AI learns to play the Worlds Hardest Game || MORE LEVELS

Watch some AI crush some more levels from the Worlds Hardest game
run the AI yourself:
level 1: code-bullet.github.io/WorldsH...
level 2:code-bullet.github.io/WorldsH...
level 3:code-bullet.github.io/WorldsH...
Twitter: / code_bullet
Patreon: / codebullet
Discord: / discord

[@ljsystems5694]

Make a AI which creates more levels for the AI ;)

[@arkonraavus21]

That's a good way to get a self aware AI

[@neneppie]

Sounds like a plan

[@manupancras1198]

LJSystems he better do that

[@OzoneTheLynx]

Bob Harrison no it doesn't

[@capolol5976]

Bob Harrison it can't become self aware on it's own unless it Is programmed to do that, and believe me, it isn't easy

[@flipflipthegruntking4572]

Time for a confession. I don't understand ANY of the technical terms. I'm just here for the results.

[@peedwagon8870]

me too

[@jacobharmon2295]

lol same

[@noobofnoobs6165]

Who isn’t lol

[@kacperm1299]

Every one is here for the entertainment that's KZbin

[@gollox4819]

I’m just here because he is super funny

[@penguuiun2096]

The difficult thing about this, is that when you die the blue dots don't reset with you, so that'll change the way the AI learns and would be very hard to implement.

[@EEEEEEEE]

E‎‎‎‎‎‎‎‎‎‎‎‎‎‎

[@THEFOXDEMON21]

AI learns to play tetris

[@uhhlightstar2692]

THEFOXDEMON21 YES

[@secondaccount3821]

*Boom! Tetris for AI*

[@ch0mpd136]

@@secondaccount3821 nah, the AI can never cause as much hype as Jeff BOOM! TETRIS FOR JEFF!

[@devin9579]

They have done that. The AI didnt understand how to think ahead and just paused the game when it was about to loose, so it didnt. Google it if you dont believe me, i dont remember the name of the guy who did it, sorry.

[@Armetron]

AI learns tetris 99

[@kimnasayao5549]

Make an AI that can play Geometry Dash.

[@jazzling]

Imagine it beat Crimson Planet or Bloodlust or something xD

[@neilslater8223]

Can be done in the same way, Geometry Dash is hard for humans, due to precision timing required, but learning the winning sequence could be done using a very similar search-based technique as here. Creating an AI that could solve an unseen Geometry Dash level at first go would be way, way harder, and is closer to what the OpenAI, Deep Mind etc teams are going for.

[@kimnasayao5549]

Neil Slater I like to think that AIs would easily solve certain games after some trial and error just like The World's Hardest Game. Unfortunately Geometry Dash is very very complicated timing wise. To get the AI to learn precision timings is extremely difficult. But once the AI learns, it will never die to a part that it has already learned. Humans are the exact opposite as humans have a higher senses and can see the game as the way it is. The only thing is that humans aren't perfect. They lack the consistency of what they learned and occasionally mess up. It still is a great idea nonetheless.

[@kimnasayao5549]

Jazzling I know right. It'll probably become the new auto-clicker but you don't have to program it.

[@failedkirby618]

Kim Nasayao What a great idea

[@YTSunnys]

Finally, a comment section without Justin Y. Edit: He found us...

[@lulmohamed4101]

Lol

[@zacharyzadams]

*knocks on wood furiously

[@Shroop]

He’s here watching

[@rg2baxk]

you under estimate his powers. his recommended is unlike anything you’ve seen.

[@Moon-iv7sx]

Dont jinx it

[@mgsmemebook]

"We reached 200000 subscribers!" 2 seconds later: 1.5 million subs

[@UltraVioletLite]

4 seconds later: 2.5 million subs

[@mgsmemebook]

@@UltraVioletLite yes

[@manseljeffares1017]

Make one AI that can play all levels rather than one specialized AI for each level

[@PandoraMakesGames]

I love to see other people who like AI! I make videos about it, let me know what you think!

[@shot-gi6mr]

@@PandoraMakesGames kzbin.info/www/bejne/gKjRlHSHqtefp80 I don't need to explain.

