AI learns to play Asteroids

[@CodeBullet]

Source code is up github.com/Code-Bullet/AsteroidsAI check it out if ya want

[@glitchedjson4042]

I was just about to ask for the source code, and then I saw your comment! Thanks! :D

[@belugaval144]

can you make a tutorial on how to download and tinker with the source code?

[@Praise_FSM]

it would be cool if you explained how the neural networs worked

[@painplayer1614]

Code Bullet dude. Try lunar lander or centipede. That would seem crazy

[@painplayer1614]

I mean if you wouldn't mind. I don't wanna sound demanding lol

[@hugovankeulen5115]

"I'll try spinning, that's a good trick!" AI = young Anakin

[@paulmichaelfreedman8334]

That one cracked me, brilliant one mate

[@harrymack3565]

LOL

[@smartfrenandromax6651]

Hugo van keulen | Well, young Anakin Skywalker's trick seemed to have earned the AI at least 74 points. See also 'The Last Starfighter's Death Blossom'. kzbin.info/www/bejne/pJ6zeKiDfNhrmckm22s

[@Archande]

LOL

[@500monkeys9]

Smartfren Andromax Amazing

[@Diabhork]

Gen 1: I think I will spin *randomly gets higher score* Gen 300: Spin2Win

[@forksunlimited]

The next logical step is to teach the AI how to play Dark Souls.

[@julioau]

ForksUnlimited lol

[@RipleySawzen]

50 years from now, Skynet, remembering the torture humanity put it through in infancy, finally decides to kill mankind.

[@Waelly17]

RipleySawzen clever

[@wutwut3628]

fuck no

[@justiciar1964]

apparently someone did one already kzbin.info/www/bejne/roHVc2ugf5mifbc

[@einflinkeswiesel2695]

AI: I'll try spinning that's a good trick

[@kamenraider1175]

Should've tried the high ground

[@jotarokujo3603]

👍 I wanna like this shit twice.

[@Channel-nd5fo]

I mean it could be it allows it to essentially see in a circle vs just lines

[@jotarokujo3603]

Channel 2 please, it’s just a meme reference. How about we not analyse the actual effectiveness and just giggle at a stupid 20 year old joke which is still hilarious.

[@donkeyface4452]

Hello there

[@hydrogenbomber3267]

honestly, i was expecting the AI to stand still and shoot any asteroids that comes into the screen at an incredible speed.

[@tekmekster]

seems like not able to shoot until the previous shot disappears

[@99baking]

This AI would get there eventually, neural networks won't give you the "best strategy" until thousands of generations have passed

[@assassinonprozac]

@@tekmekster I’m 90% sure you can maybe not in this version but in the original arcade game you can.

[@elfenbeinturm-media]

The reason for the spinning might be the crippled "sight" of the AI only in eight directions; only with spinning its able to look what is happening in the dead blind spots.

[@connorschultz380]

That would depend on how he developed them, Turing may not effect there line of site at all, he dose describe it as part of there movement.

[@NeoluceKV]

i should have read the comments before making mine :V

[@KineticManiac]

@@SimonWoodburyForget While you do have a point, I think you shouldn't forget spinning increases the possibility that any asteroids that are currently invisible will be visible in the future frames. While AI doesn't have any knowledge of "future frames", its decisions still do effect them. Spinning may have increased its survival chance by letting it eventually see any asteroid, even though AI itself isn't aware this is what's going on (kind of similar to how our instincts allow us to survive, even though we don't actually think about them, AI may have developed a spinning "instinct"). Then again seeing the second part of this video, I'm not too sure anymore.

[@KineticManiac]

@@SimonWoodburyForget And the AIs that spin with an rps of 60 will die where as those that spin with, say, 17 will survive. I fail to see how what I said is completely incorrect, the AIs will just evolve to NOT spin at 60 rps, but at a more reasonable speed.

