How to get better at video games, according to babies

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How to get better at video games, according to babies - Brian Christian

Рет қаралды 547,783

Күн бұрын

Explore what happened when the AI system Deep Q Networks (DQN) attempted to beat the Atari game Montezuma’s Revenge.
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In 2013, a group of researchers wanted to create an AI system that could beat every Atari game. They developed a system called Deep Q Networks (DQN) and less than two years later, it was superhuman. But there was one notable exception. When playing Montezuma’s Revenge, DQN couldn’t score a single point. What was it that made this game so vexingly difficult for AI? Brian Christian investigates.
Lesson by Brian Christian, directed by Gavin Edwards, Movult.
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Пікірлер: 558

@TEDEd 2 жыл бұрын

If you’re interested in the problems facing AI and the movement to fix them, we highly recommend Brian Christian’s “The Alignment Problem.” Full of real-world stories and anecdotes that make the concepts graspable and immediate, you’ll learn not only about machine learning- but about human nature. Learn more here: bit.ly/AlignmentProblem

@chieckenman4432 2 жыл бұрын

Gamers rise up

@saind4170 2 жыл бұрын

How about leaning something of actual significance! Banking, cooking, survival, food production a F-ing Trade. Create something that has never excited for someone eles to enjoy! Pfff

@Human_traain 2 жыл бұрын

I want to create my own game

@user-fm5vp7yu3u 2 жыл бұрын

make a vid on how to get my dad back home, please.

@avax_btc8 2 жыл бұрын

#avax

@sharonsabu365 2 жыл бұрын

"If it's seen it all, why go anywhere?" AI having an existential crisis, makes it more human, and a lot more scarier...

@IsmailTaleb 2 жыл бұрын

Exactly my thought, since the moment they introduced novelty I felt it was more human than machine, but when they said this I was in shock

@jerry3790 2 жыл бұрын

It is very, very far from any real intelligence. The explanations in this video are more metaphorical than they are literal

@qpSubZeroqp 2 жыл бұрын

@@jerry3790 exactly

@mobilemarshall 2 жыл бұрын

@@jerry3790 They are simplistic versions of real things. The fact that our brain is doing a whole lot more doesn't mean it's not the same process happening. When a novelty based AI gets glued to a screen with lots of colorful images, it's not hard to imagine that a very similar system is causing the same reaction in children/people with attention disorders.

@abdulmasaiev9024 2 жыл бұрын

Naw, it gives it a reason to keep us around, just to see what nonsense we get up to next

@Thoran666 2 жыл бұрын

The idea for the AI to chase novelty instead of just points is really cool and probably the first step towards creating a depressed Robot. :D

@whalisten 2 жыл бұрын

oh my goodness. this so specific are you okay?

@Thoran666 2 жыл бұрын

@@whalisten What? Yeah I'm fine, I'm talking to a Wall. But thanks for asking.

@MrNeboff 2 жыл бұрын

lol

@StillGamingTM 2 жыл бұрын

Who cares it’s just a robot, therefore, none of the laws and rights for humans apply! It probably doesn’t FEEL anyways, just shows human-like behaviour. Well, at least, we hope. Because that would be very very convenient because then we don’t even have to feel guilty about anything. Legal, optimized slaves at last!

@psychopompous489 2 жыл бұрын

@@StillGamingTM Please don't compare sub-baby intelligence AIs playing Atari to slaves. It undermines actual slavery.

@mildlifeisatrisk5727 2 жыл бұрын

"A novelty seeking system will eventually lose motivation" *Me, stuck in college, feels attacked*

@StillGamingTM 2 жыл бұрын

HMMMM

@Luffy_wastaken 2 жыл бұрын

Pretty sure it was Sun Tzu who said that :-/

@KangJangkrik 2 жыл бұрын

Bruh ur not alone

@zius2140 2 жыл бұрын

"Bro just get good" - Sun Tzu, the art of war

@doaa7941 2 жыл бұрын

"Train for another thousand years" - Napoleon Bonaparte

@CantShootMe 2 жыл бұрын

“Dance potato boy, dance” - Julius Caesar

@deleted_handle 2 жыл бұрын

Hshahahaha

@Christopher-md7tf 2 жыл бұрын

You spelled "git gud" wrong

@hanzadriannervez6584 2 жыл бұрын

@@Christopher-md7tf yeah and its "Sun tzu, the art of gaming" not art of war SMH

@AKS-zl6be 2 жыл бұрын

"Mute the Voice chat" - Tun Szu, The War of Art.