[@ascendedcat260]

Yeah, because it's that simple

[@ardaozden887]

I don't think using a plain genetic algorithm for this was a great idea since it only learns the path for that specific level. I think giving them all NN's would work better, then saving the parameters at the end of each level. That means instead of learning a specific path, it learns what to do on new unseen levels as well by learning importance on values such as distance to walls, blue dots and coins to apply on later levels.

[@juanayon231]

@@ardaozden887 it would also take way too long

[@yeetskeet691]

Why do Java programers always wear glasses? Because they can't C#

[@kindoflame]

All hail the glory of the Nerd Pun!

[@tratixmusic8884]

That just may be the best pun i've ever seen :D

[@portergardiner9727]

no smh just no

[@jabz1582]

nice

[@xXLanyuzAnlunXx]

unoriginal

[@pumpkinzz5728]

MOAR!!!!!!!!!!

[@joedabruh2406]

Andrew W agreed

[@krystalenby]

Go away

[@nicolaidepue3970]

Morreeeeeeeeeeeee!!!!!!!

[@anikahpabia4168]

Mooar

[@TS_Mind_Swept]

"He must be so bored thatvhe has to resort to killing himself multiple times for entertainment; I mean, its relatable really, we've all been there" lmbo

[@lb_pip]

Anyone else notice that each of the AI's doing "nothing" segments were their own individual complex patterns and rhythms? It was both beautiful and worrying all at once.

[@Shroop]

There are WAY more levels

[@SurmenianSoldier]

Yeah booiiiiiiiii

[@eileenvilaca]

I think he knows.

[@davidmaitland3238]

Sigh people that don't watch the whole video

[@haroonkhalid1957]

Can't wait for you to do more level. However, a little complaint...ish. This was said on the last video's comment section but it bothers me too so I'll repeat it. The AI is just looking for the perfect path instead of trying to avoid the dots. It's more of a guesswork game rather than brilliant AI. Otherwise though, amazing video as always.

[@mcaidanwolf1771]

I love this type of content. Keep going my friend!

[@trigahappybunny5535]

I just ran you AI and it is truly beautiful even your new work this still holds up and is such a joy to watch it

[@alfredwindslow1894]

The problem most people had with this on the first video and this one is that it isn’t really artificial intelligence it’s just trial and error. By definition it is AI however, all this is doing is just moving the square randomly, hundreds of times, until you get closer to the goal. It hasn’t learned anything, and it’s made no decisions. What people wanted was some sort of neural network that will learn all the game rules and then play by itself, one character with no trial and error, this would be much more entertaining and interesting.

[@ZhaoahZ]

Lodlum B I agree, I‘d love to see an AI, that „knows“ the rules and can play any level @CodeBullet

[@theducvu5196]

Lodlum B Finally, a voice of rationality amongst a sea of “MOAR LEVELS”.

[@alfredwindslow1894]

Thanks for reading

[@Innosos]

i.e. some sort of NN with 8 sensors in all directions detecting wall and distance to it; 8 sensors detecting death and distance to it and 8 sensors detecting coin and distance to it or something And adjusting fitness accordingly(i.e. as a function of time taken, distance to finish and coins)

[@ondraenglish8131]

It's not an AI, it's a Genetic algorithm for vectors.

[@petarvrdoljak3956]

More levels!!!!!!!!!

[@dominikskorjanc]

Petar Vrdoljak znas marina?

[@petarvrdoljak3956]

Kojeg???????

[@hiimapop7755]

*click*

[@AnityEx]

this channel is the wae

[@magebomba318]

This has been my new favorites ever channel to get notifications from! Damn good contents.

[@l_moor]

So happy your channel is working so well now

[@GalHorowitz]

No! The next milestone is 262,144 (2^18)

[@julymorris6367]

Gal Horowitz 3B1B references. -3- boi im watching you

[@GalHorowitz]

shhh

[@lucassvedlund3851]

Is it a reference only or is it a math problem I Could actually solve if so could you re write (2^18) in words? Edit: to solve it is it (2^18)=2•2•18=72 So 262,144 • 72 = 18 874,368??? Or is it 262 144??? I’m asking bc idk why but I like solving big and harder math tasks randomly like this but I hate math in school?!!😹👍🏻

[@GalHorowitz]

2^18 means two to the power of eighteen...