[@KineticManiac]

@@SimonWoodburyForget I've taken the time to think about this, and I came up with 4 possibilities. Basically, it depends on how CB actually implemented this (which means I should check out his code... maybe later). Anyways, here are the 4 possibilities I can think of: 1. Angular velocity is constant. This seems to be the most common way of making this game, as it is the way it is done in the most versions I've played. In this case, spaceship's rotation doesn't speed up or slow down, it either rotates or not. I believe that the AIs would choose to rotate in this case, as it will allow them to see the whole screen eventually, giving higher scores, thus more production. 2. Angular velocity is not constant, and AIs are given their angular velocity as an input. I believe that if angular velocity is not constant, then AIs should get to know it, through an extra input. In this case, AIs could also use rotation as a technique to see the whole screen (even though they never realize it, due to their lack of a memory), because they can keep their angular velocity at a constant number, by speeding up when they're too slow, and slowing down when they're too fast. They won't actually know they are speeding up and slowing down, since the angular velocity will look just like any other input to them, they have no idea its actually something they control, but they can control "angular acceleration" output based on "angular velocity" input. So I believe it would work. This is essentially the case I've considered in my last comment. 3. Angular velocity is not constant, not known to AIs, and there is a maximum angular velocity. I mean it's sort of awkward to let these spaceships speed up as much as they want. In this case they can constantly try to speed up, and they will get stuck once they hit the maximum angular velocity, without even knowing they've hit it, or they're stuck. I believe the final result will be similar to case 1. 4. Angular velocity is not constant, not known to AIs, and there is no maximum angular velocity. In this case, it gets a bit complicated. Theoretically, what you said can happen here, because they don't know what speed they're rotating at. However, practically speaking, I believe there still may be an evolutionary advantage to spinning. Think about it, it's going to take a long time before they reach that unlucky 60 rps. I mean there are some other unlucky numbers out there besides 60, but even those will take some time. They could still get to very high scores until then. So I think that they would still favor spinning over not spinning, since they would prefer dying late and with a higher score, over dying early and with a lower score.

[@TheWeirdlyenough]

I think what you are doing is bloody fascinating

[@Madoc_EU]

alex jackson Oh yes, all the face nation.

[@TheWeirdlyenough]

Matthias J. Déjà oh yes i could not help but redo my spelling on that one haha.

[@Madoc_EU]

Cool! It was pretty funny though.

[@thatelusivedot]

alex jackson too right dude

[@bawy2143]

"Revolutionary idea Spinning + shooting" Spinning... Revolutionary... * Sigh *

[@cameronweaver6991]

I knew I was going to find at least one comment like this but you got a cringe so you get a like 😂

[@NoName-qj6of]

Umm mistake in bold ill fix it foh ya *Sigh*

[@jaredhettenhouser4652]

thats quite the pun you found there its pretty pun-derful :D I'll see myself out....

[@ellitri9677]

Bawy21 *FIDGED SPINNERS INTENSIFIES*

[@assassinonprozac]

I get it! _i don’t get it_

[@mrk1867]

Meanwhile in the A.I. mind's "You spin me right 'round, baby, right 'round. Like a record, baby, right 'round, 'round, 'round"

[@PannicButtonn]

The AI was just practicing how to consistently 360 no-scope, because aiming normally is to easy

[@Cynastri]

LMAO?

[@teoornelas]

Did you ever consider that spinning was AI's way of improving its vision, much like a rotating radar antenna?

[@MrCertainlyNot]

Actually, the AI can only see in lines in 8 directions. There are definite gaps in the vision for farther away asteroids. See the visual near the start of the video.

[@tristrumandrewsfisho339]

Spinning would also give it the ability to judge the size of objects as well as the objects direction (ie if its moving perpendicular to it as well as it's perceived closer or further)

[@bentleykennedy-stone673]

I think the spinning is just the easiest way for it to understand aiming. It would have to think a lot more steps ahead before it would be ready to choose to stop spinning.

[@888twebb]

I wondered this as well. I’m also curious what coordinate system the ai calculates in. I feel like this would work very well in an r-theta coordinate system but it would be interesting to know if changing between r-theta and x,y,z makes any difference to the rate of learning. I assume it would only change the amount of calculation effort the ai is going through.

[@unbreakaskull7679]

The spinning is in reference tothe screen, not the way that the ship is facing.

[@thegovenor6166]

I wonder what would happen if an ai learned to make, launch and land a rocket successfully in kerbal space program?

[@cthulhujankinx5652]

Totally thinking the same thing

[@a_random_tank_152mm7]

It would either take a huge ton of programing or take a lot of time for it to learn. Probably both.

[@blak4831]

If nothing else, you'd need a really powerful computer with room to simulate a lot of neurons, as the amount of inputs and outputs needed for a game like that would be monstrous

[@MrJellyman223]

There's a reason why these AI videos are always on simple old games. That shit gets really complicated really quickly.