@lilbigp4036 2 жыл бұрын

Pls don't pls talk

@Sharp931 2 жыл бұрын

VC is crucial

@bot24032 2 жыл бұрын

the war of art*

@karlmarx7790 2 жыл бұрын

😂

@qpSubZeroqp 2 жыл бұрын

Mute all chat for that matter. Text chat can be just as bad

@FaultyTwo 2 жыл бұрын

"He who quit mid-game, quit winning for the rest of his life." - Albert Einstein, Expert Gamer.

@unlimited8410 2 жыл бұрын

Albert Einstein holds nothing on Hitler's KDR

@farrel_ra 2 жыл бұрын

@@unlimited8410 nah he go pacifist run thats why

@doyourecognisethebodiesint9447 2 жыл бұрын

@@farrel_ra I think Einstein and many other scientists help create the nuke, so... Support expert I guess?

@farrel_ra 2 жыл бұрын

@@doyourecognisethebodiesint9447 understandable

@superieur11407 2 жыл бұрын

@@farrel_ra have a nice day

@abdullaH_alasmy 2 жыл бұрын

Mom: Boy, stop playing games and do something beneficial. Watch Ted Ed for example TedEd:☺

@orami...1600 2 жыл бұрын

( ◜‿◝ )

@anak_kucing101 2 жыл бұрын

Jeguro 😃😂😂😂

@Keiwastxken 2 жыл бұрын

This is exactly what my mom says! I honestly love Ted ed!

@OmerTheGreatOne 2 жыл бұрын

"Stop using my quotes" Sun Tzu, The art of War.

@user-jf6du5ym1x 6 күн бұрын

Lolllllllllllllll

@isAif47 2 жыл бұрын

"Novelty seeking system will loose motivation" Basically AI having mid life crisis and becoming a nihilist.

@anhbayar11 2 жыл бұрын

Nihilists can be at every age.

@psychopompous489 2 жыл бұрын

@@anhbayar11 ... Including mid-life.

@techbot28 2 жыл бұрын

So even AI doesn't like games that involve backtracking.

@harrietjameson 2 жыл бұрын

well, if you make the ai act like a human, it will act like a human

@unlimited8410 2 жыл бұрын

Smh, it needs to consider playing more roguelikes

@HerMi.T 2 жыл бұрын

Backtracking is really fun in a game when games make it rewarding. Meaningless backtracking is boring but meaningful one is not. Example of good backtracking is metroidvania games like Metroid and Hollow knight and roguelike games as well. I am pretty sure this ai will backtrack because it is meaningful for them to do. They will get reward for solving that puzzle by zig zagging around the world. It will remember the whole world and try to understand how his cause will effect the whole world. That's why a game having backtracking is much more difficult for ai but more rewarding.

@LilfoxTheHybridHylian5967 2 жыл бұрын

Yeah

@michael_krueger 2 жыл бұрын

@@HerMi.T I literally quit Hollow Knight just because of the backtracking, it always felt so long and repetitive. But I agree that Metroid does it right.

@Acucido 2 жыл бұрын

I am glad someone finally found a use for babies.

@psychopompous489 2 жыл бұрын

Paper weights.

@Abdo-vo1gb 2 жыл бұрын

@@psychopompous489 actually, any object can be a paper weight if it has some weight, so it's not a use for babies only. Try again

@psychopompous489 2 жыл бұрын

@@Abdo-vo1gb The weight of what I do to the babies that refuse to serve their function can't hold down paper. Check mate, atheist.

@Luffy_wastaken 2 жыл бұрын

@@psychopompous489 I use them as checking how sharp the knif- Oppsie

@cutecatz3420 2 жыл бұрын

@@Luffy_wastaken Oopsie whoopsie

@note5068 2 жыл бұрын

"Give a man tutorials, you give him fun" "Give a man challenges, you give him skills and annoying teammates" -Drip Szu

@Ragzzy-R 2 жыл бұрын

OMG so basically it did what a gamer would do. First run, you just goof around trying to see every piece of the world, try to do all side quests and whatnot and once you are comfortable enough to speedrun the game, you lose interest and throw it away. This just blew my mind

@nathanrocks2562 2 жыл бұрын

"Babies look at new things longer than they do at something they have seen before." That is an amazing tidbit of information.

