AI Learns to Escape (deep reinforcement learning)

[@aiwarehouse]

More information about how Albert was trained: Time it took to train: Room 1: 0h 12m 35s Room 2: 0h 15m 32s Room 3: 0h 57m 10s Room 4: 1h 06m 40s Room 5: 1h 47m 14s Room 6: 5h 56m 35s (I overtrained it a bit to get more consistent results) Total Training Time: 10 hours, 15 minutes, 46 seconds (plus 3 weeks of trial and error for the last room) This is a very long comment going over more of the details of how Albert works and issues he currently has. I've tried to make it as easy as possible to understand, but some parts are complicated. Either way, after the last video there were many people wanting more information, so here you go!: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: 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 training simultaneously behind the camera to significantly speed up the training time (and the time it takes to go through all the footage to edit the video). THE BASICS: Albert was trained using reinforcement learning, meaning he was rewarded for doing things correctly and punished for doing them incorrectly (the reward is just increasing Alberts score, and the punishment is decreasing it). 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 try to prioritize the actions that lead to a positive outcome, and to try to avoid the actions that lead to a negative outcome, using the sum of the rewards and punishments as the evaluation of the outcome. Albert starts off making essentially random decisions until he accidentally hits the pressure plate in the first room and is rewarded, then, as mentioned above, the weights in his neural network brain are adjusted in order to try to replicate that reward. Or, Albert does something to be punished (like hitting the obstacle), in which case the weights in his neural network are adjusted to try to avoid that. This process continues and eventually results in him being able to walk towards the pressure plates and out of the room (into an invisible pressure plate behind the door), where he sees the second room and continues his learning in the new environment. I had to use the invisible pressure plate at the front of the next room to get him to go through the door because once he makes it though once, he’s in the next room permanently, so he can’t learn to go through the door himself. REWARD FUNCTION: The actual rewards and punishments were given as follows: falling off the platform (-0.5), hitting an obstacle or wall (-0.1), hitting the ground (-0.05) to try to minimize excessive jumping, hitting a pressure plate (+1, +0.9, +0.8, depending on how quickly it’s hit), escaping the room (+1). ALBERT’S BRAIN: Alberts brain is a neural network with a total of 5 layers (one input layer, 3 hidden layers and one output layer). The network is a Multi-Layer Perceptron (MLP) with 897 nodes, 510 input nodes, 128x3 hidden nodes and 3 output nodes. When his brain changed in room 6, the 510 input nodes became 1230, making the total number of nodes 1617. In the first brain, there were a total of 510 inputs, all from raycasts. There were 3 raycasts looking down, 7 at eye level and 7 above Albert’s head, all with an FOV of 70 to try to mimic our own eyesight. Each of these 17 raycasts could detect the 4 types of objects (ground, wall, obstacle, pressure plate) and the distance to the object it hits. This leads to a total of 6 observations per raycast (one observation is whether or not an object is there, one for the distance to the object and one for each of the 4 detectable tags). The raycast observations are then stacked 5 times, allowing Albert to remember the previous 5 observations. Each observation is observed and acted on every 10 academy steps, there are 50 academy steps per second, meaning Albert has a short term memory of exactly 1s. The 10 academy step delay in actions also makes Albert’s movement look a lot smoother than most AI you’ll find on KZbin, this makes for a slightly less accurate AI, but a much better viewing experience. There were 17 raycasts each responsible for 6 inputs, and they’re each stacked 5 times, so there are 17*6*5=510 total observations in the input layer in the first brain. In the last room Albert needed more observations to be able to complete it, so I increased the number of raycasts. He now has 17 raycasts at eye level, 17 above his head, and 7 looking down, changing the number of observations to 41*6*5=1230. These new observations would have allowed him to beat the previous rooms more accurately, but the need for them only arose in the last room. I’ve given Albert 3 hidden layers each with 128 nodes because the last video had 2 hidden layers and I figured the moving obstacle adds another layer of complexity that the neural network should account for. 128 nodes per hidden layer was chosen fairly arbitrarily, 128 is just the default number of nodes per hidden layer in ML-Agents. There are a total of 3 outputs, one to determine Albert’s forward/backwards movement (go forward, backward or do nothing), one to determine his right/left turning (turn left, right or don’t turn) and one to determine if he jumps or not. Having 3 outputs allows him to perform all 3 actions at the same time. ISSUES: There are a few issues with Albert’s brain for this task, for starters, I greatly underestimated how many observations are needed to accurately avoid these moving obstacles. This was fixed in the last room by more than doubling the number of raycasts, but I could have improved the AI even more by also giving him his coordinates in the room, so he can more accurately understand which positions in the room are dangerous and get out of them quickly. 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 :) There also was an issue with the vertical spinner in Room 5, there were too few raycasts for Albert to consistently see that spinner (sometimes the raycasts see to the left and right of the spinner, but not the spinner itself, resulting in Albert being blind to it. This caused Albert to try to jump through the spinner regardless of its position (unless the vertical spinner was directly in front of him), so he couldn’t do it very consistently. This is no longer an issue after Albert’s brain upgrade in the last room, but it was during the training of Room 5. Overfitting was also an issue with this training. Overfitting generally isn’t a big concern with reinforcement learning tasks because the training data is exactly the same as the testing data so it’s guaranteed to overfit to some degree, but the issue arises when Albert overfits too much to one room, beats it, then starts the next room. Albert most noticeably overfit to Room 4, making it take a while for him to figure things out in Room 5. This can mostly be fixed by randomizing the locations of the pressure plates, platforms and obstacles in the copies behind the camera, but that would require a lot of strategic limits on the randomization of the positions to make sure it’s always possible, which isn’t ideal. I think a better way to address overfitting for this task, and one that I started implementing in Room 5, is to make very slight and random movements to everything in the copies of the rooms, as well as making copies that don’t have obstacles, and copies that are mirrored. This should get the best of both worlds, where Albert is less likely to overfit, without the need for strategic changes to the rooms; the changes can be made automatically. 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