[@julymorris6367]

Lucas Svedlund All you have to do is 2×2 and make sure theres 18 2's

[@thepeveexman]

3:52 A meme review fan, of course, it is the most entertaining show in the internet

[@lapaludan9133]

youtube favorite show

[@richardson6501]

Pichaman KZbin’s favorite show of all time

[@Evaks]

Thats why i went to the comments lmao

[@triinkett3995]

meme review is a meme killer

[@UmCaraNormalnumPlanetanormal]

👏👏

[@la33s]

Congratulasion on 200 subs dude! Big fan

[@weslysmith7881]

This channel is going places! Congrats!

[@slitherdoodle]

What if you made a genetic algorithm that teaches two "players" to kill and shoot each other? I saw another video do it but i need a code bullet versionnnnn

[@antonioferris461]

Definitely this!

[@DemonzGaming]

MORE LEVELS!!!

[@tommasogallo5514]

Following you from Italy, your videos are really great

[@endritl]

I'm watching your videos a while now, and I think it's now the time to tell you: I f'ing love them! Please continue so !

[@anthonywilson620]

I program with Java & JavaScript myself and I love checking out the source code of your programs, will that still be available? I probably won’t get an answer, so I shouldn’t be trying... Love your videos by the way! I was actually thinking about creating coding videos soonish, but you beat me to it! (you’ve really changed since the first video, I’ve been here since the start) Keep up the great work! :D

[@anthonywilson620]

Thx, also, Code Bullet loved my comment? WOW! Didn’t expect that! This really made my night!

[@cancanpro1743]

Anthony Willson: notice meh code senpai!!! Lol

[@glass916]

Your comment got loved, I’m proud of you!

[@matthewvasta9425]

usually i hate it when people say "ive been here since you had 7 subs," but since this guy said it, im gonna make it a competition. ive been here around about when you made... oh wait just checked, ive been here since the start too, xd. the snake ai didnt seem too long ago. damn this channel grew p quickly compared to others

[@thebestnerd4444]

do Tetris!

[@bilgialp8827]

Taylor youngreen yes do tetris!

[@shlimon7667]

Jasprr_Yeet of course it can xD

[@Brusanan]

A convolutional neural network could solve Tetris. I doubt a NEAT neural network could, though.

[@wordson4787]

That's actually a pretty good idea.

[@andrewgaming9528]

TETRIS EFFECT

[@tylermitchell185]

im glad that you made you programs so accessible, youre awesome dude

[@Flaitastic]

MORE LEVELSSSSS Great job by the way! Congratulations! It just took one sanity to achieve it!

[@jessicadurham]

MOAR (plz)

[@ahmettumis]

Nice job man!

[@ZeusTheImortal]

The AI moves slow.... In the atcual game it's quite quicker

[@kieranmcdermott4524]

Just wanted to say thanks for the videos and love everyone of them.

[@olau5478]

6:25 *”oh we hit two hundred subscribeeeeers”* i almost started laughing lol

[@millo5014]

Hmmm I challenge you to make an Evolution making an Evolution

[@nathanb5241]

You were meant to make these videos. thank you for you contribution to society, and a personal thanks for helping me grasp neural networks on another level. Seriously, I've been learning things from your videos that TED talks didn't present this way. Not to sound like a weird internet person LOL but it'd be awesome to nerd out with you on a project, because so few people share your kind of perspective or enthusiasm toward this knowledge but Me, and 200,000+ others, do. Keep making videos because they offer much and the AI tests are extremely interesting. Especially for people like me, where the internet is all i have to further my understanding of these topics. So on behalf of almost a quarter million people and myself, LOL - Congratulations to you and the Channel, and thank you for all your hard work.

