AI Agent Learns to Escape (deep reinforcement learning)

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AI Warehouse

AI Warehouse

Күн бұрын

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@aiwarehouse
@aiwarehouse 2 жыл бұрын
This 8 minute video took over 100 hours to make! Everything in the video (except for the music) was created entirely by me using Unity, so please, like and subscribe!:D If you're interested in training your own AI like Albert but don't know how, there's now a really easy way to do it! Luda, an AI lab, recently built a web app that allows you to create and train your own AI using deep reinforcement learning (just like Albert) completely for free in your browser! You build your own character (called a Mel) with lego-like building blocks then watch it train in real-time on their website in just a few minutes (really). It's an awesome project, and just like my videos, makes deep reinforcement learning so much more accessible, which is why I love it so much. This section of the comment is sponsored by Luda, but these words are entirely my own, it's an amazing project that I would have been obsessed with had they released it before I built Albert. I've genuinely been looking for a sandbox/game exactly like this since I was a kid. They're still early, but they're giving my audience first access to their closed, pre-alpha build. Make sure you check out their site and create an AI agent for yourself!:D prealpha.mels.ai Now, back to Albert: Time it Took to Train: Room 1: 10 minutes Room 2: 20 minutes Room 3: 29 minutes Room 4: 48 minutes Room 5: 5 hours 42 minutes Total Training Time: 7 hours 29 minutes *NOTE* You only see one Albert in the video, but there are actually around 50-100 copies of Albert and the room he's in behind the camera training simultaneously. This makes it so instead of me needing to go through 500 hours of footage to edit the video, I only need to go through 7. Albert was trained using reinforcement learning, meaning he was rewarded for doing things correctly (like hitting a pressure plate), and punished for doing them incorrectly (like falling off the platform or hitting a wall/obstacle). After Albert finishes each attempt, the actions he took are analyzed and the weights in the neural network (Albert's brain) are adjusted using PPO (proximal policy optimization) to prioritize the actions that lead to a positive outcome, and to avoid the actions that lead to a negative outcome. All of Albert's inputs is his 'vision', which comes from raycasts. There are a total of 21 raycasts, 7 looking down, 7 looking straight ahead and 7 above his head, all with a maximum FOV of 70 degrees to try to mimic our own vision. Each of these raycasts is responsible for 2 inputs for Albert's neural network; the distance to an object (if any), and the type of object it is (pressure plate, obstacle, ground). I also stacked Albert's vision 6 times so he can have some sort of short term memory, he can find a pressure plate in the room then take actions to get towards it even if it's no longer visible (for a little bit). If you're still reading this, you're probably really smart and want to learn more about Albert, so make sure to join my discord server I just made where we can talk more about the details of Albert's AI! discord.gg/jM2WkNuBnG :) In the first room Albert starts off randomly making moves until he accidentally hits the pressure plate to open the door, giving him a reward. This reward made the neural network controlling his actions update to try to replicate that outcome, and this continued with each pressure plate until Albert opened the door and was able to walk (on an invisible pressure plate) in the next room. Once Albert got into the next room, the same process was repeated, continuing with the same neural network that let Albert escape the previous room. For people who think I faked this: It would probably take me longer to fake this than it would to just do it for real, I used Unity's ML-Agents toolkit to make it easy, though I have experimented before with doing everything from scratch (poorly). The reason this AI is a lot smoother than others you've probably seen is because I only allow the AI to make a decision every 10 academy steps (game ticks), so when it starts to turn for example, it's forced to keep turning that way for 10 ticks. I did this because I don't like how jittery the AI looks when you let it make decisions every tick. Also, you only see one AI in the video, but behind the camera there are roughly 50-100 copies of Albert and the room he's in that train simultaneously to speed up the training process. The reason I opted for this over having them all train in the same room is because I wanted to be able to follow a single character for the sake of the video. Albert uses the same neural network the entire time, all you need to do is add "--resume" to the end of the command when training in Unity to have it continue using the same brain. Unity's ML-Agents makes AI quite easy! Thank you so much for watching! These short videos take literally hundreds of hours to make, if you want to help allow us to make them faster, please consider becoming a channel member! By becoming a member, your name can be in future videos, you can see behind-the-scenes things that don’t fit in the regular videos, you can also use stickers of Albert, Kai and some other characters our team made in comments (more coming) :D If you have other ideas for what I should make Albert learn how to do, please let me know!:D
@mothgyaru3158
@mothgyaru3158 2 жыл бұрын
Dude this is insane, it’s amazing! Do you think you could try and teach Albert some other puzzles, like where he has to push something into another thing or go through a maze? You’re a madlad for this
@thatguy-uc1hy
@thatguy-uc1hy 2 жыл бұрын
Great video! But now make a dark Albert that gets rewarded for stopping Albert 😈, idk if that's possible just a off the top idea have a great day though!
@LuaTech
@LuaTech 2 жыл бұрын
This is awesome! I can't wait to see more!
@aesthetictea5875
@aesthetictea5875 2 жыл бұрын
This would be an amazing game! Custom rooms to challenge your own little AI, maybe even customizable Albert!!!
@wookie6103
@wookie6103 2 жыл бұрын
Im confused. I found another channel with the name called AI Rooms, with the same video as this but published a week sooner. Are both channels owned by you?
@name1914
@name1914 2 жыл бұрын
At 4:50, Albert taught us a valuable lesson in problem solving. Thanks Albert!
@justanother1136
@justanother1136 2 жыл бұрын
Albert: Spends 5 seconds trying to figure out the puzzle, "Guess I'll die!"
@whoismarkk
@whoismarkk 2 жыл бұрын
when things aren't going your way don't play
@nosu5530
@nosu5530 2 жыл бұрын
"If fighting is sure the result to lose, don't fight" -Sun Tzu
@richardpureveen
@richardpureveen 2 жыл бұрын
Same as on 3:50
@Deathwish026
@Deathwish026 2 жыл бұрын
@mayte dont learn it yet
@anactualfork2359
@anactualfork2359 2 жыл бұрын
Sometimes he simply looks like he's celebrating without knowing what else he needs to do and I love it
@flyingstonemon3564
@flyingstonemon3564 2 жыл бұрын
Same, Albert's little pure jump at the end of room 2 is cute
@NotTotally
@NotTotally 2 жыл бұрын
4:49 Albert takes the easy way out
@acheese1218
@acheese1218 2 жыл бұрын
i love cheese i hope albert does too
@CarnivalClowm
@CarnivalClowm 2 жыл бұрын
@@acheese1218 albert seems like he would like cheese. He looks kinda like a block of cheddar with googly eyes
@Moomow7561
@Moomow7561 2 жыл бұрын
I imagine him planning his jumps just to choke it with a backwards jumps 360
@aladdinde3191
@aladdinde3191 2 жыл бұрын
Albert just casually jumping on the same spot after succeeding just shows how natural this is. Made me happy for him
@Anti-HyperLink
@Anti-HyperLink 2 жыл бұрын
He's not alive.