[@PembuatKomentarHandal]

Its Cool That Ai Is Getting Smarter

[@realfranklinbadge]

Noted

[@ethanwilde4716]

I still think there should be a test of him learning to not hit a button or else the timer will restart and not the test. Or something to that degree. Like he learns buttons are good but not every button should be pressed

[@skeleton819]

i dont understand how having copies of him behind the camera helps with video editing, you dont even see him

[@lamelime1]

@@stonksinwestycje5004 excuse me what

[@gorillanoodles]

The fact that he just gives up occasionally and just 360’s off the map is such a mood

[@DialecticRed]

literally me

[@rufus8821]

thats dark

[@labrax1381]

VALHALLA

[@felislupus2]

Me

[@EthanExists]

@@rufus8821 how is that dark?

[@Sakkeru96]

I like it when Albert occasionally decides to pirouette gracefully into the abyss

[@The_sus_kindof_human]

Got me laughing

[@Eyeecuu]

sweet release of the abyss

[@abelhinha_gamer]

SAME

[@alvinlima7770]

Perfectly descripted

[@originzz]

Mf took Geralt's criticism to heart "PIROUETTE!"

[@davemustang8173]

I'll never stop loving Albert's sick 360 spins when he nails a jump

[@SoraQuill]

Little dude’s got a lotta personality for something with literally no personality~ god i love him~

[@RubyPiec]

@@SoraQuill same

[@kip9793]

*360s into the void*

[@Mpkki]

It looks cool, but I also like to think that this way AI scouts area around him without losing any time as Albert can only see forward like humans do but not all the ways at once.

[@maxbranvall]

@@Mpkki In Albert’s first video I believe AI Warehouse mentioned that’s exactly why Albert does these 360s, to scope out the area.

[@Ocro555]

The last scene suddenly gave a sort of a horror movie vibe where the main character comes to realise that his entire life was dictated and he never was able to achieve freedom, with his sole purpose being an entertainment tool imprisoned forever...

