AI learns Snake Part 2 || Snake Fusion

Using the genetic algorithm and neural networks I trained up 5 snakes who will then fuse to become the ultimate snake...
Check out the source code
github.com/Code-Bullet/SnakeF...
Music:
EDM Detection Mode by Kevin MacLeod is licensed under a Creative Commons Attribution license (creativecommons.org/licenses/...)
Source: incompetech.com/music/royalty-...
Artist: incompetech.com/
Balzan Groove - Vadodara by Kevin MacLeod is licensed under a Creative Commons Attribution license (creativecommons.org/licenses/...)
Source: incompetech.com/music/royalty-...
Artist: incompetech.com/

[@CodeBullet]

Source code is up Sorry for the wait but I hope it answers some questions github.com/Code-Bullet/SnakeFusion

[@maddybond007]

Thanks a lot...

[@DanskerneFraDanmark]

Thx i have No ider how to use it But thx

[@Uveryahi]

Thanks a lot! I was really looking forward to it.

[@claymore609]

I'm reminded of futility and endurance, mainly boredom and child development, without the stimulus of variety stagnation sets in, try similar games and come back to it, even though you have not programed the game, it has limits that limit.

[@elpred0]

This pair of videos are ones of the best videos about machine learning I saw. Congrats!

[@Kyle-fy1tb]

god, I agree with that "why" at the end it was doing so well and then it was just done with life

[@NetAndyCz]

I think it is the issue with the training, it is not used to long body, it never got that far into the game and the AI does not really understand the principle of the game it is using what worked best at the beginning but those strategies may not work with longer body. I am sure more training would help.

[@Priestofgoddess]

The AI could not cope with the fact, that it had to stall more time, so that it's body would give the way free again. It did not calculate how long its body would need to free space.

[@gavi5150]

because they have no purpose, playing snakes or not, they knew at the end they di

[@Spore809]

So let's start to training with long body

[@burbanpoison2494]

There wasn't any path to the food because it was completely walled off by the tail. It didn't account for the fact that the tail would get out of the way if it just killed time for a second. without calculating when and where that was going to happen before picking a path, it was looking at a zero probability of reaching the food by any path. That's not the same kind of problem as when it's curled up and it just needs to navigate an already-existing but narrow path back out. It took the shortest path to a "no solution" output, or it just stopped making decisions when it determined that no decision would connect it to the food. Apparently it isn't aware of the passage of time.

[@tenj00]

At the end it realized that it was just a snake AI

[@hairless2699]

tenj00 lol, thats not nice

[@Subxenox15]

It became self aware and realized life was futile, committed suicide, and deleted the folder it was stored in.

[@moreplz]

My theory is that in the end it gave control to the one snake that always left a one square path at the bottom. In the snakes program it assumed the bottom row would be safe but it was not.

[@KvaGram]

"What is my purpose?" You eat dots and crash into yourself. "Ow my god!" *dies*

[@RealCheesyBread]

TheNethero you pass butter

[@jimmyrebel2010]

It's shit like this that would make me uncomfortable letting autopilot drive me around in a Tesla - Right around the time I convince myself everything is going to be alright the car would start flashing blue and then white and launch me off a cliff.

[@AdamCradamParkes]

humans aren't much better, we just trust them cause we are as flawed as the driver

[@jimmyrebel2010]

True - to be perfectly honest I'm the only driver I trust to not launch me off a cliff ;)

[@bbbbende]

This comment is beautifully ironic

[@obremon2000]

My god, love this comment

[@MikeMike-dv7iv]

And if there's no cliffs?

[@vizardshinji7415]

The moment you are giving AI names I liked steven tho. He got some really nice moves

[@Verbindungsfehle]

But dang Sally has got some impressive self-dodging skills

[@ColtHack]

Yeah I would go so far as to say that steven's zig-zags resulted in a majority of fusionsnake's deaths. They should have given skye the controls, with sally on co-pilot.

[@TamTroll]

im a fan of skye. i love how she keeps her self orientated by always returning to the bottom right corner.