[@wb5629]

Surely possible nowadays😂😂😂

[@MsCherryKiss]

why do I hear Anakin Skywalker: "Spinning is a nice trick!"

[@overloader7900]

Apparently yes

[@inigo8740]

"I'll try spinning, that's a *good* trick!"

[@Izandaia]

At first I thought that the constant spinning was just an amusing artifact from the AI's oldest ancestors (because in the first gens spinning and shooting randomly was the best they could do), but after seeing you play (I'd never actually played this or played it myself) I realized that it's actually a really good strategy. When you can fire the engines with the split second precision of a computer constantly spinning gives you far more mobility than you were ever supposed to have.

[@justarandommimikyu8474]

Depending on how the sight was programmed, it might also allow it to see in the blindspots that the 8 directions of sight don’t normally cover.

[@TaHame1]

@@justarandommimikyu8474 so a combo of spinning radar vision and hyper accurate shooting at any moment, and the grace of a caffeinated ballerina all in one....sweet!

[@georgecopeland5426]

Maybe you are right but I have seen expert players of this game and they perform a maneuver that I would call strafe--They maneuver to allow a large asteroid move directly in front of them, and then they unleash a constant stream of shots in a straight line that obliterates every single secondary asteroid until they are all obliterated. This super-skilled technique is the expert strategy to super high scores and the AI never learned it. There is no way that a spinning ship could do this maneuver because even if the AI could calculate it the ship is not capable of such straight line shooting while spinning. So, the AI still has a long way to go to achieve expert scores.

[@epsilonthedragon1249]

“Revolutionary idea: spin and aim” Because that’s totally not how I used to play ALL THE TIME because I disliked the moving mechanics of Asteroids.

[@drdca8263]

Is that Ultra Instinct Asteroidsship?!

[@NoorquackerInd]

migatte no gokui

[@lucasdenipotti829]

not sure about that heat tho....

[@guyguylazy]

*NANITHEFOOK?!*

[@F14R3ing]

,😂😂😂

[@PotitoDestroyer3000]

"I would love to dedicate more time to doing this but I need to eat" Best phrase i never read in my entire life xD

[@mitsync]

I can tell you you will blow up soon! This is amazing!

[@CodeBullet]

I'm glad you liked it

[@Ferretlover2012]

Code Bullet just remember to eat, we can wait

[@jamesgrimwood1285]

Next video - AI learns how to produce youtube videos ;)

[@fqidz]

U want him to explode and die!?! Rude Jk

[@WaterDroplet02]

code bullet or the ship?

[@AnterRainbowSiege]

I’m glad your going to university and your vids are outrageously funny and best channel I’m seen in a long time

[@DX413RB8]

he went ultra instinct lmao

[@gregorygregson1974]

Xenojie I was scrolling through the comments looking for someone to mention the music 😂

[@lampoilropebombs0640]

Gen 1: baby goku Gen 6: goku(dB) Gen 18: goku(dbz) Gen 304: goku(dbs)

[@atlmyk]

After 999 Generations you get Skynet.😨 So don't let it run overnight, or feed it after midnight

[@skywarslord4680]

Am I the only one who doesn’t know what sky net is?

[@letonyurquidi3639]

@@skywarslord4680 it's from terminator

[@skywarslord4680]

Oh k

[@OUsniper1]

@@skywarslord4680 Am I the only one who knows what 'don't feed it after midnight' means?

[@Apollyon67]

@@OUsniper1 Nope.

[@seanjhardy]

ai to play space invaders but all the invaders are controlled by separate neural networks and guided by the evolution of survival in a constant race to outdo the opponent, maybe you could use a convolutional neural network for this? anyway amazing video :D

[@MrRyanroberson1]

try "darwin's demons", it's a game where your enemies evolve to live the longest and kill you the most frequently. if you're clever, that'll be to your great advantage.

[@baguettedepain3975]

How would you use the convolutional layers ? Just curious.

[@thirstfast1025]

When I learned this game, it took me weeks to realize the ship moved. That blew my mind and added such an element of instability to my strategy.....

[@Дмитри-ч8ш]

I read it as: AI learns to use steroids

[@polk-e-dot8177]

well they dont always learn the right thing to do.

[@valiantlaceda1911]

I was looking for someone who read ASTEROIDS as STEROIDS, and gladly I think I maybe found it hehe.