@joe0001 2 жыл бұрын

I never thought I’d be watching a Ted Ed video to get better at video games

@thatscrub8351 2 жыл бұрын

Honestly a robot getting distracted by a tv is one of the funniest things I’ve heard in a while. Great video!

@Cheesypotato57 2 жыл бұрын

"If it encounters, say, a television, it will freeze. The constant novel images are, essentially, paralysing." Probably the most human-like behaviour of them all.

@SoaringFlame 2 жыл бұрын

“Go touch some grass” - Sun Tzu, The Art of War

@dwaghe2444 2 жыл бұрын

Indeed

@jepong1768 2 жыл бұрын

YES

@aeis0 2 жыл бұрын

Im humbled to see even TED appreciating us Sweaty tryhards

@Ahsankhan_yt 2 жыл бұрын

"A novelty seeking system will eventually lose motivation." So that's why EA is not adding any kind of novelty to their FIFA games released every year, and that's also why the players are not losing their motivation to purchase the same game over and over.

@mitwhitgaming7722 2 жыл бұрын

Now I wanna toss a learning AI like that into a modern online match against real people and see what happens.

@Christopher-md7tf 2 жыл бұрын

I think there's already an AI that's better at Dota 2 than any human

@ebentually 2 жыл бұрын

@@Christopher-md7tf I'm not sure if OP meant if the learning phase was against humans or if only the play phase was against humans. The dota AI you are refering to trained years worth of games with/against itself before meeting the first human (that doesn't make it less amazing that the AI still is better at Dota 2 than humans)

@thewatcherinthecloud 2 жыл бұрын

They also used DeepMind against StarCraft2 players. And yes, DeepMind climbed the ladder.

@archankumarmyana40 2 жыл бұрын

@@Christopher-md7tf Open AI

@psychopompous489 2 жыл бұрын

It'll learn a bunch of slurs

@_technoblade2695 2 жыл бұрын

AI: "man Montezuma's Revenge is so hard" Baby: hold ma 🍼

@IsaiahHollins 2 жыл бұрын

The fact that there is a Ted talk about this is 8-bit cool

@ItachiUchiha-cw7zl 2 жыл бұрын

"I never said that" - Tun Szu, The art of War.

@Trip_koLng 2 жыл бұрын

"Hah! Pathetic, do better bruh" ‐Some guy who's definitely average height for the time

@AdvaitVaze 2 жыл бұрын

When they approach, we run Away

@potterhead2287 2 жыл бұрын

@@AdvaitVaze oof yep there's a tax for that!

@Trip_koLng 2 жыл бұрын

@@AdvaitVaze Sir, you're a genius

@nalat1suket4nk0 2 жыл бұрын

dude, uncool

@Aviralol 2 жыл бұрын

You get a Porsche, you get a Porsche. You all get a Porsche.

@alkasaket379 2 жыл бұрын

"Don't stop using my quotes" - Sun Tzu the art of war.

@anhbayar11 2 жыл бұрын

"Stop it, get some help!" ~Micheal Jordan

@psychopompous489 2 жыл бұрын

@@anhbayar11 " "Stop it, get some help!" ~Micheal Jordan " ~ Sun Tzu, The Art of Dunking.

@Ghostpepper326 2 жыл бұрын

"Simply obtain skill" - Sun Tzu, The Art of War

@Cryptocurrency69 2 жыл бұрын

"Toxicity no lose game, bad player do." - Sun Tzu , The art of gaming

@minami9710 2 жыл бұрын

Is this from a neok video by chance?

@chingamfong 2 жыл бұрын

I really hope more games would appeal to our curiosity than to our greed. More games should make the reward a piece of knowledge about the game world, instead of "points".

@carlogaytan7010 2 жыл бұрын

Break the Game into Fundamentals. Growth mindset. Learn from mistakes/ learn from others gameplay and reaction Set, and, Reward yourself when you hit a goal!

@_sarfaraz_8214 2 жыл бұрын

"Just smash those buttons" - Art War, The Tzu of Sun.