[@markhamilton5978]

Lol

[@AzazelOne]

gotta have them s for snake

[@want-diversecontent3887]

Steven likes diagonals. Sally uses no diagonals unless necessary to survive. Sammy can do quick U-turns. Skye goes to the bottom right corner before getting food. Simon is like Skye, but the top right corner instead.

[@marceltelang7825]

Thanks

[@john-pj5gs]

Its an ai with multiple identity disorder :)

[@lukemagdalin6169]

lol

[@SupLuiKir]

It isn't a disorder in this case. These AI snakes can only function as a collection of minds.

[@VitaEmerald324]

This is what we do with machines: we give them psychological disorders. The human race everybody!

[@LEMxDx]

ITS A HIVE MIND!!! EVERYBODY RUNNNN

[@rijuchatterjee2590]

It's kinda like the Sibyl system from psyco pass

[@feynstein1004]

Damn I want one of these snake babies. Anyway, when I noticed the snake freaking out when it kinda got boxed in, I realized that that's because unlike us, the snake can only see in the plane it's in, which is why it can't figure out that the situation isn't hopeless. If there were a way to make the snake see like we do, it'd quickly figure out that coiling would be the most successful way to survive and I think it would be pretty much unbeatable.

[@Khonic23]

Feynstein 100 trust me, there are better more advanced learning AI that can fill the board pixel for pixel until they die because there is not more space on the board

[@feynstein1004]

+Khonic Oh wow. I'd love to watch that.

[@Khonic23]

Feynstein 100 kzbin.info/www/bejne/jnqxcqGfhqibbrs

[@feynstein1004]

+Khonic Thanks for the video. While it was interesting, it wasn't performed by an AI, well, purely by an AI anyway. It seems to be a Tool Assisted Speedrun, meaning it was performed by the team of a human and an AI.

[@Shiek200]

That video is just a program that plays snake, this is an ai that was thrown into a game of snake without knowing what it was and figuring out what to do with essentially only one real programmed thought, which was "if the game resets, I failed, and failing is bad, so I should do something different." Really interesting stuff.

[@ahsanrehman1602]

Meet Simon, the robot who holds the Snake World Record.

[@ximonium]

I'm Simon

[@trevorjamesconsideracion1982]

Antrikshy Productions sounds like a title from vox

[@ahsanrehman1602]

Trevor James Consideracion Yeah it does!

[@SK-by6qd]

Is it just me, or are the white snake parts really intense?

[@badereric]

Lori Kirby they are supposed to be the most dangerous parts

[@huonsmith]

Lori Kirby yes that is when the snake is like "oh shit" and so it tries to stall as long as possible to make the food available so it goes all over the place to stall

[@allenqueen]

ikr.had me at the edge of my seat

[@MrFlameRad]

Next time can you have it change color based on whose code it's running, with a key somewhere on the screen?

[@want-diversecontent3887]

nayrad m Steven likes diagonals. Sally uses no diagonals unless necessary to survive. Sammy can do quick U-turns. Skye goes to the bottom right corner before getting food. Simon is like Skye, but the top right corner instead.

[@zawarudo3582]

TheTruetGamingGuru wait what

[@starfirei3356]

@@want-diversecontent3887 Simon also tries to leave a one-square-wide path at the bottom.

[@deros1658]

Steven... Fusion... My first thought was Steven Universe

[@natetso3307]

Damn, this is fascinating. Wish I knew how to do stuff like this. I’d make four or five snake personalities and put them all in a big arena with multiple food sources, while also trying to incorporate a hunger mechanic where the snakes die if they don’t get food after so many moves, and also a mechanic where a dead snake leaves food that the others can consume. Make it a genetic algorithm with each death beginning a new generation for that snake, and they’d eventually start evolving to hunt and hide from each other, like a digital ecosystem. Or at least, that’s how I fantasize it to be. I don’t know jack about this stuff so not sure if this is even possible lol.

