you let your kid ride in it" test

@hectorcanizales5900

3 ай бұрын

@@tateisaacs1048better to teach them how to drive first.

@Garezinator

2 ай бұрын

I would like to test it too. Where can I find one? Wife I mean.

The best of the best. Car and driver. Rare for this 80 old to say “It blew my mind!”

@AIDRIVR

3 ай бұрын

V12 truly is mind blowing. Every drive I have with it, it does something incredible. Thank you so much!

6:20 "In all the road closure situations I put it in, it almost feels like it knows that it's not the right thing to do but always ends up just trying it anyway".... Wow.. so very much driving like a human. 🤣🤣🤣

@Nemy5

3 ай бұрын

Facts😂

@mik2137

3 ай бұрын

Exactly what I was thinking. This is probably a topic where specific "staged" drives need to be recorded for the training data, because even the "good" drivers are sneaking around closed road signs. 😇

FSD causing the rest of the car to turn on AEB is hilarious

@runewinsevik8471

3 ай бұрын

In short: Human-like...

@MiesvanderLippe

3 ай бұрын

Shows paint is not cycling infrastructure too lol

@jtjdt

3 ай бұрын

Internal Family Systems (IFS) theory suggests the human body is the same way. One part will be like "GO!!!", while another part (usually a protector) will stop us in our tracks.

@rahpowah01

3 ай бұрын

It's hilariously bad

@Voyajer.

3 ай бұрын

@@MiesvanderLippeYeah, not super thrilled with the idea of teslas cutting into bike lanes early like that.

"Same thing I would have done" is the new benchmark . Incredible progress!

I know it's been said before but your camera setup and transitions are absolutely insane 💯🔥

@AIDRIVR

3 ай бұрын

Appreciate it! Takes a while but end result is worth it

Honestly, the driving in this video was incredible. There still a lot of progress to achieve, adding the missing bits like parking, backing up, how to deal with construction, etc. and especially if self-driving has to work across different parts of the world. But it feels like this is the way to do it. Thank you for the video!

@AIDRIVR

3 ай бұрын

Thanks for watching and leaving a comment!

Holy cow. There are so many terrible, scary af intersections in this town. The number of roads you have to blindly pull out on where traffic could easily be going 45 is insane. We don't need FSD, we need better road design...

@anntodd1233

2 ай бұрын

And get rid/move signs that block your view, as well as shrubbery that blocks your view.

@jarbarsi

19 күн бұрын

yes, this, and less car dependency in general so that roads don't have to be so wide and fast to serve the number of people that need to use them

I watch most of the FSD channels out there. The production quality (and by production quality, I mean all of it... the video quality, audio, narration of scenarios, your narration voice, the editing... ALL of it) is the best there is. Just outstanding work. Thank you for this. As an FSD beta user since the first round of Safety Score adds, I for one, welcome our FSD 12 overlords.

@floorpizza8074

3 ай бұрын

Forgot to ask... You do a great job of running FSD 12 through ALL the scenarios. One that I haven't seen a lot of on your channel is traffic circles. Where I'm at, traffic circles are the bane of FSD. If you have any that are local to you, any chance you could take us along for the ride through a few of them? I know traffic circle density is highly variable according to geographic location, so if there aren't any local to you no worries; don't want you going cross country just for a few circles. : )

2:01 Choosing "the perfect moment to pull out" is TIGHT!

@tomi832

3 ай бұрын

Not yielding to every vehicle is super easy, barely an inconvenience

@homosapien6031

3 ай бұрын

😂

Your videos are there most informative about FSD. Focusing on moments of interest and highlighting differences to previous versions. Thank you.

@AIDRIVR

3 ай бұрын

Appreciate that, thank you!

i’ll say it again. Best FSD videos on the internet You put in a lot of work, it shows and is appreciated. Great job bro!

@zhz1359

3 ай бұрын

You are Chinese

Babe wake up, ai driver dropped!