@ButterflySeraph612 2 жыл бұрын

Okay, but this is so cool. The fact that we can learn from AI just as much as it learns from us. It's all so exciting to me, and I am not even well versed in the field! Just the thought alone makes me excited! Although I suppose being a Game Studies major does add to that excitement haha

@diegolarrea7932 2 жыл бұрын

After watching this video my KD in apex legends went up! Thanks TEDEd!

@cua2279 2 жыл бұрын

Same here, its crazy !

@takatacheroki2624 2 жыл бұрын

That voice... I recognize that voice! It's the Demon of Reason!

@hiya3 2 жыл бұрын

Thank you TED-ED for giving this video. Thanks a lot !!!

@hansooyoung9533 2 жыл бұрын

"Git Gud" - Tun Szu, The Art of War

@rb333 2 жыл бұрын

“The constant novel images” from the TV “are paralyzing”: they perfectly programmed in the mind of a 3 year old.

@Angels-3xist 2 жыл бұрын

Deep mind is a very interesting thing. I believe they have their own channel with some more in depth explanations. Very difficult to understand, but worth checking out if you’re into learning a bit more about AI.

@Rextraordinaire 2 жыл бұрын

Wow now even the babies are telling me to get gud

@nope3616 2 жыл бұрын

4:18 dvd screensaver would have been perfect here

@harrisongerdes7078 2 жыл бұрын

I never heard of Montezuma's revenge until now. that game looks interesting

@justagirlwithissues9726 2 жыл бұрын

I got the notof just after losing a bedwars game- the irony

@DanielDanielsen 2 жыл бұрын

Make it the ais goal to preserve as many human lives as possible and as comfortable as possible

@TwistedTriggerEnduro 2 жыл бұрын

Great video and brilliant title. 🔥💪

@kostas5520 2 жыл бұрын

Never thought I would see the a video like that.

@kangsankim6992 2 жыл бұрын

DUDE!!!! As someone with ADHD(executive function deficit disorder) who struggles every waking hour with difficulties resulting from it, this was REALLY fun to watch. If the goal of the AI is to learn to be able to play every atari game well on its own, why would the AI be forced to start playing right away without any crystalized intelligence i.e. fundamental knowledge like if a moving ball hits something, it will move to the negative direction of how it was moving...etc.,? I thought before starting the training, programmers will surely DECIDE the range of how much of a basic knowledge the program should know before it starts trial and error to train itself(because to know "every" basic knowledge is not "efficient" for the purpose of getting good at the game. It "will" help but they should come up with limits) and make it remember it and use it while training. If it really just dived right into playing games without any of that basic knowledge, I mean it's just like they did that for the sake of being "model-free"? Why be model-free anyways? No human is model-free. They just have accumulated enough basic knowledge to use in various different aspects of life through "long" time. - crystallized intelligence. So if you're making a game playing ai you should at least give it basic relevant knowledge like how physics work if you are going to make it interact with the physical engine. And you don't have to teach it rocket science. But I know I want to just to see what it will come up with because it thinks so fast and it never rests. I know very little about machine learning but I was under the impression that there are a tremendous amount of layers but they are essentially one or two groups. Maybe now they don't (I just read a book about it years ago I know nothing) but I think they can perform a lot more efficiently(resource-wise) if it had multiple groups of layers that do their thing so that the final product - action is the produce of emergent calculations.

@ewindar 2 жыл бұрын

Machine learning isn't the only approach to AI. There is logic as well, where an agent may carry out inferences over huge knowledge bases; and making such knowledge bases requires a lot of effort. Hence, approaches that require no or small knowledge to start with are very desirable.

@zoelu_peaz2332 2 жыл бұрын

You just need one thing: *A very good gaming chair*

@InMaTeofDeath 2 жыл бұрын

One thing's for sure, the last people you want to ask are gaming journalists.

@HorseWithNoBane 2 жыл бұрын

Meh that joke is overused its kinda boring. 😐

@dudemevill1699 2 жыл бұрын

More like never.

@InMaTeofDeath 2 жыл бұрын

@@HorseWithNoBane Maybe it is for those who spend all their time in the gaming space but for those who hop in and out it's just as funny as ever. Doesn't help that they keep proving it true all the time either lol.