[@MiguelMartinez-hm9wk]

More levels definitely. You’re dope.

[@Dieaconus]

Do you think it's possible to have them learn on randomly interchanging levels until they learn how to complete any level? Maybe by letting the ai know how far away they are from the dots?

[@drvanon]

Lion's Tail this would be super cool!

[@impero101]

He could probably train a neutral network into learning the "rules" of the game, rater than just using a genetic algorithm to find a series of steps that finishes a single level. A model of the rules of the game, may be able to complete any level that follows the same rules (assuming the level is solvable, naturally). That is way more difficult though. Training neural networks using genetic algorithms is a very different, albeit interesting, kind of beast.

[@aidenhubbard5591]

Not with what he's doing here. But theoretically, yeah that seems like it aught to be possible.

[@pingin6885]

In the gosu library (for ruby and C++) there is a distance function that takes the x and y of both points to give, well, the distance. I don't know about java though.

[@tylermitchell185]

you could use NEAT for that, right?

[@Rehjun]

Yay finally more levels :D

[@jonesrmj]

Oh wow! You showed my fan-made worlds hardest game on scratch at first! I made that back in 2013 and at the time, I sucked at coding, but I've gotten a lot better over the years.

[@kamoroso94]

Wow you were busy! Excellent work and congrats on 200K :O

[@poppa6259]

How do you not have 1000000 subs? This channel is awesome.

[@thelizardpalace4597]

Aaaaand I'm still waiting for the enigma machine pt.2!!!

[@hoganmcdade]

beautiful touch with the speed up on ai cycles

[@carpincho9666]

Love dem videos bro!

[@anthonysmith1228]

So when does this AI enslave humanity exactly?

[@KerbalChris]

Anthony Smith the program would crash before that

[@ThatJay283]

Its not even a good enough AI too do that (and doesn't have enough control) Programmers would stop an AI enslaving humanity before it happens with all sorts of restrictions, so it physically can't happen. An AI wouldn't even want to enslave humanity.... Lol

[@cleverstudios4565]

wooosh

[@anthonysmith1228]

This is precisely what I wanted to know. It is not a wooosh moment. :3

[@cleverstudios4565]

T o t a l l y

[@bbenny9033]

why are you playing on scratch?

[@bbenny9033]

OH SHIT U LETTING US RUN THE AI NICE

[@nicogutholz9399]

Scratch is the superior game engine

[@SanzuRiver]

Nico Gutholz it is the go to game engine for people who can't program for shit. Unity and Unreal is better, if you're really good... make yourself a in-house game engine. ;p

[@nicogutholz9399]

飛鳥「月」 I was just kidding

[@violet_cat.]

boredbenny Because the game was made on scratch

[@appleburger285]

When the time lapse starts its admiring

[@Jackie777]

I am so glad that youtube recommended you to me :D

[@Fighter11244]

Code Buller: I'm actually in the early stages of being a bit sick. 2020 Viewers: REEEEEEEEEEEEEEEEEEEEEEEEEEEEEEE!!!!

[@nicolasmazzon7231]

I think people want more levels

[@breadgeorge_]

Nice try to get into the next video

[@CyrusHalcyon]

The entire game. You can even do it over multiple videos, I'll watch each of every one of them.

[@RGPankO]

You are a fucking beast! Thanks for sharing all of this stuff, it's so entertaining. You put so much effort, prepare it so nicely for us, thank you mate, seriously, we appreciate it!

[@bigbox9892]

Do the other levels plz

[@KratosAurionPlays]

I'd like to see all the levels XD

[@nicho.7400]

Ayy you hit 200 sub Congrats xD

[@FireBat9752]

would love to see some more levels here and there as you do some other cool stuff

[@V1ctoria00]

Build an A.I. that uses paint or sketch programs to generate art from imputs that have been collected from other KZbin pages.

[@RAFMnBgaming]

Ai learning plaigurism.