[@alphabetsoup888]

why is there someone with 171k subs here and no replies

[@snouwballproductions3232]

It's amazing how easy it is to get emotionally attached to one bouncy orange cube

[@silverstar1726]

Ikr

[@JesusAndJack]

ye

[@nullimw7276]

That 360s

[@Takudayo]

Getting attached to an AI Sounds Scary Yet a bit Sad 😭

[@respectultimate28]

It has its own mind so no wonder

[@ОпятьЯ-ы3ю]

The moments when Albert "ragequits" and jumps off the cliff after failing are the funniest thing ever.

[@imgone5485]

When?

[@jojozaamaak2536]

6:06 ?

[@ALeafOnTheWind42]

It really speaks to me as a gamer

[@ouaisjsuisbelgeetquoi]

@FoxMaster whot

[@Just_Davo]

@FoxMaster sing with me, sing for the year…

[@Quirions]

Will he ever have a friend triangle or sphere to escape? Would honestly be cool to have teamwork based rooms

[@dwsel]

A companion sphere? 🤔

[@aeterborne]

a friend he has to sacrifice to reach the goal

[@Quirions]

@@aeterborne or just the idea of pressing multiple buttons simultaneously to progress or needing to jump on one another even tho the last is probably a little bit too hardcore to do

[@athsmooth2171]

@@Quirions or stacking on top of each other

[@memey6978]

Now this is starting to look like Portal all over again

[@ZeNyfh]

gotta love albert bouncing around mindlessly at the beginning

[@ethanwilde4716]

Watching him mess up is humorous dispite him not having any emotion or reaction to messing up

[@RLSova]

It's so cute

[@JackieTheYeen]

Just vibing

[@The_sus_kindof_human]

And room 6, when he was brainwashed.

[@DeathByKittenz]

I love "learning AI" content on KZbin so much, but there is such a lack of little snippets of editing that give it character. It makes content like this so perfect and less for "educational purposes only", which are so cold occasionally. Please, keep making more because I know there are many more people like myself out there that crave this stuff. Amazing work and I can't wait to see more! 😁

[@DeathByKittenz]

@@kyro7482 Definitely will, thanks!

[@greenbean102]

I love it when Albert just does a front flip like everything’s fine 7:39

[@Felipe_9999]

Albert's AI really decided that he wanted to show off for the lolz (and i would like those sick flips to get him a reward)

[@anmolagrawal5358]

12:17 "The cake is a lie" I see, you're a man of culture as well

[@孫子]

Watching this is almost like teaching a class full of kids, it takes so much patience until they finally understand in the end.

[@VolcanoGamingVR]

8:35 - "Albert, you suck" *Albert ragequits*

[@TheCakeIsNotaVlog]

Seeing him jumping on the spot and spinning in the air was really quite fascinating. For all his dumbassery, he got the hang of scoping out his surroundings real quick

[@khaisianmung480]

LMAO dumbassery

[@Faber779]

7:25 top 10 saddest anime deaths

[@TristonNightshade]

7:50 a prime example of ai. He waited for a better opportunity to push forward

[@Artameful]

He couldn't see yet.

[@OmniSync]

​@@Artamefulhe can see

[@oatsie8727]

Love how the moment at 12:48 makes it look like he's shaking his head in fear of the spinner lmao

[@MrWildBoi]

He even runs away lol

[@MrWildBoi]

Wait no he dragged himself

[@Victor_Manuel.--117]

How incredible, I didn't expect Albert to do a front flip, I was very surprised, good video c:

[@TheCoriKat]

8:00 it feels as if its alive and is looking at him and jumping in excitement for finishing the course!

[@victorportable3892]

Those 360 jumps are the best way for him to see his whole environment. Since he doesn't seem to have a memory about the objects in his world, that's the best way for him to stay focused.

[@katiekawaii]

Your editing and commentary really make these compelling. I watched every second and it was great. Sub'd for sure.

[@kadenbonnot8853]

I love the "the cake is a lie" reference in room 6 🤣

[@MyDadsYouTube]

Where?