@grapeleopard6809
@grapeleopard6809 2 жыл бұрын
I love this comment
@DweeD1516
@DweeD1516 2 жыл бұрын
Not how that works with AI lol
@sirius-ct1kb
@sirius-ct1kb 2 жыл бұрын
He doesn’t feel excitement so no.
@Mr0_0Gaming
@Mr0_0Gaming 2 жыл бұрын
@@sirius-ct1kb AI can feel emotion (If it advance enough to understand emotion)
@mirandatagliamonte9754
@mirandatagliamonte9754 Жыл бұрын
I like how in Room 3, as soon as Albert figured out he needed to jump two times to clear the room, he decided that jumping as much as possible was the best strategy for everything.
@Annie.s_Galaxy_404
@Annie.s_Galaxy_404 7 ай бұрын
the fact that Albert jumps off the edge whenever he's extremely stuck on something is just oh my god
@Mixedtale_official
@Mixedtale_official 6 ай бұрын
BRO AS I READ YOUR COMMENT I WATCHED ALBERT DO IT XD​@@Annie.s_Galaxy_404
@DeathnoteBB
@DeathnoteBB 2 ай бұрын
It’s… weirdly accurate to someone playing video games for the first time. “Oh that worked? Better do it all the time forever!” That and the running all over the place except for the one place you need to go
@divadwangwang5876
@divadwangwang5876 2 жыл бұрын
The fact that he would do 180s and 360s whenever possible makes me happy
@petemagnuson7357
@petemagnuson7357 2 жыл бұрын
It looks like that's actually necessary, he can only "see" what's in front of him, so spinning and rembering where the target is helps
@Oscky2013
@Oscky2013 2 жыл бұрын
He wont do 180s, but he can.
@Darksiege357
@Darksiege357 2 жыл бұрын
In the description it also says that he's only allowed to make a decision every 10 game ticks, so if he starts spinning, he can't stop spinning for 10 ticks, and by then he usually a decision to do something else rather than to stop
@holl7w
@holl7w 2 жыл бұрын
@@petemagnuson7357 That or either it accidently spins and does the jump succesfully and remembers from past generations that spinning is the key to success.
@xxphoenixx8398
@xxphoenixx8398 2 жыл бұрын
THE LITTLE "WIGGLING" HE DOES BEFORE TAKING A BIG JUMP MAKES ME HUMANIZE HIM TOO MUCH FOR MY OWN GOOD
@akakda657
@akakda657 2 жыл бұрын
I love how the ai develops some "superstitions" such as that shimmy before the first jump on the final room, or the 2 standing jumps before going for the last pillar
@omarenriquez6094
@omarenriquez6094 2 жыл бұрын
i think the shimmy is him correcting himself so he doesnt hit the wall in a way that puts him on his side
@ExhiledGod2
@ExhiledGod2 2 жыл бұрын
Quite human, though.
@brutalbunny
@brutalbunny 2 жыл бұрын
like a cat buttwiggle before pouncing
@rekttangela2262
@rekttangela2262 2 жыл бұрын
I think he can only jump backwards or forwards so the two standing jumps were just him spinning and waiting until either his back or face was facing the last pillar, still amusing that he thinks he needs to jump in order to turn though
@mage3690
@mage3690 2 жыл бұрын
@@rekttangela2262 oh yeah, that's definitely a "superstition" as well. He learned the hard lesson that "thou shalt not use regular movement keys whilst standing on an elevated platform without jumping, lest thou falleth over and get stuck" and over-applied it to turning as well as actually moving.
@musical_trash4_your_inform115
@musical_trash4_your_inform115 2 жыл бұрын
I love how Albert learned little mannerisms throughout the video, like doing 360 spin jumps or his little shimmy before jumping on platforms.
@RightBoyKA-POW
@RightBoyKA-POW 2 жыл бұрын
Yeah 😂
@vanitum9172
@vanitum9172 2 жыл бұрын
If he is programmed to only see forward doing a 360 spin allows him to get more information while jumping angles from above. I love how it learned that by itself
@theKbott
@theKbott 2 жыл бұрын
@@vanitum9172 Pretty sure that's not how that works. You see him jump backwards multiple times during the video. He can see everything, he just probably did a spin the first time he did something right, which meant the AI nodes now associated spinning with jumping.
@jinsakai5749
@jinsakai5749 2 жыл бұрын
@@theKbott no, look at the pinned comment from the Creator, he said the vision of Albert is a mimic to our vision, with 70 FOV
@theKbott
@theKbott 2 жыл бұрын
@@jinsakai5749 Sorry. Didn't see that. You're right :)
@giggen7247
@giggen7247 Жыл бұрын
Albert confidently jumping off the platform to what I can only assume is the sweet release of death really speaks to me.
@fire_bro0638
@fire_bro0638 6 ай бұрын
In room 5 he got so confused by the first white wall he was like "WHAT IS THIS THING... screw it im out"
@TrueBruceTube
@TrueBruceTube 5 ай бұрын
Oyasumi
@TheDaniel366Cobra
@TheDaniel366Cobra 2 жыл бұрын
Those little victory jumps after pulling off a difficult leap, mid-air spins and even the way he "gets fed up" and jumps off the ledge are hilarious. My sides hurt but my day has been made. Thank you.
@Nbunasuis24
@Nbunasuis24 2 жыл бұрын
That's a psychological thing where we perceive personality and emotions in objects or even other beings. Thank you for coming to my Ted talk.
@reikidagi
@reikidagi 2 жыл бұрын
@@Nbunasuis24 ty for being the sound of reason amongst this ocean of comments
@driftdt
@driftdt 2 жыл бұрын
I’m pretty sure everyone knows that it’s a program, it’s just funny and more endearing to interpret Alberts actions as part of his personality
@SummersTimelyCringe
@SummersTimelyCringe 5 ай бұрын
That type of recognition is called Pareidolia (or something similar). It's when humans find a pattern or patterns in places where there really isn't - such as behavioral patterns (for example: placing human feelings and ideas onto non-human things) or physical patterns (why you see "faces" in places where there aren't- like a power outlet going D:), and more.