[@kaykmartins7335]

It should be a little complex, but since theres some AI that act like humans and some who can code new AI's by themselves better than humans, thats totally possible

[@cheeselord8153]

Sounds lots like a starving slither io game version

[@BattleCarrot]

Here's something you might enjoy: kzbin.info/www/bejne/oHK0f5yCaNRoorc I'm not too familiar with this guy's project but I found it over a year ago. He uses selective breeding to evolve the neural networks, which is fairly common, but he's let it loose and has different species of AI in his little world environment. It's a very simple environment that he's made, it's some water, some land and food that grows over time. Obviously the AI that lives the longest is more likely to breed, and they do. But I think they can only breed with closely related AI hence he has different species.

[@DogeDogeriffic]

Slither.io

[@sanjaysalve4866]

It is not a real AI. It just works on an algorithm, like u gotta do 'this' when 'this' happens. A real AI can show evolution.

[@Drumax0]

I literally yelled out WHY at the end then I laughed so hard when the text popped up lmfao

[@coder0xff]

Now run a bunch of simulations to generate training data, build some new nets from it, evolve some more, do a new fusion, repeat.

[@supersheets12]

make a snake god

[@stefleisering8934]

i would love to see a video of it. get them to change colors based on personality it follows.

[@av3365]

Kitty Nip yep defo

[@kotzpenner]

That's how Skynet started you monster

[@the-uh2ur]

Snakenet

[@naverilllang]

snake? Snake! *SNAAAAAKE!!!*

[@ProdigyGamers]

Nathan Lang mission failed we'll get em next time

[@swordoman2158]

F

[@serenityrahn5656]

i am so not tired of these damn snakes on a Cartesian plane! OK, i'll see myself out ...

[@kwarlus]

TIME PARADOX

[@raffimolero64]

"ORTHOGONAL IS NOT THE ONLY DIRECTION" -Steven

[@turitou19]

This is better than a drama movie, the moment the fusion snake was trapped an came victorious out of its own jail i was on the verge of my seat! Really good stuff

[@Bobstew68]

I feel bad for the snake. :< Everytime it eats, it has a small "AAAAH I'M GONNA DIE" moment.

[@MathewClips]

An AI with split personality disorder, with the capability to change personality at will in order to adapt to any situation. Yup skynets happening.

[@iamzomb.]

It's fun seeing the snake "personalities" change on the colored part

[@aryore2411]

The colours don't indicate the personality, it indicates the overall frame of mind. You can tell which snake "personality" is in control by looking at the pattern they're moving in, they each have their own pattern.

[@iamzomb.]

Aryore entertaining nonetheless

[@americancheese9103]

Aryore I found the rick and morty fan

[@OrangeC7]

Finally, someone who shares my passion for giving names and personalities to things that are (probably) not capable of said ability.

[@thenasiudk1337]

The A.I was too clever Even he realized he was a A.I

[@TheTransforcer]

Love how it flashes white right after it picks up another block, as it runs through the various commands figuring out its next path. Beautiful.

[@PatrickHoodDaniel]

You have just put me down a serious rabbit hole. Been a programmer for 35 years, clicked on github link, determined programming language you used, watching tutorials, now I need to drop everything I WAS doing!! Thanks

[@willbe_human]

Fusion is just a cheap tactic to make weak snakes stronger.

[@minnarewers3573]

WillBe I KNEW THERE WOULD BE OTER SU FANS HERE! and one of them is named STEVEN

[@willbe_human]

Minna Rewers Lmao hahah yeah, I am not a HUGE fan but it is a neat show and it was just so perfect

[@filipeoliveiraladislau4533]

Say:"Fusion is just a cheap tactic to make weak snakes stronger." 5 minutes later say:"FUSE WITH ME!"

[@ProdigyGamers]

:)

[@joejorn3622]

Loooool Steven Universe

[@spacex9999]

It became human at the end

[@tehesprite502]

Snake: Become Human.

[@harsharamayanam7484]

And then it became beyond human

[@Matthew.Morcos]

I love when It flashes white after it eats something because the food hasn’t loaded yet and it doesn’t know where to go.