[@Starlight_Joker]

I’m slightly offended that you didn’t use the beyblade theme song

[@FortniteKid-jm7gx]

Copyright issues.

[@sergiorequenense1474]

I think they spin because they can only see in 8 directions so they try to see everything they have around

[@jotrick3r355]

I have the same thing going on my mind

[@vib80]

Yeah, it's probably just a good local maximum strategy in general with the model... it isn't tracking asteroids, so it doesn't really have object permanence on them. Rocks are just there and not there... no telling if things are different rocks. So quickly spinning provides the benefit of providing near constant opportunities in every direction for shooting or dodging.

[@josefranco480]

Ideally since it's looking in all 8 directionality would just osciliate between turning cc 45° then CCW 45° since with 8 way vision that would 'fill the full circle of vision'

[@vib80]

The problem with an oscillation is that means turning around and covering the areas you just covered instead of continuing forwards and covering the areas you've covered least recently. It's better to just sweep around like an old radar screen.

[@kalisticmodiani2613]

There's no penalty for spinning. If there was, the AI could probably learn to spin less.

[@Hardy4Boy20]

Imagine. The rocket moves over to the left of the screen and disappears out of sight, but does NOT reappear on the right 😕 it's gone! 6 months go by, and everything seems fine..... Until....

[@louiserocks1]

I love the way you write in your videos, it's so lol. don't change that

[@princeninurta5767]

"Not 'he'...'it', don't be naive." John Connor from Terminator Salvation.

[@realdragon]

AI learns to play lunar landing

[@olam4642]

This is such a great idea!

[@johnk.u.7992]

Do it

[@carginfer2353]

I was never able to learn how to not crash so it will be interesting to see the strategies the AI comes up with. :3

[@koltafrickenfer]

kzbin.info/www/bejne/e4uYo6uJeKyIrZY

[@darkfur18]

Elon Musk might take an interest if he does it.

[@SabaothChristou]

Spinning rapidly is actually an interesting approach if you can control when you're thrusting/firing very precisely... On the timescales you care about you can pretty much thrust/fire in any direction you want just by timing it well.

[@jontedeakin1986]

two ai pong players against each other

[@mint530]

Jonte Deakin DO YOU WANT TO DESTROY THE WORLD If yes please respond

[@jontedeakin1986]

TinyGaming // tinydemonic i get to get out of school

[@jontedeakin1986]

matis you could speed the game up over time

[@8iter]

You could play against it after each evolution and see how good it gets 😂 or add mods that make it easier for u and see how the ai reacts

[@-._]

I once tried it with a neural network, but i just got the player follow the Ball instead of guessing where it will land.

[@ozansaglk6485]

Man I've been watching your videos for some time and they're amazing! They show me a hint what a future may look like.. Keep doing what you are doing!

[@Killer-zz6rc]

What about an ai that plays Tetris. Btw love the videos ☺

[@julianbello8376]

It'll pause befotlre death

[@durdleduc8520]

101 wiz Wasn’t that just what one ai did once and got really popular for doing?

[@Xamothth]

Two points: -First, this is awesome to watch and i definitely want to look into your code cause you got me really interested in how this works ! -Second, your little comments are hilarious and i can't stop laughing (i'm watching this at work, help) Keep up the good work !

[@42069memes]

Died when i heard that ultra instinct music lmfao

[@christianschweda2530]

I really like your dedication and your sense of humor, really had some good laughs.

[@mob8502]

I can’t donate sorry, I’ll do the next best thing I’ll share these videos with my friends and subscribe. Hope that’s enough to help you make more videos. Much love, Dk Baller ❤️

[@THOMASTTWYFORD]

i really like these videos!! i feel like I have learnt quite a bit about AI from your efforts!! thanks and well done from the Gold Coast AU

[@lilricefield6948]

AI that can play the worlds hardest game.

[@calldres-i-guess]

The Hint I think they're referring to the game that's called "the world's hardest game"

[@notherdimension100]

You sir have just earned a sub for your hard work, patience, and dedication for making awesome AIs to retro games. Keep up the hard work!

[@hunterchewning6725]

I love how the AI is just a spinning maniac the whole time.

[@Korne127]

I just found you and this is exactly what I'm searching for month… Thank you!

[@cyanideandsleepytime6860]

These videos are super cool! I've never actually watched deep-learning AI (correct me if that's the wrong term) in action. Keep it up Code Bullet.