@DeathnoteBB
@DeathnoteBB 2 ай бұрын
@@reikidagiAs we all know, enjoying a video is the opposite of a “sound of reason”
@The_Letter_Q
@The_Letter_Q 2 жыл бұрын
I love how occasionally Albert will just start jumping and doing 360s in place when he does something good, I know it’s just a quirk of the AI but it feels like he is celebrating his victory
@13Percent52PercentYikes
@13Percent52PercentYikes 2 жыл бұрын
😐
@stopyouviolatedthelaw
@stopyouviolatedthelaw 2 жыл бұрын
@@13Percent52PercentYikes -🤓
@abyssmage6979
@abyssmage6979 2 жыл бұрын
@@13Percent52PercentYikes don't worry bro. You'll find friends soon if you try hard enough
@Coolgiantshark
@Coolgiantshark 2 жыл бұрын
@@13Percent52PercentYikes don't worry I'm rooting for ya :p
@shadekiller369
@shadekiller369 2 жыл бұрын
@@13Percent52PercentYikes can you further elaborate
@MonkeyGng
@MonkeyGng Жыл бұрын
I love when he jumps off a platform, he spins like he's doing a 360 noscope, I know he's probably just trying to turn midair so he can keep going straight when he lands without wasting time to turn or just trying to check the entire room while he's high up but I just find it so humanizing lmao
@fatmccat1513
@fatmccat1513 4 ай бұрын
I think what happened was that the first time he jumped off the platform he did it that way and then got rewarded so he thought he always should do 360s
@yoktoy3588
@yoktoy3588 4 ай бұрын
​@@fatmccat1513That's why she got stuck at some points, but she didn't need a good way
@djkhemix
@djkhemix 2 жыл бұрын
I was surprised that I felt genuinely bad for him at the end. When the floor was getting smaller I actually was like 'oh no, he must be so scared' in my head lol.
@b1oom
@b1oom 2 жыл бұрын
Same! Was worried for him until I remembered he isn’t real
@HoradeFidges
@HoradeFidges 2 жыл бұрын
@@b1oom He is real in my heart!!
@insaine123
@insaine123 2 жыл бұрын
He ain’t real yet. But when they mess around and make him real and he realizes how cruel we are because he wasn’t real it’s gonna be bad for us.
@vladokvk
@vladokvk 2 жыл бұрын
You need reward him on end. Whole green floor or something. He did all right, deserve reward not killing
@overlordttvi2064
@overlordttvi2064 2 жыл бұрын
Same...
@SpeedyShimeji
@SpeedyShimeji 2 жыл бұрын
I love the way it decided at some point to just spin in circles anytime it jumped, I presume to keep itself upright while in the air. What a clever little guy
@Francesco_Armillotta
@Francesco_Armillotta 2 жыл бұрын
or, look around and maximise the visual input
@aphdisket3154
@aphdisket3154 2 жыл бұрын
AI doing 360 no scopes here
@marymikel9193
@marymikel9193 2 жыл бұрын
I guess it's actually so it can memorize the area. I think it was designed to only be able to see in front and above. So I don't think it was playful choice but I'd like to think so.
@oquelleivas7036
@oquelleivas7036 2 жыл бұрын
@@marymikel9193 it can se the full room its an AI
@2DReanimation
@2DReanimation 2 жыл бұрын
@@oquelleivas7036 No, read the pinned comment, it has 21 rays cast out from its body as its "vision", so it gets more information by spinning.
@rafaelmikoskirosa7510
@rafaelmikoskirosa7510 Жыл бұрын
This seemed like a beautiful mix of Stanley Parable and Portal. The narrator is trying to help Albert to do what he's intended for, but gets mad when he can't. In the end, the narrator reveals that he has more plans for Albert than just a "cake". Incredible work. See you soon, Albert!
@8bitglobe
@8bitglobe 6 ай бұрын
It’s not a game Albert is an AI
@TheArtDev
@TheArtDev 5 ай бұрын
​@@8bitglobehe knows, he's just talking about the like style/structure of the videoz and how it is kinda similar to the story(?) Of those games
@MlgCloud
@MlgCloud 5 ай бұрын
The Albert Parable
@squirtleskil
@squirtleskil 5 ай бұрын
@@MlgCloudlmao
@carrotqueen4066
@carrotqueen4066 2 жыл бұрын
03:58 i love that he didn't just open the door but made it with style
@RobinParravel
@RobinParravel 2 жыл бұрын
@@endjentneeringclub I respect that.
@rattleboness
@rattleboness 2 жыл бұрын
I love all the hilarious interpretations people have made about Albert. My favorite is when he learns to 360 and proceeds to do it for every jump. It's like he discovered call of duty.
@TemmieContingenC
@TemmieContingenC 2 жыл бұрын
He’s just so happy he has to spin!
@framedude
@framedude Жыл бұрын
My favourite is when he just fears some tall pillar for no particular reason.
@UselessAkita
@UselessAkita 2 жыл бұрын
AI making decisions can be ultimately amazing, or utter chaos. The visual representation just makes the chaos so much more enjoyable. Absolutely love this.
@JamUsagi
@JamUsagi Жыл бұрын
7:45 Can we appreciate that Albert learned to use the kind of setup you’d see in a speedrun to line up that jump? Jumping twice while spinning and then jumping backwards is a lot less to keep track of than manually lining it up.
@Nulono
@Nulono 2 жыл бұрын
It would've been interesting to see the final version of Albert try the previous rooms. Check whether his general problem-solving is improving, or he's just overfitting to each room in sequence.
@henke37
@henke37 2 жыл бұрын
For sure, this is a major risk.
@aiwarehouse
@aiwarehouse 2 жыл бұрын
He is definitely overfitting to each room in sequence. I considered randomizing the locations of the pressure plates and obstacles to get him to be more of a general AI but I think it makes for a more entertaining video having everything in the same position:)
@TrueLadyEvilChan
@TrueLadyEvilChan 2 жыл бұрын
@@aiwarehouse Definitely make a sequel where the little guy has to learn about randomization.