@HorseWithNoBane 2 жыл бұрын

Eh im just tired of it, always the same discourse that never goes anywhere. In before someone mentions that Cuphead discourse......again. 🙄

@hectoraarlott 2 жыл бұрын

so, if society is based on exploration, it's harder to become depressed maybe. could be why pirates, cowboys, sci-fi and medieval fantasy can become so addictive. there is always something new to explore and the more you look the more you find

@RidireOiche 2 жыл бұрын

Let's not be all "we humans, you machine" here; a lot of people don't know what's going on in videogame genres they haven't played, everyone gets videogame burnout, and screens are attention traps; you can't blame a machine for doing precisely what a person would do. Machine learning bias is not limited to prejudices; it also reflects our own tendencies. DQN is a great step towards real A.I. if they can get him to make a contextually funny and unscripted observational joke mid conversation and show cognitive empathy or learned empathy, the kind exhibited by well adjusted psychopaths, real A.I. can be achieved. Raising a learning A.I. as you would a baby could be the way to achieve this goal.

@vaidehikumar655 Жыл бұрын

Well adjusted psychopath it's a scary term 🤐

@Tiwack01 2 жыл бұрын

They instructed it to explore, I don't know if I should be disappointed, amazed or feeling self-conscious watching this video given the comparison.

@Shriner49er 2 жыл бұрын

"The constant novel images are essentially paralyzing" Yep that's youtube!

@lazarus8453 2 жыл бұрын

If we could make an AI can get bored then this means science has gone too far .

@StillGamingTM 2 жыл бұрын

Sounds like they might create a human with a specific type of personality. I mean, we could just do that with a little bit of selective breeding using ordinary wombs, but that would be illegal. So no, this would indeed be much better!

@annihilate2479 2 жыл бұрын

It feels like Ted Ed is always there so you will not get bored

@midimusicforever 2 жыл бұрын

The TV did hit hard...

@IonsonMars 2 жыл бұрын

The animation is so good 😍😍

@chuckbangers2590 2 жыл бұрын

I had a couple of eureka moments during this video. Good stuff.

@kirbymarchbarcena 2 жыл бұрын

AI: You have the mind of a baby BABY: You are just artificial

@awesometron7866 2 жыл бұрын

I swear TED-ED should be its own university.

@podracer35 2 жыл бұрын

2:17 Sounds like me trying to play any fighting game

@franckize 2 жыл бұрын

“Kill the opponent before he kills you” -Tun Szu, The War of Art.

@Makkle4000 2 жыл бұрын

"baby tells me how to git gud." Sounds like the average Call of Duty online lobby

@motazfawzi2504 2 жыл бұрын

Now lets put it against Dark Souls!

@ahmetkeremcetin9284 2 жыл бұрын

Fun fact: montezuma's revenge is another name for traveller's diarrhea, spanish "invaders" were cursed by Montezuma II. with diarrhea. Yeah pretty funny

@alaagamal4630 2 жыл бұрын

In other words, the whole idea is based on the principle of "Pattern recognition" where the robot keep pushing keys randomly and record the "previous state (How things are)" and the result of the press. so when it again sees the same pattern ( the same shape, same circumstances, same state) it click the key that resulted good in the first time. in this case the robot needs constant feedback, that's why it fails with the long pattern because it lacks the instructions, nothing is recorded as good, but how they fixed it is a way of cheating. they could have a better solution

@robodogmech 2 жыл бұрын

I also freeze in front of a TV. That was a very interesting video. Thank you

@dessieboba5983 2 жыл бұрын

The most strange name ever appeared on my notification I clicked it anyways thank you ted-ed for the most random vid ever

@darkdartyt4554 2 жыл бұрын

Thanks bro

@HizuiSneazel 2 жыл бұрын

“Git gud!” ~Hornet, Hollow Knight

@jacksperandrew8365 2 жыл бұрын

Just do the necessary research, study and analyze before making any investment decisions.

@masonowen7473 2 жыл бұрын

I wanted to invest in crypto but I don’t know how

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@sovashadow 2 жыл бұрын

Such a good video, thank you!

@aggersoul23 2 жыл бұрын

4:00 oh god, did it just get too real?! Relatable bro-bot.

@PastaAivo 2 жыл бұрын

4:04 That sounds almost like a title for The Onion, "Machine Learning Algorithm Does Its Job Too Well; Loses All Motivation To Play Games" " 'I will attempt world conquest next,' stated the algorithm in an exclusive interview with The Onion."