[@XaL47]

This is so satisfying to watch (at some points) and so disappointing too see failures. But it's a learning progress. Keep it up!

[@blimpslap2]

Be nice to Steven! He is trying his best.

[@viko207]

Keep those comming, also a video focused on the technical part of it will be really nice

[@killerkid2028]

These are amazing to watch please make more. I would watch these like crazy

[@overlordex4943]

This is really awesome and Cool!!! I don't know anything about programming but the fact that you can program this is just AWESOME. Thank you for making this video, it's really cool

[@ajrzrj]

rly good job dude! i will w8 to see part 3 :P

[@trailmix818]

If you're hating on people's spelling then you should spell correctly. Hate* and were you unable to type a couple more letters to spell out the word "two".

[@rodikooijmans5639]

@@trailmix818 you do realize that he was trying to say"i will wait to see part 3"

[@trailmix818]

@@rodikooijmans5639 Correction, someone else had replied hating on his comment somehow someway and I guess they seemed the need to delete it so my comment looks like I'm replying to the original comment. sorry for the confusion chief

[@jarod_baron]

Just saw part one and part two was just released? My lucky day

[@ximonium]

SAME DUDE WTF

[@TheMe26]

Jarod_BaroN lol same youtube knows the future

[@MedallionHD]

same

[@Draktand01]

I love your videos man, keep em’ coming!

[@Mona-kg6hy]

I'm in summer school rn, bored bc I've finished everything and we still have a week left and so I'm just watching this and it was so relaxing I passed out for a while after I finished watching, I'm not even sure how long. Did the whole dad falling asleep watching the game pose and everything. 10/10 coding and good nap enducing

[@jjju3]

An interesting thing I noticed is that the snakes have there own "personalitys" so to speak, sense each ai was trained on it's own, and learned differently they all take different approaches, I can't make most of them out but I did notice that Steven and sally like to do diagonals and alot and Sammy, sky, and Simon try to avoid them, that's all I could really pick up lmao, and a couple of times you can see it really get close to the body and weave away, which I assume is Sally In that mix, -i think there was another snake but I forgot about them- Oh and I noticed that Steven, Sammy, and sky like wide archs of movement (like thing, big open boxes) while Simon and Sally prefer to stay contained

[@durdleduc8520]

What I noticed is that all of them except from Steven have a tendency to hug the sides of the game, its own body, etc, which I think is odd for an AI that learns that the body and the sides are lethal.

[@blak4831]

I wasn't paying super close attention, but I think some of them preferred clockwise motion and others preferred counter-clockwise motion.

[@MikeMike-dv7iv]

They have their own personality? Wow its almost as if... The creator of this video kinda implied this...

[@lizgayle14]

@@durdleduc8520 from a coding perspective, it's because those actions take the absolute minimum amount of processing. Since hitting a wall or yourself is death, instead of having to figure out the best of 3 different moves every frame, you only have to figure out 2. You can't go backwards, and you can't turn into the wall or yourself, so your choices are more limited and easier to quickly go through.

[@deadblue324]

I love ai stuff there always fun to watch

[@franzschubert4480]

I've never seen "It's" spelled as "there" before. Thank you for this new experience.

[@audrielcabanero4897]

Damn^^^

[@kyraaa__]

Yeay that roast🔥🔥😂

[@Composer_Piggy]

I love what you’re doing! Keep making snakes!

[@Franciscomp70]

Best recomended video that youtube has ever ever ever ever showed to me. Thanks.

[@friend1308]

Steven...? Fusion...? *_Steven Universe?_*

[@1234567890storm]

Im not a programmer so not sure if it's possible... But I noticed that the AI is not sure what to do when food is covered. It should have any command that allows it to extend (?) the line when the access to food is temporarily impossible.

[@JordanKetterer]

I think what michal is saying, or a solution would be to purposfuly give it more training (invoke situations that) include targets that are unreachable, or when the snake is actually boxed in.