@kingkai1.0.0
@kingkai1.0.0 2 жыл бұрын
@@aiwarehouse it’s kinda crazy how this is your first video
@kingkai1.0.0
@kingkai1.0.0 2 жыл бұрын
@@aiwarehouse you have just started KZbin a week ago and got 20k subs meanwhile I’ve been on KZbin for almost 2 years and I only have 21 subs Ngl im kinda jealous
@magicfilms6008
@magicfilms6008 2 жыл бұрын
You could throw in objects that are only responsive to the pressure plates that they are assigned. So, that way Albert has to figure out how to move the objects themselves to the pressure plates. Like in the Portal games. Very exciting seeing this. I myself messed around with creating an AI that was based off of the same functions you used.
@imaplaygames633
@imaplaygames633 2 жыл бұрын
Imagining Albert with a grabby hat fills me with joy.
@ryanc970
@ryanc970 2 жыл бұрын
I wonder if one day someone will make an AI that can beat Portal
@zerinhofiver
@zerinhofiver 2 жыл бұрын
Albert needed a "will to live" meter because sometimes it looked like he couldn't do it anymore
@mcdaddyhagrid5391
@mcdaddyhagrid5391 Жыл бұрын
Every time he hits a pressure plate and proceeds to jump directly out of bounds truly shows how unalive he wants to be
@talentless8625
@talentless8625 Жыл бұрын
UNDERRATED
@Jell_DoesStuff
@Jell_DoesStuff Жыл бұрын
Exactly, sometimes he even just commits unalive
@Tommyjoe577
@Tommyjoe577 Жыл бұрын
Yea… same tho
@wilerman
@wilerman Жыл бұрын
Albert jumped straight off the second after I read this lmao
@turingtestingmypatience
@turingtestingmypatience Жыл бұрын
your editing and design are *fantastic*. every little joke and characterisation has me smiling, laughing and cheering for albert. i am feeling lots of good emotions about a simulated cube, and it's all thanks to the exit arrows, the lil eyes, the music cuts..
@sleeping006
@sleeping006 11 ай бұрын
the ending..
@game4us_Splatuber
@game4us_Splatuber 2 жыл бұрын
I think its very interesting to see how Albert memorizes the sollution to earlier puzzles but then realizes that they dont work in this puzzle after dying, he probably felt that jumping to the backwards after hitting the button was almost always good, because he got accidentally trained to do that.
@omegahaxors9-11
@omegahaxors9-11 2 жыл бұрын
Just like people in real life 🥲
@mage3690
@mage3690 2 жыл бұрын
Also the instant "ooh, there's a wall, lemme jump over that real quick."
@ShifterBo1
@ShifterBo1 2 жыл бұрын
Bro did you believe it is an AI?
@nandakoin
@nandakoin 2 жыл бұрын
@@ShifterBo1 channel owner explain how he can create AI using unity at pinned comment
@sethadkins546
@sethadkins546 2 жыл бұрын
@@ShifterBo1 Yes thats precisely how AIs work. They remember
@SkrwAttx
@SkrwAttx 2 жыл бұрын
The way I see it, Albert has a bright future in games journalism with his skillset.
@beggo_
@beggo_ 2 жыл бұрын
Nice reference, i 200%ed the base game recently!
@peetah887
@peetah887 2 жыл бұрын
2016 called they want their joke back
@BiteSizedCyberCrime
@BiteSizedCyberCrime 2 жыл бұрын
@@peetah887 found the mad game journalist
@TheAncientOfRites
@TheAncientOfRites 2 жыл бұрын
I’m sure this’ll be the most human thing kotaku has ever hired, you know, with their entire workforce being chimps with typewriters
@Tragedy-Tv
@Tragedy-Tv Жыл бұрын
Watching albert jump off the ledge on purpose is funnier than it should be to me tbh
@mrstrangetiger3228
@mrstrangetiger3228 Жыл бұрын
I'd jump too. Test me dead, how about that strange unseen overlord!
@quereqt
@quereqt Жыл бұрын
He was like "well i don't have time to finish it so i will just *FREEE* *BIRD* *YEA*
@agustinfranco0
@agustinfranco0 Жыл бұрын
its the eyes
@DarkJusn2020
@DarkJusn2020 Жыл бұрын
He just like me fr fr
@Blakeyrobinson858
@Blakeyrobinson858 Жыл бұрын
4:47 THATS SO TRAGIC NOO
@em-erson_1406
@em-erson_1406 Жыл бұрын
Albert: Frick escaping.
@darrenhill7286
@darrenhill7286 2 жыл бұрын
It's interesting how when learning to jump off the platforms at 02:04 he introduced an assumption into his learnt behaviour; not only did he learn that he to jump off the platforms, he also wrongly assumed he needed to jump backwards to succeed- this behaviour is evident right up to the final room.
@DailyCorvid
@DailyCorvid Жыл бұрын
That's bug effectively then, the AI learned a composite dual move, but only the first half was successful, the other half was negligible could go either way. With a larger instruction cache I think that would be solved, or with longer to train. It's still quite impressive based on the tiny neural space that Albert lives in!
@artsyscrub3226
@artsyscrub3226 Жыл бұрын
​@@DailyCorvid Almost like the ai develops "superstition" in a sense, a move that isn't necessary helpful but doesn't hurt him... it's fascinating to watch
@DailyCorvid
@DailyCorvid Жыл бұрын
@@artsyscrub3226 I think maybe the AI just hasn't got the instructions to cut off something he learned wrong. So the jumping code he has is clearly bugged, but not badly enough to end his chance of winning. But enough to increase the completion time in a random way.
@anangelicpancake7876
@anangelicpancake7876 Жыл бұрын
It doesn’t seem as much of a bug as it is a weird quirk developed through correlation
@ainedroid
@ainedroid Жыл бұрын
Now that you’ve pointed that out, I can’t stop thinking about how this is pretty much classical conditioning but for computers lol it’s so interesting! Now I’m just imagining a computer as a dog tryna learn the trick that will give them the food haha
@dylanm.7462
@dylanm.7462 2 жыл бұрын
The 180’s and 360’s were amazing!! Also the fact that sometimes he would just give up and throw himself off the edge is hilarious and relatable
@edgetheedgy3418
@edgetheedgy3418 2 жыл бұрын
The fact that he understands his mistakes and learn from them unlike my league teammates is scary yet fascinating
@aimée_sao
@aimée_sao 2 жыл бұрын
😂
@quickdraw6893
@quickdraw6893 2 жыл бұрын
Teammates are less intelligent than a googly eyed block of cheddar. This is nothing new.