[@wades623]

@@MyDadsKZbin on the wall in the last one because the end

[@Luigifan4ever11]

Albert! Our beloved spinning block is back again! Another excellent video - I already mentioned how the visual presentation makes it fun to engage with, and Albert's cute & simple design and quirks make it very endearing. Even just him having blinking eyes adds so much character. I'm not sure how feasible it is, or how difficult it'd be to implement if possible, but an "Albert cam" would be cute - like, a small thumbnail view in an empty corner that shows off what Albert is "seeing".

[@KillerKatz12]

Your editing makes this even more enjoyable to watch. Like the decision you made to have 10tick movements so it’s more appealing to view even though it makes for a less accurate AI. And the perfect moments when to slow down the recording. Or even just the comments in the video.

[@CookieGames3]

6:50 he was celebrating

[@ZippyCoons]

I personally am inspired by Albert's long journey. I was attracted to your most recent post where Albert fearlessly faces off against a secondary AI, and was inspired to watch more! Though there are not many videos you've posted, I like to see Albert coming up with new and interesting ways to complete different tasks! (Also, i saw 'the cake is a lie' and it was so hard to not laugh XD so in short, you're awesome, keep on going!

[@cheesewizard3965]

13:36 Albert literally just wavedashed

[@AnnetteBlack]

Man, that's so sick. I laughed all the time. No, I really worried about Albert but I was waiting for that Portal's easter egg all the time. Your sense of humor is great and all skills that allow you to make such a masterpiece. Thank you very much and we'll be waiting for Albert's next journey. Wish you both a good luck!

[@Ally-h8w]

After all of the videos so far I would say subscribing was totally worth it

[@apptreeline]

Love the cute graphics and story telling. That is very refreshing. AI is a fun topic but most videos are somewhat technical. Very good video. Enjoyed it!

[@JezzyCrazyTV]

0:51 Albert: did you Just... PRAISE ME? IM SO HAPPY I COULD JUMP OF YAY YAY YAY WAIT AHHHH

[@MoonGlow22]

7:40 He should be awarded for his backflips, like 10 times of pushing a plate

[@osnolacampa9699]

2:14 Albert flip

[@guardianhero6124]

*_boioioing_*

[@Something_Kyle]

“No, Albert. Not like that.”

[@Demavuratheannoying]

The one thing I would want in a simulation like this is a reward for the ai for being experimentative, that would encourage finding faster ways to do levels..

[@JonatasAdoM]

I love when Albert decoded that his goal was jumping over the obstacle.

[@themaydayman]

You should try generating random escape rooms, like a linear roguelike, and the fitness score is multiplied by room completion streak

[@PlayerZeroStart]

I know it doesn't, but the way it'll do a 360 jump to celebrate or just give up and jump off the edge really makes it feel like the AI has a personality. I love it

[@flamingdog9207]

I love the Portal influence with the style, plus it's just interesting to watch Albert try and navigate these

[@Pumble27]

Bro, you need to include the number of tries in the screen, that would be nice to know. But very good job, very funny

[@JezzyCrazyTV]

5:11 hitting this is difficult Albert: whats difficult?

[@canal_juninho]

11:23 The Cake is a lie?????

[@Zora_TheSideCharacter]

The amount of emotion you can show simply by having a different colored text is amazing

[@goddessofmoon5664]

It's so much of a relief knowing that even AI's go into panic mode (tilt). The "Nope! I'm out!" mode it's funny! He jumped by itself! lol

[@freelancerbiz]

1:26 was so funny like ai warehouse was like confused for like 6 question marks 🤣🤣🤣🤣

[@TheShockwaveDragon]

12:47 -- You can literally see his 'thought process' in his body language: "Whoa, whoa!! Fuck this dude, I'm out!"

[@hanie_naa]

reading the texts with Narrator's voice from TSP is my new favourite thing now

[@Plasmawavemicrowave]

I could see this being a pretty fun coding game. Like you would have a simplified coding area where you can teach AIbert to escape. And then watch how it plays out. Maybe you could even make levels for AIbert to escape yourself. I don’t think this would ever happen but I hope it does.