@cgnomazoid

3 ай бұрын

I was elbow deep in my wife and stopped the second I saw this notification. I have my priorities, she can take care of herself!

@KCJbomberFTW

3 ай бұрын

This is the fourth unrelated video with this as top comment

@codycast

3 ай бұрын

@@KCJbomberFTWI’ve never understood why people post stupid stuff like OP. I mean, is it for “likes” on the comment? If so, why? Is there something you gain from posting like-bait? It’s always seemed so strange to me.

@KCJbomberFTW

3 ай бұрын

@@codycastDanny Mullen and told in stone both posted today and the top comment is this same thing

@SamAung-dz8tn

3 ай бұрын

How much of a cult member do you need to be to act like this?

wow, love your enthusiasm for 12.3 and am beyond excited to try 12.3 for myself when I get the OTA.

@AIDRIVR

3 ай бұрын

It’s amazing, I can finally use FSD with my wife in the car

@davidkendall2272

3 ай бұрын

Yep, looking forward to my wife's reaction. She hates V-11 drives.@@AIDRIVR

I watch a bunch of KZreadrs for Tesla news,including FSD info, and i've been watching a few of your videos for a few months. I really love your commentary, editing, and the way you have multiple cameras E.G. interior vs exterior, and how you transition between them to illustrate your points! Makes for great "flow" in your communication, and really easy for the viewer to follow along, thanks for being awesome :)

Always my favorite FSD channel!

00:01 FSD using human data for AI is working well 01:58 Tesla FSD 12.3 executes complex maneuvers well. 05:59 Tesla FSD 12.3 faces challenges with road closures 08:03 Tesla FSD 12.3 navigates tricky intersections well 12:03 Tesla FSD 12.3 exhibits extremely human-like driving decisions. 14:03 Tesla FSD 12.3 faced challenges with U-turns 18:06 Tesla FSD exhibits advanced decision-making skills in complex driving scenarios 19:52 Tesla FSD 12.3 handles challenges beautifully 23:35 Tesla FSD 12.3 stops early for potential hazards 25:30 Tesla FSD 12.3 brings significant improvements

@szankony6276

3 ай бұрын

Bullshit Tesla car AI should be banned from public road traffic.. Is is is so dangerous for humans and animals too.

Wow! What a journey from what FSD was like in your early videos. Thanks taking us along for the rides.

@AIDRIVR

3 ай бұрын

It's definitely been quite the journey, thanks for sticking around Paul!!

@raviravi5342

3 ай бұрын

Please make compilation of what it used to do and what it does now. That would be great.

I am so impressed with your narration and your focus on describing how the car handles every situation you gave it! Excellent job! First time I have watched your channel. You are easily the best FSD test driver on KZread and the most interesting to “ride along with”. I completely agree with your assessments. This is the year! People who think we are 10 years away from FSD will be blown away by 2024. I don’t know how many more FSD test videos you will be doing, but I will be along for the ride on all of them. Subscribed. 👍

@AIDRIVR

3 ай бұрын

Appreciate the kind words flyshacker! Thanks for the sub :]

@flyshacker

3 ай бұрын

@@AIDRIVR I have to add that some FSD test drivers I have watched take their time to make a KZread video, but then everyone in the car chatters about irrelevant topics while the car is dealing with drunk drivers and doing other amazing things under 12.3. Unbelievable.

Thank you for the excellent work!

@AIDRIVR

3 ай бұрын

Right back at you my friend

Excellent video and narration, as always.

@AIDRIVR

3 ай бұрын

Appreciate it!

I get really excited every time I see you posted a new video and I have to watch it on the big screen tv right away... It's a profound understanding of the baby steps of human ingenuity towards safer roads... You could make 1 hour videos and I would watch it... I love your voice and comments... I wish you would go for 2160 instead of 1440. Thank you!

GOOD JOB 👍🏾 Your visuals allow me to understand your observations & comment on the car's decisions.