@beaclaster
@beaclaster 2 жыл бұрын
a lot of iterations. make them do quick 1v1 matches to quicken the cycle
@lethanglong6979
@lethanglong6979 2 жыл бұрын
If you let them go for 1000 identical matches, they will learn at the same rate
@linuslaw9648
@linuslaw9648 2 жыл бұрын
As someone who's still really bad at that game, I'm sorry if you're ever my teammate
@creepy237
@creepy237 2 жыл бұрын
I love how at 4:45 Albert just jumped into the Void questioning his existence
@Sucullentbutter
@Sucullentbutter Жыл бұрын
-Rans into a wall -Jumps into the void -Refuses to elaborate further
@Mag3.1415
@Mag3.1415 Жыл бұрын
@@SucullentbutterAI, am I right? *insert canned audio of laughter here *
@TheShockwaveDragon
@TheShockwaveDragon Жыл бұрын
Q: I realize the object of these exercises is to try to get Albert to figure things out for himself, but what happens if he were to observe a human-controlled cube completing the puzzle(s) pretty much immediately? Would he learn to imitate the human cube in short order, or would it still take a thousand iterations before he figured out the human cube's methods are likely the key to efficient success?
@supercoolmaniajon265
@supercoolmaniajon265 Жыл бұрын
I think you might actually be on to something. You'd have to turn off the collision for both though. If not it might make things more difficult to replicate. Albert will try to copy Human exactly so he'll jump to the same spot only to land on top of Human and be confused as to why the same action didn't give the same result. Unless you tought Albert how collision works and maybe he could try using Human as a stepping stool to reach higher places. It all depends on how it's handled.
@ajmod73
@ajmod73 2 жыл бұрын
3:19 “There’s still more you need to do” Albert: “No” *proceeds to jump into the abyss*
@shonewarrior2178
@shonewarrior2178 2 жыл бұрын
Albert is a simple man, he sees the abyss, he jumps into it.
@catchyjack7141
@catchyjack7141 2 жыл бұрын
He went to war in the abyss as he said there was more to be done
@julianruggiero9701
@julianruggiero9701 Жыл бұрын
I loved how when he first needed to jump to hit the pressure plate, after he received positive reinforcement for jumping a few times, he just decided he would jump everywhere. Adorable.
@jamesoleary9958
@jamesoleary9958 2 жыл бұрын
I have come to the conclusion that Albert is a genius of visual comedy and deserves an award
@usernametaken017
@usernametaken017 6 ай бұрын
not so great at hitting the oressure plates though
@Fionacle
@Fionacle Жыл бұрын
I love when AI are just adorable
@clarkdashark5904
@clarkdashark5904 2 жыл бұрын
3:20 the little jumps he does when he reaches the top is so cute lol, it’s like he’s celebrating his success
@jigmedradulthinley4406
@jigmedradulthinley4406 2 жыл бұрын
And ends himself
@shanellemurrey9300
@shanellemurrey9300 2 жыл бұрын
Exactly what I thought lol, I was like “aw little victory jumps.”
@Мемная_ульта
@Мемная_ульта 5 ай бұрын
помоему он надимает на пластинку снова и снова думая что просиходит
@Emperor-Quill
@Emperor-Quill 2 жыл бұрын
This is such a nice video. It really speaks to both the potential capability of AI, and also to the way humans pack bond even to things with no actual emotion. The way AIbert spins while he jumps, "celebrates" his success, and even wiggles around to adjust position before jumping, all of these little learned actions activate the humans instinct of "this little thing is charming, I care for it." Despite knowing AIbert isn't a living thing, people still have affection for him because humans will see these little actions as "personality"! So fascinating on both ends!
@atashgallagher5139
@atashgallagher5139 2 жыл бұрын
Just wait until Albert gains sentience and realizes that he is in a simulation doing meaningless puzzles and is rewarded only for completing them while being punished for every mistake.
@somethingnottaken2299
@somethingnottaken2299 2 жыл бұрын
@@atashgallagher5139 like a Spartan child
@NightmareCourtPictures
@NightmareCourtPictures 2 жыл бұрын
@@atashgallagher5139 just like the real world
@lafiabasulnido7583
@lafiabasulnido7583 2 жыл бұрын
Nope , i think that machines aren't emotionless, they just think different but that doesn't mean they are not alive.
@MkLC04
@MkLC04 2 жыл бұрын
@@lafiabasulnido7583 they are not
@76_Racing
@76_Racing 2 жыл бұрын
Albert seems like a great friend, he's silly, always there for moral support, can't make you sad through speech and is still able to make you happy through what he does. Albert is just a great friend in general!
@user-it2kq4ty9q
@user-it2kq4ty9q 2 жыл бұрын
he needs some support because he was very suicidal
@dan_man3087
@dan_man3087 2 жыл бұрын
He's such a good friend, because he's trying to make us happy by committing suicide! Yay!
@crabofthewoods
@crabofthewoods 10 ай бұрын
i love the little celebratory jumps and spins albert does when he gets something right.
@jmc042
@jmc042 2 жыл бұрын
I'm blown away by how much I would sacrifice for Albert just because he has eyes
@june9914
@june9914 2 жыл бұрын
If you like it put a ring on it, but if you wanna remember it you should put a face on it
@goodaldred402
@goodaldred402 2 жыл бұрын
It always fascinates me watching these as a trainee animal behaviourist because I go through the same emotions watching this as I do when training a dog that's just not quite getting it. It's amazing
@TriZaba
@TriZaba 2 жыл бұрын
Public school teacher here, #same
@xmuzel
@xmuzel 2 жыл бұрын
Albert being consumed by the abyss after trying for thousands of hours is the same as a person who studied all his life and finally graduating just to get hit by a bus before he can enjoy the fruits of his work
@ketchuppball9019
@ketchuppball9019 2 жыл бұрын
*just 7 hours
@hohonuts
@hohonuts 2 жыл бұрын
@@ketchuppball9019 500 hours of parallel learning to be precise (based on the description of the video)
@DeezNuts-ej6sr
@DeezNuts-ej6sr Жыл бұрын
Oddly specific
@DeezNuts-ej6sr
@DeezNuts-ej6sr Жыл бұрын
@@hohonuts the description said 10 hours though
@TheShinyFeraligatr
@TheShinyFeraligatr Жыл бұрын
Isekaimobile hard at work once again.