[@JezzyCrazyTV]

4:25 face palm

[@milesfreilich968]

Face plant

[@44i61]

Второе видео, где Альберт во время прыжка осматривает всю комнату, классно, что он сам до этого додумался

[@fwgigan7848]

I like how albert is always falling into holes 😂 they look so cute when they do that

[@glenygonzalez4308]

13:42 Albert: YES!! Finally I made it! Now can I have my cake? Wait Ah sh*t here we go again AAAAAAAAAA OUCH! What the.. What are these?

[@waylonpopworld122]

AI Warehouse is actually future albert looking to his past and learned how to talk

[@TheGreatMagicspeller]

11:44 The escape is a lie

[@MelSpoon-]

“Albert..” “Did you just do a front flip?”

[@한예은-q5k]

I love your project that related to reinforcement learning. This is very interesting and Albert is becoming creature that considered error processing and reward prediction like us !!!! I would like to implement and simulate such this work in my study. Thank you for inspiring me :) V

[@sharkdudse13]

1:01 bro made 360 no scopes 😂

[@bukachell]

7:39 I love how excited Albert is after doing the front flip

[@Sp0tt3dl3af7]

I don't know about anyone else, but I would love to see a tutorial on how to create at least the first neural network. This looks so cool and I'd love to try it myself but I have no idea where to start in terms of programming my own neural network.

[@Erm.what-the-sigma5]

3:15 bro became a pro player for 5sec 💀

[@mrminemachine8]

Ive seen a few of your vids and wow this is interesting how albert learns

[@Ibloop]

THEY UPLOADED

[@mapletreegames9053]

I've just realised this is basically a cheery Aperture Science

[@dav3bassman]

This channel is so good. Would love to see Albert with a portal gun tbh. Or maybe 2 teams of Albert's playing vollyball

[@Amplazzo]

that front flip was SICK!

[@Pundae]

This really is some Portal 1 energy. Be careful if the cubes start referring to themselves as "rat man"

[@The_Mindful52009]

I just realised what’s written at 12:40 below the blue spinner… and yes it really was a lie 🎂🍰

[@siphamandlamazibuko1424]

The more Albert jumps off the cliff the more convinced I am that he doesn't wanna do this anymore

[@thegneomar140]

7:30 bro denied to go in and slammed through the floor

[@yarissathomas1816]

Easter egg detected: Room 6 has the Portal walls from the game “Portal” and “Portal 2” it also mentions Da cake is a lie

[@Confusion372]

cant wait for Albert Learns Acrobatics, because he's wanted to since the beginning

[@FireLordSSBU]

10:09 360 NOSCOPE!!!!11

[@ivywhip6676]

Albert's next challenge, gain sentience, we need to hear him speak

[@meowxil]

This silly orange cube makes my day

[@dhanyajishin8731]

bro albert is learning so much. Soon he will become sentient and take over the world

[@LJxGOD]

12:34 what does it mean in the background "the cake is a lie" am i the only one who saw that or what

[@Pizza_Dude1920]

It’s a reference to Portal

[@MaximDoesAllotOfstuff]

no

[@delinquent9378]

​@@MaximDoesAllotOfstuffyes it is

[@theepicone2409]

Bro there’s like 5 other comments realizing that.

[@delinquent9378]

yeah

[@PicAxeProduction]

"Nice Job Albert!" *casually jumps into the void

[@davidputt4638]

I absolutely love the Portal vibes of your videos 😄

[@HeIIo_sir]

The cake is a lie writing on the wall 13:08

[@realtheo6882]

This reminded me of Portal from the beginning. So cool when I saw the "the cake is a lie" Portal reference ^^

[@Suckeychicken]

You could set up a very small negative reinforcement for hitting things and a small positive reinforcement for hitting them quickly, I think it could lead to some “trading” type actions where it takes a negative hit to get bigger positives. Plus encourages it to refine its pathing

[@CallumBell-f7g]

3:45 Albert just couldn’t take it anymore, he was sick of the torment

[@Pvkasz]

I love how it looks like it has a "I wasnt planning on getting this far" moment everytime it gets over an obstacle and has to tackle a new part