This was a wonderful demonstration. Thank you and best wishes

Once again you have produced the best FSD review video of the bunch. I like the voiceover style and how you analyze each situation. Very well done as usual!

@AIDRIVR

3 ай бұрын

Appreciate it Dave, thank you!

I really appreciate that your video not only informs but is so visually pleasing to watch. Well done.

I just got the FSD 12.3 update on my car. After watching this video, I am so itchy to take the car out for a spin! Thanks for the video!

@AIDRIVR

3 ай бұрын

Awesome, let me know what you think!

V12.3 looks super impressive. I sure hope I will get it soon. Great video, AIDRIVR's camera setup, videography, and commentary are the best. 😀

Meh, crossing a single solid white line is permitted. It just means to proceed with extra caution.

Great graphics & great commentary - Thank you from London UK. 333am GMT.

Excellent video. Probably one of the first of yours I've watched but really did an awesome job of showing what this new version is capable of.

Another great drive. AI Diver really puts out quality content. By far my favorite.

very interesting to see major improvements on fsd compared to early builds looking forward to more progress 😊

Great informational video like always!

The fact that it spotted the pedestrian around 3:00 was impressive; went back twice and still didn't see the person walking on the video

@Xanthopteryx

3 ай бұрын

Not strange at all. Camera placement. He is filming from driver seat. The car has a camera in the middle. If the pedestrian was on the opposite side of the car in front, the car would not have seen it as early as the human in the drivers seat.

@beanso1

3 ай бұрын

I don't think there's actually anyone there? When it first appears, we have a full view of the whole sidewalk going into that intersection and I can't see anyone. As he gets closer there's still an unobstructed view of the full width of the entrance the van is pulling into, until the last few seconds before the van stops, and there's still nobody visible.

@richardjones8395

3 ай бұрын

If you back up the video a bit you can see the pedestrian walking, then the person gets obscured behind a parked car. The system has memory now and correctly infers that the pedestrian is going to continue walking across the road and slows down accordingly.

@Xanthopteryx

3 ай бұрын

@@richardjones8395 No, it does not have any memory. But, the camera the car uses is placed more to the right compared to the camera that is filming the ride, and thus it can see things that are obscured by the video camera. Note that as soon as they get too close to the car in front, the pedestrian is gone.

@richardjones8395

3 ай бұрын

@@Xanthopteryx Yeah, sorry, I totally mixed up with another section of the video here (I was talking about another bit in the video at around 21:43 where a pedestrian was crossing and the car waited). In the particular case at 3:00, it does see the pedestrian due to camera positioning as you say. But going back to the statement about memory, I should have qualified what I mean by 'memory': as I understand it, V12 learns from short video clips (around 30 seconds maybe), so when learning what a human driver would do in a given scenario, the neural nets will be taking account of what happens during the period of the clip and how the human driver responds. Whilst perhaps not a ‘memory’ in the conventional sense, it does give it the capability for things like ‘remembering’ a moving car that gets occluded by another car at an intersection- as long as it's just a few seconds it'll keep track of it. On previous versions, the FSD team did talk specifically about giving the system a short memory to take account of such situations. I’m not as clear yet how that works with the ‘end to end’ system and whether the team have taken specific steps to give it ‘memory’, but as mentioned above, the fact that it learns from video clips does give it the capability to infer that type of information (at least over the duration of the clip, whatever length it may be).

Excellent - plus a great summary. V12 has a very good understanding of the cars dimensions and can squeeze through spots (not sure if that's always a good thing). Teaching my niece to drive (I had her go through cones and between boxes etc) and now watching people more, I notice a lot of people have poor spatial understanding and not as good as V12

Awesome video. Thanks for producing. So nicely done. Great graphics

Love your videos and shorts man!