@StillGamingTM 2 жыл бұрын

😅

@--Paws-- 2 жыл бұрын

2:54 That's also true with baby/young mice; I don't have a lab but they always seem to explore my side of the room where I have just reorganized and leave the familiar and unchanged side of my room. They poop on the ground, almost like an indication of their presence and to my disgust. The years I have subconsciously follow their destruction and exploits, I have somewhat become a mouse researcher. My apartment has a mice infestation and my neighbors as well.

@finngrosu6882 2 жыл бұрын

This man just described my entire life with adhd

@awabmasaad8362 2 жыл бұрын

“Get good” -All chat

@toony9986 2 жыл бұрын

This is so interesting. I never knew ai could be applied to video games

@baconninja4481 2 жыл бұрын

Something about gaming” - Sun Tzu, the Art of War

@thebarrel1051 2 жыл бұрын

Thank you for the tip TED-ED

@CuriousChan 2 жыл бұрын

I won't be surprised if the future Skynet uses the info in this video as a learning reference😅

@redemptivememelord6283 2 жыл бұрын

It will figure on its own, it won't need this video

@CuriousChan 2 жыл бұрын

@@redemptivememelord6283 yeah yeah... But hey, my statement's just an "if"😅

@--Paws-- 2 жыл бұрын

3:43 To further my point, why don't they put not just the curiosity of a baby but a young/baby mouse. They love to explore new things. 4:10 It's just like what the mice in my room do. If they know the location or have already seen what's up on a certain shelf they leave it alone, as well as the others. Yet only their young will explore that location and the cycle continues.

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@Jamie Guzman My first investment with Mr Scott Tyler earned me profit of over $25,530 US dollars ever since then he has been delivering

@RezwanRazani 2 жыл бұрын

Cool - "If it's seen it all before why go anywhere." and at 4:14, "alternatively, if it encounters a TV it will freeze. The constant novel images are paralyzing." Yes! ADD.

@mogli_f1137 2 жыл бұрын

Cool stuff I will make sure to get better and push on!

@simpleasmed2341 2 жыл бұрын

I'll make sure to send this video to my pediatrics teacher!🤣

@calilsg 2 жыл бұрын

🤣🤣🤣

@XOPOIIIO 2 жыл бұрын

Basically who humans work: 4:12 Working and progressing until they found television.

@shahmiyusof9817 2 жыл бұрын

amazing animation, amazing lesson!! 🙌

@darcygreig8949 2 жыл бұрын

i just wanted the link so i could send it to my opponents in league of legends but this was actually a really interesting video. bravo

@mamamiyalozatoz 2 жыл бұрын

I havrnt finished the vid yet and based on the title, i think this is going to be a rly interesting one

@NaiveJunaid12345 2 жыл бұрын

“I never said that” - Sun Tzu, The Art of War

@theD1929 2 жыл бұрын

This is just what I needed to watch 30 minutes before my finals exams.

@xaviermantha63 2 жыл бұрын

Thanks for the video.

@XhuwagKangEpal 2 жыл бұрын

When KURGESZAST (or what it is) uploads. Same with TEDed too. . . Did you noticed it?

@user-jf6du5ym1x 6 күн бұрын

"skill issue"-napoleon the great

@gamerxtreme1354 Күн бұрын

Lol

@user-jf6du5ym1x Күн бұрын

@@gamerxtreme1354hello

@zabchan 2 жыл бұрын

"(Novel)Television will totally paralyze it" tell that to my nieces who want to watch frozen for the 335th time instead of anything new.

@StillGamingTM 2 жыл бұрын

Yyyeaaaah so turns out the body of a baby programmed to some extent with AI might actually not be all that different from… you know… a human. Who would’ve thought!

@gameboy6176 2 жыл бұрын

Finally, the perfect video to send my friends

@ahmadsalama6447 2 жыл бұрын

0:32 that right there kids, is a mother/earthbound reference

@linguine4500 2 жыл бұрын

undertale reference 😳

@EchoL0C0 2 жыл бұрын

This was interesting and all (and I really liked it), but the title is a bit misleading. I didn't really learn anything that would help me be better at Cities Skylines.