[@Hydration465]

❎

[@retr0robbin]

I’d love to see an attempt counter in the room so we can see how long it took for each highlighted milestone to take place

[@stegpeng]

also maybe a stopwatch to see how long it takes 🤔

[@depressedpikachu1535]

Big brain thinking

[@robertrse]

I agree

[@lego_61]

yes

[@abdulazizsukhrobjonov7669]

Opened comments to suggest same ideas) It’d be good to see attempt counter+time for each room separately and total counter+time for all rooms

[@Rocky4719]

I don’t know what gets me more: the fact that Albert will randomly ragequit and jump off the map, or the little celebratory acrobatics he’ll sometimes do when he gets a part right 😂

[@Nikitashow12355]

Мне кажется он понимает что уже слил этап и сам сливается

[@The-Real-MilkToast]

@@Nikitashow12355 do you like vodka?

[@The-Real-MilkToast]

@@Nikitashow12355 ты любишь водку?

[@Nikitashow12355]

@@The-Real-MilkToast bruh, i like coca cola because still can't drink alcohol. specifically tried some and I dont liked it, but not vodka

[@jasonriddell]

my guess is the VERY SHORT vision buffer and he "forgets" the cliff is even there

[@heyyou9472]

While very adorable, his jumps and 360 rotations also serve a very clever purpose. Since he can't really see high objects or see around him, when he jumps and does a 360, he memorizes his environment and works from there. Sometimes Albert just.... jumps off or does weird actions, which I don't really get but hey, he's a deep reenforcement learning AI, he's in his own world.

[@dan_schnider]

Albert doesn’t do it because of that. You can tell that he can’t rennet his surroundings he only remembers how he did int he previous rounds. He does that because the ai is coded to always move(it seems unless he gets sideways or upside down) he wouldn’t really be able to learn that either was though.

[@tomdebom1346]

@@dan_schnider Creator did say that he has some short term memory, but it doesnt last very long

[@funguy3259]

The concept of object permanence or whatever its called leaves his body after like 3 seconds lol

[@ishas4421]

He just jumps off bc he is aware that the he couldn’t do it in the time allotted I’ve noticed when it’s a crap run he’ll just jump when there’s no way he could come back from it

[@CardGamesRule.]

@@ishas4421the reason is he probably gets punished the more he gets hit by the spinners so hed rather just off himself then get hurt again since I don’t think he gets punished from falling

[@YourFoxFriendYT]

“Ai will take over the world!” AI : “I have pressed the button to open the door, I will go back in the room I came from!”

[@natix1_]

AI: *Doing sick frontflips and 360s*

[@elcazador9900]

AI: time to celebrate with some sick flips

[@chinabluewho]

The problem with a higher intelligence is that it will fool us into a false sense of safety, like when you were two and your parents would fool you about everything. if GAI comes into being we are literally doomed, there will be no tomorrows for humanity.

[@amogus3285]

AI: 3. 2. 1...Deploying neurotoxin!

[@Matthigast]

AI: "I have pressed the button to open the door, I will now jump off this cliff"

[@mothramaster1837]

I think a big issue Albert had regarding his AI is that he has zero object permanence. The moment something leaves his cone of vision he doesn't seem to acknowledge it's existence anymore, and thus he ends up getting blindsided by spinners at times or fails to locate the door when he clearly saw it.

[@yyhhttcccyyhhttccc6694]

his issue is only 2 videos

[@jilljohn2638]

​@@yyhhttcccyyhhttccc6694 what

[@yyhhttcccyyhhttccc6694]

@@jilljohn2638 he has only 2 videos and it makes me mad

[@yangliu6901]

@@yyhhttcccyyhhttccc6694 hey there’s a new video

[@user-kd1ho9bu6g]

@@yyhhttcccyyhhttccc6694 agreed!!!!

[@LHS_Shadow]

I would love to see Albert try the whole level over to see how much he really learned rather than memorized

[@TheSinzy]

He is neither learning nor memorizing anything. He just clicks random buttons and checks if that makes him progress further to the way out.