[@CodeBullet]

cheers i used the term deep learning in my first video and got cyber bullied apparently thats a no go so I use neuroevolution but anyway thanks

[@reiss7219]

Amazing videos, hands down best yt channel!

[@LionBrine]

Would really like to see how you make these programs, how you create an enviroment for them, how to use nuero evolution. I dont want to steal your ideas/videos, I just really love comp sci. Also would like to know about your university. Thanks :)

[@dolevgo8535]

this

[@shahzaib.q9499]

yeah

[@dannygjk]

You have to study CompSci. There is no magic shortcut to accomplishing these things. You don't have to go to school, you can self teach, but there are no short cuts.

[@joecolvin4203]

There was a book called "Programming Game AI by Example" and I would recommend "Begining C++ Through Game Programming" should get you off to a good start.

[@noobhero6661]

you said no one suggested it, but would have. I have been following you for almost a year now, and found this because i was wanting to see playthroughs of astroids and you were at the top

[@toddherron8778]

First generations are hilarious

[@rafaelgpontes]

Don't give up just yet, man! Keep up the great work! :)

[@samosa_kachori]

Love your videos.😘 Please make an introductory video on how to make AI.

[@calvindehoff9045]

Wow, it’s crazy to see how far code bullet has come in these 5 years, good for you man

[@skiller5034]

KZbin : "We'll mail you a decision, usually within a week." ~6 months later...

[@lm601]

3:30 They havent forgotten how to aim, they‘re shooting the asteroids through the screen border. Those hit so many times, it can‘t be coincidence.

[@henriquecarballoaranha9100]

Nobody: Spaceship AI: *YOU SPIN ME RIGHT ROUND, BABY, RIGHT ROUND*

[@snhk8082]

This is an incredible idea for a channel. My favourite channel at the moment! Keep it up my dude

[@XLNCEsports]

"Let's try spinning! That seems like a good idea!"

[@rayperrault1538]

I know nothing about coding or programming but still find these videos pretty cool. Watching the process of an AI learn is interesting and the way it goes from randomly trying different things until it finds what it is it needs to do is neat lol.

[@cmgriffith]

7:40 Love the Dragon Ball Super music! (duh)

[@zacharyrenfro3716]

That shits awesome, subscribing for sure! Keep up the good work man

[@pierreperegrindemaricourt8379]

Gen 304 is such a ninja.

[@seanhamlin]

Love your work dude. Supported on Patreon.

[@bulldawg4498]

The next step: teach AI to play "global thermonuclear war" ...

[@oegoe]

No let's not do that. I wanna live some more :(

[@jackabram1534]

Bulldawg greetings professor falken care for a nice game of chess?

[@sheepcommander9445]

4:26 " And He's Gone" youtube shows ad in my face me:"and so am I"

[@adamadam-bv9gr]

Imagine whole human specie throughout history being just iteration letting god play his asteroids better

[@AAAAAAA-nh7jv]

what

[@winterbaergaming8833]

I like the video my man its very intriguing to watch how the ai develops

[@iden63]

If movies have taught me anything then there has to be a smart science type person at your school that is working on some revolutionary new cloning technology. So then you could spend more time putting together these cool videos

[@boombox469]

Awesome. Keep up the good work my friend. You are the future ;)

[@dylanar8883]

7:50 and there comes the NOT HD miggate no bot

[@3rdpartyU5er]

I watch these because this looks very great and I am just laughing at evolution right here happening in superspeed and the first generations are just so damn hilarious :D Also you have great humor on the music choice when the AI hit around gen 304 or so.... and keep on going!

[@gediminasbijeikis6256]

probs not the first one to say but consider teaching AI to play poker and you are sorted

[@kurtisisreallyangry4742]

Only by watching this I appreciate the amount of time it must’ve taken to code the call of duty bots.

[@_dr_ake]

I'll try spinning, that's a good trick!

[@altorac84]

This is really cool. Keep up the good work.

[@stapler1636]

If you're majoring in CS maybe you could consider talking to your professors and seeing if any of them will let you do projects such as these for credit. On another note, no source code this time?

[@CodeBullet]

yeah that would be nice, I'll have a talk to them also source code is up

[@sarangtamirisa5090]

Loved the UI theme xD Amazing video

[@miask8er]

This stuff is great! Will we ever see you try this out in 3 dimensional games?