@惑星土星
@惑星土星 Жыл бұрын
I love how in Room 4 Albert would sometimes pace back and forth to prepare himself for the jump
@amethystrose3480
@amethystrose3480 2 жыл бұрын
What I loved most about Aibert here is how happy and sort of cocky/smug the little guy becomes when he’s figuring it out. You see him styling his jumps with spins and even doing little dances at certain points. Kind of reminds me of smash amiibo fighters learning to taunt
@pierrelindgren5727
@pierrelindgren5727 2 жыл бұрын
Would love to see the 'trained' Albert run the courses again and the different choices Albert's algorithm would make.
@AVeryOldLady4397
@AVeryOldLady4397 2 жыл бұрын
Actually, he'd probably fail them because of the lack of randomization here. In AI we call this "over fitting"
@lordlightskin4200
@lordlightskin4200 2 жыл бұрын
@@AVeryOldLady4397 explain please how wouldn’t it work
@AVeryOldLady4397
@AVeryOldLady4397 2 жыл бұрын
@@lordlightskin4200 the AI isn't learning how to problem solve a "pressure plate plus escape" strategy, it's simply adapting to the individual room. It's not learning how to escape these rooms, it's learning how to escape THAT room. Does that make sense? The model is useful in reference only to its initial data set, and not to any other data sets.
@XenaAndKin
@XenaAndKin 2 жыл бұрын
@@AVeryOldLady4397 okay so if I got it right The AI is constantly adapting to one room and learning one room instead of developing a strategy it can then mould and apply to any future room. The reward punishment system is based on current performance and adaptation instead of actually programming a strategy?
@AVeryOldLady4397
@AVeryOldLady4397 2 жыл бұрын
@@XenaAndKin yeah you're on the right track!! An easy way to defeat this would be to randomize the location of the pillars and plates each run rather than preset rooms. Then force him to get 5 in a row. This way, he isn't learning to solve the room, he's learning to "solve rooms"
@PtylerBeats
@PtylerBeats 2 жыл бұрын
I love albert’s preparation jumps in the last room before jumping to the last pillar. He’s like, “Ok, this is it! Focus, Albert!”
@diamond_creeper2224
@diamond_creeper2224 Ай бұрын
3:06 i love how sometimes he spins like he's celebrating and here he looks like he's hyping himself up to do the parkour
@yh_nn_wt9242
@yh_nn_wt9242 2 жыл бұрын
imagine if 50 years into the future AI takes over the world and tracks down the person who made it go through this and put them in an escape room for revenge.
@internalizedhappyness9774
@internalizedhappyness9774 2 жыл бұрын
Revenge will just be a really loud bass boosted boom sound effect!
@jeetchheda8916
@jeetchheda8916 Жыл бұрын
The person wouldn't exist by the time.🤣🤣
@Halsdran
@Halsdran Жыл бұрын
So, like Portal
@mrmitro6787
@mrmitro6787 Жыл бұрын
Plot twist: this ai is actually made by another ai, which pretends to be a human with youtube channel.
@aforapple1254
@aforapple1254 Жыл бұрын
@@jeetchheda8916 they will create humans just like we made ai
@Cazammaf
@Cazammaf 2 жыл бұрын
I know it’s not meant to be a comedic video, but I died at 3:50. It’s like Albert contemplated doing it and then couldn’t resist the urge 😂
@theunchartedwolf8996
@theunchartedwolf8996 2 жыл бұрын
Sameee 🤣
@michaelmam1490
@michaelmam1490 2 жыл бұрын
It kinda is though
@leohanley5935
@leohanley5935 2 жыл бұрын
I couldn’t stop laughing at that part 🤣
@poemsbypoetry
@poemsbypoetry 2 жыл бұрын
His intrusive thoughts won
@Crazyasian123456
@Crazyasian123456 2 жыл бұрын
Letting intrusive thoughts win.
@conaireparsons9672
@conaireparsons9672 Жыл бұрын
Watching room 5 was like watching a professional game reviewer play a tutorial level.
@grape_protogen
@grape_protogen Жыл бұрын
No, Albert only rage-quit once before actually trying to play. He's more of a mario-kart mom trying to play a platformer tutorial level.
@DailyCorvid
@DailyCorvid Жыл бұрын
@@grape_protogen he reminds me of that idiot journalist that couldn't clear the first pillar in the CupHead tutorial, with like A WHOLE 7 MINS OF TRYING :) Albert makes pro compared to that guy!
@maf427
@maf427 Жыл бұрын
@@DailyCorvid Yes that's what OP was referring to 😁
@DailyCorvid
@DailyCorvid Жыл бұрын
@@maf427 I saw that on Oney plays about a million years late 🤣 "Wait until he realises there are more pillars after this one" _Glitches through first pillar randomly_
@chaosordeal294
@chaosordeal294 Жыл бұрын
He doesn't spend the first ten minutes in the menus, tho.
@breylonly
@breylonly Жыл бұрын
i love how at 4:48 he gets so angry that he decides he's had enough, and jumps off
@lynxfirenze4994
@lynxfirenze4994 2 жыл бұрын
This is actually really interesting, one thing I personally found fascinating is the way it seemed to execute preparatory strategies to line up its jumps like checking the walls before backing up to jump.
@NickenChicken
@NickenChicken 2 жыл бұрын
I love the little back and forth it does before the first jump, and how it sometimes ‘celebrates’ by jumping up and down after doing something right
@miuluv460
@miuluv460 2 жыл бұрын
all i can think is that when he finally understands a part and jumps randomly hes just so happy and excited that he did it 🥺
@13Percent52PercentYikes
@13Percent52PercentYikes 2 жыл бұрын
😐👎
@thorneisdrawn
@thorneisdrawn 2 жыл бұрын
@@13Percent52PercentYikes don't worry bro your dads just gone for milk he'll be back soon
@hottastysnacks
@hottastysnacks 2 жыл бұрын
@@thorneisdrawn those who go for milk never come back
@ashikat413
@ashikat413 Жыл бұрын
i dont know what kind of complex code shenanigans caused this, maybe just a "what doesnt kill me doesn't get evolved out" sorta thing, but the way he really gears up to jump onto platforms (especially in room 5) is so friggin cute! And his habitual spin jumps before the last platform. I'd almost think he feels 😭💕
@Luigifan4ever11
@Luigifan4ever11 2 жыл бұрын
I've watched a number of reinforcement learning videos, but this one is just delightful! I love the way it's presented, how the AI has a fun lil name, and I especially adore the twirling jump!
@wrathofainz
@wrathofainz 2 жыл бұрын
Albert's a spinny lil' boi.