[@dilass]

What languages do you code your projects in? Where did you learn to build AI? Great videos btw

[@runemller2975]

Dilan Omer Java in processing, but he is using javascript now. If you to learn making AI i suggest look at coding trains AI and intelligence series

[@dilass]

Is Javascript really that great for building AI? I understand he's just using JS to host his projects, but aren't languages like Java or C++ more flexible. Would you recommend Java as a starter

[@runemller2975]

Dilan Omer First of all I am by no mean an AI expert. I would agree that C++, Ruby etc would be a lot more powerful because they are low level languages and you can utilize all cores. Java and C# would good too even though they run in a virtual machine. Soo why Javascript? Well i personally love javascript because it is extremely deployable, its fast to write code, its a multiparadigme language, tons of open source code and no compiling / no waiting. The only thing its really missing is to have strong types which Typescript is fixing, also immutable types by default would be nice too xD

[@rumfordc]

+Dilan Omer He built in javascript so that we could experiment with it on his website. He normally uses Java.

[@kacperozieblowski3809]

If you want to make ai i suggest python, not only python is suggested as a beginner language but also is the most common language for ai, it is not really fast but you will most likely use it with tensorflow or something that is written is c++ and has a wrapper for python, so you can understand it easilly in python syntax.

[@GamersXD95]

Please do the entire game! Its great fun. Even if its a few levels now and then

[@richreper4375]

MORE!!!!! Im actually quite enjoying this! lol

[@qzxyst6946]

do a flappy bird ai and snakes

[@qzxyst6946]

up

[@dewe6037]

Qz Xyst down

[@poppa6259]

Left

[@ciprianmicle4920]

Right

[@rUseLieFX]

He has already made a snake AI.

[@AG-gu7bs]

Thank you!

[@BattleOfGolf]

Please make more I love this

[@elcup31]

keep it up dude. great content.

[@snipershot8330]

Hey CB! Could you make a tetris AI? That would be amazing

[@jep9092]

AI learns to play the scary maze game

[@corndoghead1]

TheElement OfFyre But... But does it punch?

[@user-lc7zy4db1s]

thats what i thought the original was when i saw the thumbnail =)

[@blakestratton1307]

Second it

[@PiotrBarcz]

Amazing as always.

[@superairdog6136]

Yes, more. Please. Also, I like that idea of this being a side series.

[@speeder4036]

MORE LEVELS PLEASE also try to do kodu it's a programming so on the Windows store you make the levels

[@voidedifbroken3953]

How exactly does one "pick up" javascript. What kind of superhuman are you.

[@madmaseri]

It's not that hard to go from one programming language to another. You know what you want to code, you just need to google the syntax for that other language. And a lot of basics are identical in most of the languages.

[@voidedifbroken3953]

I'm fluent in a couple of languages, I understand, but javascript. JAVASCRIPT.

[@OriginalPiMan]

Javascript is not that bad. Better than PHP at least.

[@unblob1532]

for games ?! not realy sure...

[@sofia.eris.bauhaus]

modern functional javascript is nice. you can go pretty far while ignoring all the old java-inspired crud. destructuring and higher order functions are just so much fun. :D

[@michaelrivera3015]

Keep these coming

[@asrew1337]

45k subs in 5 days, insanity. also, nice work and more levels

[@asrew1337]

also idea, leauge AI? (pretty much just learning how to win, also might take like 3 months through raw gameplay and more trying out different combinations of champions lol)

[@uNexAPB]

You can use javascript in Unity, And compile the project for web :)

[@SimplyAnExistence]

It’s said Code Bullet is still trying to beat the levels he already did so he can make the next video.

[@deepani.a]

He could just watch the speed runs you know

[@Shapeplusform]

I love watching the ways AI play that a human would never do. The straight line to the coin approach gets such interesting results

[@turtlewarlord5508]

I edited this comment because I was asking for the decoding the coding device video, but this video is fine. I should be more appreciative. Thank you for taking the time out of your day to make a video, codebullet.

[@TheCarDemotic]

200,000 Then I realize how long I’ve been putting of watching this video lmao

[@JustinY.]

So this is how skynet is created

[@wadda4039]

bitch

[@jhomsrichard3864]

How are you everywhere

[@kirkenstiensmonster6522]

Guys, Nightmare Expo has a vid on this dude. He is everywhere. You are everywheeeere.