At 21:31, the reason FSD will be safer than a human is that human drivers exhibit numerous dangerous behaviors, which FSD will never exhibit, and which cause up to 90% of accidents by some estimates. These include texting while driving; other distracted driving; drunk and drug-impaired driving; road rage; fatigue; falling asleep at the wheel; medical emergencies; running red/yellow lights and stop signs; wrong-way driving; following too closely; unsafe lane changes; speeding; street racing; reckless driving; loss of control; and several other categories I probably haven't thought of. FSD can be significantly less skilled than an average driver, perhaps similar to a beginning student driver, and still show a much lower accident, injury, and fatality rate that human drivers, for this reason.

Still the best!! Will have to cook up some fsd vs human scenarios to make it interesting pretty soon.

Amazing content as always! Thank you!

Awesome footage, keep up the great work!

Great video as usual so informative and entertaining. IMHO the thing that needs improving next is the navigation data. When a road is closed that contradicts the data, a new route needs to be quickly determined. Also, the closure could be updated to other drivers in the area with a few hours of persistence.

@martindbp

3 ай бұрын

Simple: rerouting is another type of AI action. Find clips of people driving with road closures in them, not necessarily in the route path, then edit the route to go through the road closure, and add the reroute action as the target action. Lots of issues can be solved by creative data sampling and modification like this. You can do the same thing for the issue where the car is unable to safely follow the route. This stuff will be solved so fast.

Still the king of FSD videos, thanks for the upload.

@AIDRIVR

3 ай бұрын

Thank you for watching and for the compliment!

I know the way you edit takes a lot of work but your approach - showing the boom-deleted car when appropriate, and the voice-over makes for a really useful video. Many thanks.

Great video, as usual. I'm really impressed by the improvements you've shown from FSD bets 12.2.1 to 12.3. I sure hope this starts rolling out to a much wider group of FSD beta testers soon so that we can get it on both of our Teslas.

Thanks!

Now we need reversing it seems

The best Tesla fsd videos on KZread by far Thankyou for your service

You do an excellent job ! Many thanks.

AI driver is still number 1. Thank you for excellent content.

@AIDRIVR

3 ай бұрын

Thank you for watching!

@KuramaKitsune1

3 ай бұрын

​What was the year make and model of the car? And in your experience do you think it makes a difference if it's the Intel or the AMD based computer? ​@@AIDRIVR

@szankony6276

3 ай бұрын

Bullshit Tesla car AI should be banned from public road traffic.. Is is is so dangerous for humans and animals too.

@SyntheticSpy

3 ай бұрын

@@KuramaKitsune1the intel and amd computers are just for the infotainment. The FSD computer is a separate Tesla designed system. For now both HW3 and HW4 perform the same with FSD

A combination of your video , chuck cook, Brad Ferguson and Rob Mauer’s latest v12.3 convinced me to buy more Tesla stocks!!

@AIDRIVR

3 ай бұрын

If I had any spare money I'd be buying too

After watching in awe, I've finally gotten the v12 update tonight. Love living vicariously through your videos with all the updates and now I can live it myself haha. I'm pretty cautious with FSD in general and don't actually use it much but am excited again for this update.

Fantastic video I can’t wait for the update.

Can you focus on roundabouts in the next video? They shouldn't be a problem (finally) for V12, but I'm very curious. Great video anyway, thank you!

@danliebster9894

3 ай бұрын

He mentioned right in the video that there are none near him other than that one mini roundabout he showed.

I just went from 11.4.9 to 12.3. ALL of my pet peeves are gone! Late signaling, twitchy turns, incorrect changes into turn lanes, insanely fast RR crossings, all gone. Even new capabilities. An aggressive driver quickly moved into a turn lane from behind. FSD just let it by and pulled in behind. While waiting for a left turn, a car pull up and blocked my view to the right. FSD crept forward to regain visibility. Waiting on a right turn traffic passing traffic blocked my view to the left. FSD remembered to wait for a last car to go by and continued the turn! I need to completely reset my expectations to catch up to the progress of this release. Thanks for the effort to show it on video for all to see!!!