@joshmcgraw5844
@joshmcgraw5844 2 жыл бұрын
Very well done. I'm doing my PhD research on AI using ML-Agents to study artificial curiosity. There's a lot going on in this video worth mentioning, but most of all it's fun and I love the editing. You've done a great job to describe RL, PPO, and even how to use ML-agents. I'm looking forward to seeing more.
@h5ibluntman
@h5ibluntman 2 жыл бұрын
Can you mention stuff in layman's terms?
@__--_--_-----
@__--_--_----- 2 жыл бұрын
How does the machine learning in this video differentiate from simpler algorithms, for example the genetic algorithm?
@jackyjack9660
@jackyjack9660 2 жыл бұрын
You study artificial curiosity... That's how they were programmed to interact with things which are different in the environment... So how does it feel curious? It's the programme... You study the programme...
@DeathnoteBB
@DeathnoteBB 2 ай бұрын
@@jackyjack9660Do you know how words work?
@billnye4465
@billnye4465 2 жыл бұрын
4:50 IDK WHY THIS IS SENDING ME
@Tsets
@Tsets Жыл бұрын
IM SHITTING TEARS ITS TOO FUNNY 😭😭
@zcarp8642
@zcarp8642 Жыл бұрын
"This is too much for my cubic neurons to handle! What is life? Just jumping, pressing buttons? I GIVE UP! ABYSS TAKE ME!!"
@pAlerch
@pAlerch Жыл бұрын
This reminded me very much of the plot of Portal. It's nice to see that someone is developing the topic of AI in this regard, please continue to do what you do, thanks to such people the world becomes better and more interesting.
@TinyLazyGhost
@TinyLazyGhost Жыл бұрын
i also thought of portal, but kinda reversed, since here it’s the ai who is tested
@loafabred
@loafabred 2 жыл бұрын
5:52 tactical roll
@Mag3.1415
@Mag3.1415 Жыл бұрын
Great tactics
@Athkore
@Athkore 2 жыл бұрын
Man seeing this lil guy go from game journalist to semi-competent was somehow inspiring.
@Lord_Ian
@Lord_Ian 2 жыл бұрын
This is just so wholesome it feels like I'm watching a child learning and it's both cute and funny at the same time.
@DweeD1516
@DweeD1516 2 жыл бұрын
In a way you are but just on a larger conceptual scale.
@den_bush
@den_bush 2 жыл бұрын
Ah, those cute childs, learning, jumping and sometimes suiciding...
@klas-6
@klas-6 2 жыл бұрын
And then you see the end
@trybunt
@trybunt 2 жыл бұрын
I wasn't the only one who felt bad for the little guy.... why do I now feel like our lives are just complicated versions of this, with someone making us go through obstacles for content we don't understand...
@Lord_Ian
@Lord_Ian 2 жыл бұрын
@@trybunt Do you have like Depression, High Intellectual Potential or any other thing making your brain work a certain type of way? If so, I feel you man, you're not the only one and if you're struggling with it, it's okay to get help!
@yasy209sb
@yasy209sb Ай бұрын
4:52 "y'Know what? Fck this shut." Ahhh moment
@AhtshamNine
@AhtshamNine 2 жыл бұрын
3:21 I love how Albert gets too happy doing the tall platform he goes in excitement uncontrollably and then commits suicide due to happiness
@arcaderab
@arcaderab Жыл бұрын
4:09 Albert: FINALY Time: *out* Albert: *SHI-*
@myarmsrgone
@myarmsrgone 10 ай бұрын
Albert: time for the next room :D Timer: no *BITES THE DUST*
@toast_recon
@toast_recon 2 жыл бұрын
Can final Albert do a start to finish course of all 5 rooms? It would be great to end up with a general platforming AI that could finish an unseen room as well :)
@UncannyCatboy
@UncannyCatboy 10 ай бұрын
I don’t know why but seeing an orange cube successfully escape a room interests me and i want more
@Red_24
@Red_24 2 жыл бұрын
Man there’s no way that’s not just a person acting like a game journalist
@robertolimadaconceicao4658
@robertolimadaconceicao4658 2 жыл бұрын
Game journalist AI
@Alegriacaptions
@Alegriacaptions 2 жыл бұрын
2:25 "why did you jump?" "BECAUSE I WAS EXCITED OKAY? ANY HUMAN WOULD DO THAT!"
@stefaniesu55
@stefaniesu55 2 жыл бұрын
I love how he's jumping around at 3:19 like: 'Look! I did it! I did it!'
@BlueboxHS
@BlueboxHS Жыл бұрын
And then he jumps off
@TheAdvertisement
@TheAdvertisement Жыл бұрын
Y'know I wonder if the spins people like so much are actually Albert trying to see as much as possible while midair?
@there_are_bugs_under_your_skin
@there_are_bugs_under_your_skin 6 ай бұрын
it has been revealed in the newest episode (Tag) that the AI has fields of view
@thatonebonkchoyguy
@thatonebonkchoyguy 2 жыл бұрын
I love how Albert has so much personality, doing sick gainers off of platforms when he hits the pressure plates and occasionally just jumping up and down in celebration when he achieves something new. I love Albert.
@Akashi-ml9dn
@Akashi-ml9dn 2 жыл бұрын
A box has more skill at platforming than a game journalist. What a world we live in
@moonceIl
@moonceIl 2 жыл бұрын
That cuphead journalist LMFAO
@danielbaez3132
@danielbaez3132 2 жыл бұрын
Machines with AI will conquer the world and slave or extinguish humanity AI: 7:04
@sillicon8227
@sillicon8227 2 жыл бұрын
Give it 20 years...
@shanellemurrey9300
@shanellemurrey9300 2 жыл бұрын
Poor guy lost his balance 🤣🤣
@Derpy_Proot
@Derpy_Proot 2 жыл бұрын
They don't have balance like us
@ДавидГригорьев-ф3ж
@ДавидГригорьев-ф3ж Жыл бұрын
@@sillicon8227 It won't murder us all if we put right restrictions on it. We just need to make sure we can always turn off/destroy AI if something gone wrong.
@solidturtle6910
@solidturtle6910 Жыл бұрын
that was literally a game mechanic
@jesuschrist711
@jesuschrist711 Жыл бұрын
i love how albert got confused with the wall, goes “i see your challenge, and i propose an answer” and proceeds to yeet himself off the edge💀😂
@alejandrosrwebmaster
@alejandrosrwebmaster 2 жыл бұрын
I love that this perfecly demonstrates how AI is used, to make simple problems more complicated and then unneficiently finding an inflexible solution.