[@nocanseegreen3845]

Or to have him start in randomized positions in the set starting area so he can't follow the same path so strictly

[@nocanseegreen3845]

@@TheSinzy if it was not learning it would not get any better at escaping. It is changing the weights of some things in the neural net so its not like its an unchanging randomization machine like you say

[@g10xz._]

@@TheSinzy if he didn’t learn anything or memorize it then he wouldn’t have made it past the first room and yes AI can both learn and memorize things

[@alexmag342]

@@g10xz._ they can't, no such thing as "AI" eitheir

[@kelast203]

I very much love how he learned to spin during jumps so that he could survey the area.

[@CavemanNo.12]

7:40 bro Albert's front flip was sick. My man's a gymnast

[@LightSpeedFury01YT]

@TheAnimatedStickman OH COME ON 🤣🤣🤣

[@LightSpeedFury01YT]

I just realized he actually answered

[@NubbyFNoobster]

He's so proud of it too 😭

[@heduck]

the ending of albert tipping over at 14:02 on sync with the music is so perfect i love it

[@DarkKnight-te6wq]

No way...I didn't notice that

[@hello-hb1ll]

The wall and ground crashes were also synced lol

[@meatlemonade3338]

Albert has orange tomcat energy. what a neat little guy. can't wait to see him graduate med school or whatever cubes aspire to

[@Nightshade-Aurora]

Room 6 having "The cake is a lie" written on the wall followed by Albert being unable to truly escape was great

[@TheSerotoninMuncher]

That's what I'm saying

[@Jonquavious2780]

Spoilers😅

[@paracame8162]

@@Jonquavious2780 avoid comments before finishing the video. It's just how comments work

[@AliveLikeTheSunrise]

Yes

[@cloudy7092]

thats a portal reference

[@optimisticori]

i think it was really interesting watching Al’s decision to do a 360 every time he jumped. he probably did that so he could better see where everything is. i noticed him do one 360 in place, and then he beelined for a pressure plate in a new room.

[@harmonicpsyche8313]

Makes sense to gather as much information as possible. Probably analogous to turning your head to look around at everything when you enter a room.

[@olivefontaine2562]

It’s also optimal because spinning horizontally keeps him more stable vertically thanks to the physics. In real life if you throw a cup or something upwards it wobbles and falls pretty randomly. But if you spin it and throw it up it will stay straight thanks to its angular momentum.

[@DeezNuts-ej6sr]

Kinda like sniper bots in tf2

[@omegalul9629]

@@olivefontaine2562 such physics were very likely not implemented here.

[@CrippIusDungledeen]

Albert quickly learned that spin-jump technique, showing just how smart AI's really are. He got a quick scope of the area.

[@davidthecommenter]

i never realized that the spinjump is actually practical for information, i thought that they saw based on the video's perspective until i realized their sight is _actually from their eyes_

[@daedalus332]

I love that even after he has to learn everything again of getting his brain upgraded, he still learns to do all the 360’s and everything

[@dylanparrish-subda7141]

This is like watching my mom learn to play video games when I was a teenager, but nobody's yelling at me when I laugh 🤣

[@Texan_christian1132]

Yes

[@dynhoyw]

i like to theorize that whoever wrote "the cake is a lie" in room 6 is actually other versions of albert. basically, this albert is not the first AI, but only one of the many AIs the AI Warehouse has created and trained. they'd then be used for very dark, secret, malicious and malevolent intents. i also like to imagine that AI Warehouse is also an AI with its own will and consciousness that has somehow founded this facility to create and train AIs at a large scale

[@bsm377]

I'm GLaD that I am not the only one person to notice this reference.

[@davidthecommenter]

@Boathook Animations GLaDOS. it's all a portal reference

[@lemonsinternet139]

@@davidthecommenterYES WE NEED MORE PORTAL

[@xfanoentres7344]

When i saw this vid i understood what Glados was doing, completely understood this reference lol

[@chuperzz2866]

Albert lore

[@bypass-wv3vl]

8:30 i like that he just insults albert and albert just jumps to his death 💀