Great video. Absolutely love the visual effects etc.

@AIDRIVR

3 ай бұрын

Thank you, appreciate that! Takes a while but comments like yours make it worth it

love your videos very entertaining and i enjoy the long ones especially

@AIDRIVR

3 ай бұрын

Appreciate the kind words! They take a while to make but comments like this make it worth it

once FSD can read and interpret signs...

I can't wait for the day we get true FSD! This will give so much freedom to my disabled wife. But, it absolutely needs to be six sigma, requiring zero intervention from the human riding inside the car, who is incapable of helping out. But this will be a game changer for so many people!!!

@anntodd1233

2 ай бұрын

Good for old people that shouldn't be driving.

@benjaminmeusburger4254

Ай бұрын

sorry to say, but this will never happen they are on it for 10 years now and it wouldn't pass a simple drivers test that any human with 12h of training could pass hell, in the video you see at least 10 examples where it makes terrible decisions; blocks the road; ignores tight spots until breaking in panic etc or simply breaks traffic laws

I like that you let FSD v12 do its thing to the very end instead of disengaging early. Gives us greater insight into what the car is trying to do/what its thinking.

11:08 I think 2024 will be the year when we have fully self driving cars tbh

@halophobic9550

3 ай бұрын

the video literally came out 6 mins ago how are you there

@tav9755

3 ай бұрын

Yeah. Probably. Or 2025. latest 2026.

@thefish5861

3 ай бұрын

@@tav9755Or someday. Maybe.

@QwertyIsWeird

3 ай бұрын

​@@halophobic9550 He skipped a part

@QwertyIsWeird

3 ай бұрын

Or played the video at 2x speed

Your mention about going back to 11 FSD for that one area is interesting. Would be interesting to be able to move back to previous versions to show the changes. The improvements are not so clear until comparisons are made.

@Xanthopteryx

3 ай бұрын

The problem is that each time you drive the environment has changed completely. Cars are different, position of them are different, your own car is placed different, speed differ, the light differ, the weather differ, shadows differ, ... The only way to truly compare is by doing like Waymo does: Tons of computer simulations. You let the virtual car drive a virtual environment and then you can replay the EXACT environment with different software versions.

Dude !!, you are undoubtedly the best !, I love your video editing and commentary , so, thank you !!!

@AIDRIVR

3 ай бұрын

Really appreciate the kind words, thank you!

just got mine upgraded to 12.3 tonight will try it out tomorrow very exciting after seeing this video of what it's capable of doing.

I got 12.3 this morning, coming from 11.4.9 🥳. They gotta get speed control in order 😅. Other than that it is a great leap forward as far as I can tell.

LETS GOOO!!! Best FSD Tester on YT!

I really do like these videos. People watching can learn to maybe drive better by example. This system doesn't get road rage. Being a professional driver for close to twenty years has taught me a lot of patience. I hope to continue watching videos of yours more ahead because so many people have a fuse set to road rage. If anything, it can be a great example of how to drive well.🙏

This channel is pure quality over quantity. Thank you for keep making these.

even if probably legal, that maneuver at 1:20 where you're driving into the exit of the drive thru is something i would have disengaged for. both 'lanes' have arrows pointing in the oncoming direction and it looks like the lane widening for 2-way traffic past those arrows is for drivers exiting the drive thru, based on the road markings. which is probably why that pedestrian didn't look both ways, because the road markings are indicating one way traffic.

@BrianBonner

3 ай бұрын

I was going to say the same thing.

4:12. I think it hadn’t accounted fully for the second trash can initially.

Superb editing and camera work, commentary, nothing not to like. Others should take note, this is a great format you have developed.