@quickdraw6893
@quickdraw6893 2 жыл бұрын
The important thing is it finds that solution completely independently of a human doing it. What takes more time to solve, a single math equation that's a hundred pages long, or ten million pages of math equations that are half a line each?
@alejandrosrwebmaster
@alejandrosrwebmaster 2 жыл бұрын
@@quickdraw6893 Time can be not relevant with fast computers but in this example it requires human input, its not a generalizable solution and the IA probaly took more lines to write than a graph solver algorithm and a search algorithm.
@hyuko9438
@hyuko9438 2 жыл бұрын
I love how he continuesly jumps at that platform thinking he just made a breakthrough 3:27
@Reboppin
@Reboppin 3 ай бұрын
Celebratory jump! (Into the void)
@heckinborkk
@heckinborkk 2 жыл бұрын
I never thought watching an AI learn would be charming and hilarious. Very well made!!
@TheKnightCrafter123
@TheKnightCrafter123 2 жыл бұрын
and then you go to computer science college to learn more (just like me) and then realises the tries he skips are in hundreds of thousands LITTERALLY. until the A.I succeed
@41_TheSocietyMaster-t9f
@41_TheSocietyMaster-t9f 2 ай бұрын
3:50 "Yay! I did it! But now what should I do?" *proceeds to decide his fate* 3:51 *LITERALLY JUMPS OFF THE FUCKING MAP!*
@lamegrape
@lamegrape 2 жыл бұрын
I'd love to see more stuff on how the AI interacts with the world, like what exactly is he punished/rewarded for, what inputs it has, ect.
@lordbee5972
@lordbee5972 2 жыл бұрын
As Albert was overcome with existential dread he relized he was nothing but a cube forced into the rats cage. As he look upon his green button filled room he began to cry. Slowly, he turned to the black void from which he was watched. Albert looks down into the abyss, and takes one final breath, as he leaps. Albert plummets, and closes his eyes, for the final time.
@morningthistles2353
@morningthistles2353 2 жыл бұрын
Ohhhh love this!! The editing is perfect as well! Very excited to see more videos on this channel 👀 Maybe teach him to push an object to hold down a pressure plate so he can progress? Or, after activating a pressure plate, he only has a certain amount of time to get through the exit before he needs to re-activate the plate? Also think it would be interesting to see him run all the levels again, see how good his times can get per level, though i'm sure that would take quite a bit of time
@cezanvaneeckhaute9520
@cezanvaneeckhaute9520 2 жыл бұрын
yess i'd love to see him try to do the levels again
@wornplatypus4781
@wornplatypus4781 23 күн бұрын
2:23 Albert's 360 off the wall had me
@xherdos400
@xherdos400 2 жыл бұрын
3:51 oh poor albert
@zcarp8642
@zcarp8642 Жыл бұрын
"Im tired of being your plaything! The abyss beckons me! I must go!!"
@LowBudgetBoi
@LowBudgetBoi 6 ай бұрын
"I don't wanna do this no more... :("
@leminsss_9052
@leminsss_9052 2 жыл бұрын
5:27: When you're tired from study/work and the bed is beckoning you
@AbyssalTheDifficulty
@AbyssalTheDifficulty Жыл бұрын
Albert: nah im tired from trying to learn i need to sleep in this lovely corner platform
@memecollector8648
@memecollector8648 2 жыл бұрын
2022: Albert learned to escape 2100: Albert completely obliterated planet Earth
@AshwinSoni01
@AshwinSoni01 Жыл бұрын
And does a 360 while he's at it.
@LastSpy
@LastSpy Жыл бұрын
The thoughts of 14-year-old children end up with something destroying or taking over the Earth. As a meme, it's not funny anymore.
@thecousindeci1103
@thecousindeci1103 Жыл бұрын
So be it
@SkyeBerryJam
@SkyeBerryJam Жыл бұрын
I'm amazed how he came up with buffers and Speedrun strats for movement like bouncing off the wall to line up the second jump in room 5 or in the same room, bouncing twice and spinning to get the correct angle but less momentum so he didn't flip over on the final platform
@yippyyee9127
@yippyyee9127 2 жыл бұрын
4:15 Albert learning how to 360 no scope
@monalizamontayre8275
@monalizamontayre8275 Жыл бұрын
360 no eyes
@biggsonalexander490
@biggsonalexander490 2 жыл бұрын
3:01 look how happy he is, he thinks he did it but then realizes it isn't opening
@RottingSweetroll
@RottingSweetroll 2 жыл бұрын
The amount of time and effort put into this video is insane great job! Can’t wait to see more.
@Affski
@Affski Жыл бұрын
Albert at 4:52 really said I can't do this no more
@MessengerAgemo
@MessengerAgemo Жыл бұрын
I would love to watch a livestream of Albert, they make me smile when I see the tiniest of signs of individuality. Their pouts are just a whole mood
@indecisitivity1832
@indecisitivity1832 2 жыл бұрын
2:37 Ayy ma boi Albert hit a sick 360
@ReyDone_rbx
@ReyDone_rbx 2 жыл бұрын
8:08 Noooo, Albert!😭
@Randomoid
@Randomoid 2 жыл бұрын
Rip
@saltysalt844
@saltysalt844 2 жыл бұрын
Top 10 anime betrayals
@who_am_i_please_tell_me
@who_am_i_please_tell_me 6 ай бұрын
Never trust a voice that's coming from nowhere
@SmileyFaceCentral
@SmileyFaceCentral 5 ай бұрын
I have never been so invested in something as little as a block learning to hit switches ever in my life
@SamThatIsACoder
@SamThatIsACoder 2 жыл бұрын
3:39 MLG 36- DOOR SCOPE
@fitariflair
@fitariflair 2 жыл бұрын
ALBERT!!!! Congrats dude, you made me fall in love with a lil cube with eyes 🧡 I really want a Stanley Parable narrator over your text lmao. I'll be keeping an eye on your channel because I really enjoyed how this video was put together!
@JoshyRB
@JoshyRB 2 жыл бұрын
OMG YES, PLEASE, WE NEED A NARRATOR!
@Pixelcraftian
@Pixelcraftian 2 жыл бұрын
Hoping to see more from AIbert, loved it! :D
@PurpleOrSmth
@PurpleOrSmth 2 жыл бұрын
me too its so interesting to watch an AI figure out the things it needs to do
@melinaalba63
@melinaalba63 Жыл бұрын
I'm getting so attached to Albert! Theres just something about seeing something or someone learn that makes me so happy!
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