[@Realmasterorder]

:) This was really cool the UI music got me !

[@arch758]

everyone is saying tetris or other 2d games. if you teach an ai to play a 3d game (say like the original wolfenstein since its simple) then your channel would blow up for sure

[@tiagotiagot]

That game's not even really 3D; it's a 2D game rendered with 3D graphics.

[@GakisStylianos]

You realize how much harder that would be for the ai right?

[@arch758]

yes i do realize. that is why i suggest he moves on from something easy and challenges himself.

[@GakisStylianos]

I am literally talking about the processing power that would need, a game like that has so many more options than just for example in snake continue moving, go right or go left. Aside from the programming part, it would require a better computer or much much more time as well.

[@tiagotiagot]

Stylianos Gakis - Old games like Wolfenstein and Doom don't have much more ways to move than Snake or Asteroids; you can move, you can rotate, you can select weapons and you can shoot, and that's it. I'm not sure about Wolfenstein, but Doom is open source, so he could strip away all the graphic rendering stuff and need just a little more processing power than what was required for Asteroids; then record all the data and then play it back with graphics to record the video.

[@KingKevin108]

I love that it went Ultra Instinct at the end there

[@wdnoob5328]

important thing- AI is actually an aimbot

[@riffsix]

"I shoot and sometimes I get rewarded with score. Therefore, shoot as much as possible." (The first 40 some generations in a nutshell)

[@armo873]

10 mins and one sec This is killing my ocd

[@wileyglass3324]

You're channel is amazing!!!

[@matthewgriffin4068]

I'd like to see pong :D Also why are your videos categorised as people and blogs xD

[@CodeBullet]

dude i have no idea how to change that

[@AbramSF]

If you use a phone like I do to upload. You can change it in YT studio. When you edit a video it’ll say what category it’s in. When you first start making videos it’ll put them all in people/blogs until you make that change. At least for me it worked that way.

[@HomicidalTh0r]

I'm new to AI learning. This was very cool! Thanks for sharing ^.^

[@Spikeon01]

do your bots have some sort of incentive system that you could tweak so that they feel "good" when they get a point?

[@Spikeon01]

Right, but that's just what makes them reproduce. For example: the dopamine I get when I complete a task correctly makes me much more likely to do that task again.

[@fravolt2]

As in do they get some feedback when they hit an asteroid and thus score a point? I doubt it, since the 'strategy' of a bot shouldn't change (its genome if you will). General strategy and behaviour should only change when new generations are formed most likely.

[@Naokarma]

that can be coded but doing so is so ridiculously hard if you are going for human-like emotion that it would actually take terabytes of info just to feel basic emotions. And that's if your just doing like 2 emotions, neutral and happy, or similar. If going for general searching for points then it's easy

[@NoNameAtAll2]

The dopamine dose is just a result of evolution This bots get evolved from the best species of each generation

[@Red_Nokia_edits]

😐

[@tristrumandrewsfisho339]

Absolutely awesome video! I'm a huge fan of evolving AI

[@jontedeakin1986]

TETRIS

[@KarmaCifer]

"If you had mastered the spinning technique then you wouldn't be in the bloopers. Learn from me you human" Atte: the master AI of this game

[@user-gr2wy8no3v]

Nobody Ship: S P I N

[@qinsester8865]

Omg, such an underrated channel, everyone else will come around

[@jimlahey7692]

this is amazing dude... plz make one for csgo haha

[@v8areu]

Dude you just make me want to focus on learning AI. Thank you for all those videos and we can understand about it. Hope you all your best on your study.

[@RManPthe1st]

Do QWOP 😂

[@733_subscribers]

that's actually a good idea

[@wutwut3628]

not a bad idea tbh

[@taujin]

I love how you're applying AI training to games. Great stuff, keep it up.

[@juliewilde4221]

AI learn to play agar.io

[@Jmcgee1125]

I was gonna suggest this (being one of my favorite games) before I noticed that you actually had a video on it!

[@divine_devil]

How about Pac man?

[@julioau]

TreeMasterHD Whoa, i wanna see that :)

[@dandanthedandan7558]

That would be short-lived though since all the A.I. really have to do is adapt with the four ghosts' changing patterns of moving, then it'll fly past each level quick... Idk though I'm not a computer scientist so don't trust a word I say with complete dependence.

[@WV-HillBilly]

This was so fun. I wish this guy still made content :(