As always, best FSD channel by far

3:40 I think that should've been a critical disengagement, especially since the car is doubting itself

@AIDRIVR

3 ай бұрын

I only count them as critical if it was in any real danger. The car just stopped itself and needed me to re-engage, no danger to itself or anyone around

@Xanthopteryx

3 ай бұрын

@@AIDRIVR It was kind of dangerous because just sitting in the road doing nothing is like, not very good.

Crossing solid white line is legal in a lot of states (California and Washington for sure) as long as it's safe to do so.

@Fatman305

3 ай бұрын

Yet, even some of those may not allow lane changes within 100 feet of an intersection.

@alexp.6406

3 ай бұрын

Solid white lines for same-direction lane separation is more of a suggestion than a rule. And if you are a human driver, you know it.

This was a nice presentation and enjoyable to watch. FSD sure has improved a good bit. I still would be tense making sure it will not hit something vs driving myself.

For the first versions using end to end neural nets its capabilities are amazing. Just think how much improvement we might see after two years of trained neural nets!

Data from human drivers in the fleet training the model was inevitable.

@19valleydan

3 ай бұрын

At least it didn't gleefully send the trash can flying!

@graemeesmith

3 ай бұрын

Not only inevitable - that's Tesla intentional strategy. That's a good thing. It doesn't mean the car will make mistakes like humans necessarily. The car is 100% attentive at all times (which is a large source of human error) and the training set is curated good driving.

When you look at crash compilations, it's most of the time because of either reckless driving or fatigue (microsleep, general distraction). This version shows no signs of doing mistakes like this and thus I would feel much safer knowing the cars around me are AI driven and don't just cut my lane, drunkenly swerve around or overlook pedestrians.

@AIDRIVR

3 ай бұрын

I think about this all the time on the highway, especially when someone is tailgating me and glancing down at their phone. Using FSD lets me watch other drivers around more and it’s terrifying

Amazing video, can’t wait to get this on mine, keep up the good work man

@AIDRIVR

3 ай бұрын

Thank you so much Preston! It's rolling out wide now, so make sure to check your software tab!

@prestonlauu

3 ай бұрын

@@AIDRIVR nice, that’s great news, I have a 2020 M3 LR so I’ll check the software tab, can’t wait to try it out

Well I toggled the bell icon, i guess I'll get notified when you drop a video? As others are saying in the comments, you give the very best commentary to your videos, always entertaining and informative.

It SUCKS that I paid full price for FSD and get these builds months after others!

@logitech4873

3 ай бұрын

Previous owner of my car paid full price for it too, and I haven't received any build of FSD whatsoever yet.

@rmkep

3 ай бұрын

I'm sorry no one told you John but we took a vote and decided that due to your impatience, you are being slow walked on FSD. Perhaps a better attitude would help your case ...

@6681096

3 ай бұрын

​@@rmkep I snuck in and voted multiple times to deny John FSD.

@FollowTheJohn

3 ай бұрын

@@rmkep You’re amazing! And dense!

Extremely dangerous and irresponsible technology

@LeJun._.

2 ай бұрын

How so?

Incredible video. Hit all the points. Fast moving, not a single wasted moment. No surprise you get the views.

@AIDRIVR

2 ай бұрын

Thank you for the kind words!

Love your work 😊

Your channel won’t ever die, if au gets too good, you can just drive yourself and I’d 200% watch you

Wow awesome video. Keep coming with these video please

Peace.. Shalom.. Salam.. Namaste and Thank You Everybody for All that you are doing to Heal our Mother Earth 🙏🏻 😊 ✌ ☮ ❤

I just got version 12.3 on my car last night. I drove around a bunch today around Austin, TX and the car did AMAZING.

Can we just appreciate how much editing effort is put into these videos 👏

cool to see you in my neighborhood! the parking lot you started in is terrible, i hate that entrance so much

I could watch this channel (almost) all day.

Remarkable it’s come such a long way in such a short period of time.

Great evaluation.

22:00 when the car slows down when it sees the light change to yellow, but then changes its mind and accelerates is mindblowing! It really shows signs of intelligence.