[@packagemanager]

Correct me if I'm wrong, but I'm pretty sure he kept that in mind while making the code. It does learn by itself, after all

[@hellNo116]

I think he didn't input any strategy except the basic don't eat yourself don't hit the world and try to get food. Anything else it does is the neural network being trained to be more efficient

[@Daniel-yz6gs]

put it to play dark souls, the AI surely learn a ton of new things

[@liamjames-hendriks4895]

I might be wrong, but watching the first video I got the impression from the behavior of the early AIs that it simply had "don't die, get longer" as the instruction, because for a while it aimlessly moved around, hitting the walls, not getting the food and hitting it self. If it was programmed with these things, I feel that it would simply already know this. After several runs it figures out the walls and itself and the food. I might be wrong, I am no programmer or anything.

[@thethunderbird4844]

I don't know how i came across this video, but it's so cool! Please make more!

[@elijahizere]

So keen for part 3!

[@GruntyGame]

Interesting how the AI prefer to go in an anti-clockwise loop.

[@DonatCallens]

I think these learning algorithms would improve in an even better way if efficiency and speed were also taken into account. Snakes that perform less movements should be rated higher and the time between two eats should be taken into account as well. The result would be more impressive from a human point of view and would make sense considering that efficient utilisation of resources is a driving force in nature.

[@StarfoxHUN]

"Why?" The biggest question for all programmers.

[@sanctifyer1885]

Keep making videos man! You have a unique and awesome thing going, you got thi!s!!

[@TheGodEmperorOfMankind_]

Skye and Simon seem to avoid going diagonally, maybe they figured out that it's sub optimal.

[@gearhead743]

I don't think it really is suboptimal for the ai, I mean, it doesn't use any extra energy doing it. For us humans, yes, it is suboptimal, but that is because it takes more movements of our fingers. On top of that, the snake doesn't really seem to lose speed when it does go diagonal.

[@-Solidwater]

@@gearhead743 Diagonal hurts ;-;

[@Jmcgee1125]

What happens if there are multiple snakes on the same map, seeing each other and not being able to touch, but using the same food?

[@fxlixde3871]

Slither.io with ais basically?

[@LordKirtash]

I liked. I hope you keep uploading your progress.

[@jayextarys8616]

I enjoy this way too much! Thanks!

[@LittlePsycho]

This is amazing. You should program it to collect as much of its body in one location before going for the food to avoid collision

[@bones7868]

it's a neural net, he gives it the start parameters and it basically does the rest on its own

[@KaitouKaiju]

It will learn that on its own given enough runs.

[@rodrikforrester6989]

Sammy, Skye... I think I know these names from somewhere. Rimworld?

[@pyrus2814]

If only they were nearly as competent as this snake...

[@plink4861]

I knew i recognised these

[@Henrix1998]

Sky(n)e(t), it was always a worm (snake)

[@Dargon1o1]

You have a great sense of humor, I like it

[@abrahamgamer8331]

I love watching stuff like this, you earned another subscriber (:

[@vlaydin6263]

I feel like even in humans when we are born we stick stuff in our mouth to determine what it is? Is it safe? And wtf it is... like the snakes I see them always against the wall, they feel safe and connected but when closed off from one the the four walls they panic, like one does when claustrophobic, me... You want to connect, but you trapped your self and the AI it's scared because it's the growing mass in this box with one purpose of eating apples, it I assume learns that as it eats it will grow. Understanding this it continues to eat as it's the only changing variable and that when it does his body grows. Seen near the end the AI understands and I believe that they are reluctant to because it always to them is death because they never experienced success. Show someone wrong and they will always do wrong but show them right, they will want to understand. To the AI it is just a paradox

[@majesticcactus2244]

woah......that was deep

[@vlaydin6263]

Ewan Penhale Thanks for reading😂 Take it easy man

[@dLzzzgaming]

You realize they don't "think" like us. They don't have these questions. "They", per se, don't even exist, it's just code being run, there's no personality, no questioning the why, not even the how... All these people getting way too attached to these blocks of code. Hey, I get man, we humans can project ourselves into many things, it's not difficult to do so on a system that makes choices that appear human-like, but please don't go thinking they have anything even close to life

[@lizgayle14]

That's... not how AI works in the slightest, no.