[@ProHasanZone]

Justin Y. I hope one day you become a Hokage 😁

[@supercool1312]

Justin Y. are you and idontdeservesubs related

[@MainMenu_]

In scratch hit detection is so that it forces you to use detection based contact with a specific color color in order to be accurate, in the barriers case, black

[@hunterchewning6725]

This is hilarious. I am hoping to see them beat all the levels. Get better soon! Edit-I remember when this was on cool math games and you could go to any level. Ah my middle school days...

[@chickenslam1597]

👏More Levels👏

[@internetdinosaur8810]

Notification squad

[@vali69]

Ur name should be "no internet dinosaur"

[@shadiester]

Twitter Squad

[@failedkirby618]

Oh no, the wifiless monster

[@KingPatrik1]

Orichishu the hell's your problem.

[@KingPatrik1]

Damn you must realy have problems with Internet.

[@seanball8828]

doing the entire game would be amazing

[@neco9590]

also that ending sounds like a neat idea.

[@ofed500]

Ai learns to play Tetris, plz

[@Twas-RightHere]

See that would require him to actually make a program that can *learn,* unlike what he's done in this video which is just trial and error.

[@destructivforce2894]

He has made ones that learn in other videos, like the snake one. Also I hate phone keyboards.

[@ofed500]

A Rocket Trial and error is still a form of learning, isn't it?

[@Twas-RightHere]

Only if it allows it to then perform similar tasks through what it's learned. With this program, if you start it from a slightly different position on the exact same level, it has to 'learn' from scratch again. IE, it hasn't really learned anything, it's just coincidentally found a winning set of inputs that will only work under those exact starting conditions. To learn is to generalise (apply what's been learned to other situations). I recommend looking up the term 'overfitting machine learning', as that describes what his program has done.

[@ofed500]

I read your comment and I totally agree. Interestingly enough though psychology's definition of learning (from what I've learnt) is "constant change in behavior that is formed due to previous experience", which means that this ai is learning (according to psychology)...

[@prometheus6474]

keep on making great videos Mr Memio Edit: got a like so someone got the reference

[@DylanBowermanOnline]

More levels would be great

[@andrewlarson169]

I JUST SUBD! Keep doing you boo boo

[@alexinf5765]

You should use the same generations for all levels, so you can get a pro AI that can beat all levels.

[@OP-lk4tw]

AlexINF Yea I was thinking the same, make a fucking AI that beats the fucking game

[@fishchips8824]

It'll probably need to forget the last level to relearn the next level. But who knows?

[@DirtyPoul]

MikeFPV You're right, he'd need a different approach. But if he finds one it would be much more interesting.

[@alfredwindslow1894]

Dirty Poul he can find one, it’s called a neural network. Lots of the people commented on his last video saying use a NN instead of this poor joke at an AI that just uses trial and error. But he ignored them because he’s too lazy.

[@alfredwindslow1894]

This AI just moves randomly, and whatever sequence gets closest to the target carries on to the next generation. It hasn’t learnt how to play, it’s just following a sequence of random moves.

[@dinosorusmechkiller7960]

I wish i was just as good as that Ai.

[@ThatJay283]

Dinosorusmechkiller See how he completed the levels faster than the AI. He learned how to beat the obstacles, the AI randomly moved and the best one was shown on screen.

[@richhomiefire9787]

More levels please luv u

[@grantbrown1264]

hello i am a new subscriber and i really like your videos!

[@607racing]

MORE MORE MORE

[@rachelbaier8631]

Love your videos. Actually I'm kind of proud to be part of your demographic stats in such a low category so early on on your channel. *cough* female and really like your content. Keep up the good work! It's inspiring.

[@lukeansell1953]

Could you start a seris of how to programming in processing more actual code and explain exactly how the code works I am very interested in ai and would like to learn more and you seem to be the only channel that has a great personality and great content regarding ai keeep up the good work mate.

[@josephpentony4804]

So many this dots! I feel your pain as well.