[@lukemagdalin6169]

damn thought this was uploaded a year ago turns out it was today cant get source code BECAUSE UR IN BED i want this so i am just gonna leave this tab open

[@grantm.9109]

luke magdalin He has posted it now btw. :)

[@lukemagdalin6169]

Grant M. Thank god

[@diek_yt]

Brilliant commentary dude, and good video, I really enjoyed it

[@thespaceace8164]

I think I'm just going to spend today watching all your videos back-to-back.

[@kugelblitz5229]

I must say, nerual networks are really intriguing. Though I'm not sure abotu where to learn more about them...

[@formdusktilldeath]

There's a youtuber called "3Blue1Brown" who has got a good series for the basics.

[@fleecemaster]

There's a guy called Sentdex who has really good tutorials, in depth but well explained.

[@DJGazItaly]

maybe my new favorite youtube video, ur a genius mate.

[@STR4nG3boy]

Quite nice to see that a bunch of code can learn, evolve and play so freakin good. I hope that somedays this programmes don't do their own thing ^^ (Because neural network ai is used in far more complicated, scientific experiments)

[@thefableparable215]

fusion is just a cheap tatic to make weak snakes stronger *edit: spelling

[@minnarewers3573]

idk heyy fellow su and ut fan

[@thefableparable215]

Minna Rewers heya, always great to meet people from multiple fandoms

[@minnarewers3573]

idk yey

[@patricks8430]

Waiting for the Sauce Code :P

[@NtotheGMC]

same

[@mustardthe2ndkingoffastfoo570]

Open the damn description

[@terraclock]

lol it isn't there

[@arielsproul8811]

yet

[@patricks8430]

call me atone230 "Open the damn description" imgur.com/a/BOuUg

[@TyDie85]

Haha the "why" at the end Is EXACTLY what I said. Amazing how it can get out of crazy sticky situations, but then fail at the most odd times. AMAZING video :)

[@jjvega1998]

You've made ai snake videos entretaining. Respect.

[@oguzkaanaybak]

Why do they all have a name that starts with an "S"

[@confushisushi]

The world may never know...

[@MrHelixGaming]

Because they are Sssssssssssssssssssnakessssssss

[@sesamtoast9431]

Of course it is easy for a computer to play snake, because it can have every single pixel in his eye, without losing his concentration !! You should lower the input Pixel to like 100 or something and let the computer decide wich pixel he want to put a focus on!!!

[@Llorx]

Is not about a computer playing snake well. Is about an AI that learned to play snake by itself, without any logic programmed by a human that already knows how to play snake. Is pretty impressive.

[@sesamtoast9431]

Llorx - GamePlays variados :P Ur right, this is already impressive, I just gave him some ideas :D

[@sesamtoast9431]

Adrian Godoy Oh yes, right Dx

[@benbooth2783]

If you watch some of the other videos, the narrator explains that the AI's can see in 8 directions and can measure the distance to the food, the wall or the snakes own body.

[@cuttheskit7905]

+*SesamToast* If I understand it right, the AI can't see every pixel, it can only see in straight lines along the 8 columns, rows and diagonals from it's head (at least one of which is always filled by a piece of it's body). That's why it freaks out and loses when it starts spiralling. There's a way out, but it just can't see that and so it's basically a 50/50 as to whether it traps itself by going one direction or gets to freedom by going in the other. If it knew where every pixel of it's body was and could plan a route to freedom using that it might be pretty flawless. Given that the AI doesn't actually understand what it's doing (at least at the start), it's pretty impressive that it can do so well.

[@ElicatrothTV]

this was more fun than I expected to watch

[@MrIzzy5466]

I love how you can tell when Steven takes over. He's like "1 million turns in 1 second! GO!"

[@flooreijkelboom1693]

This is best thing I've seen in a long time

[@cursh6898]

Amazing. Seeing the AI change its personality by its movement was awesome. This reminded me of the movie "Split".

[@parkerweech3125]

Awesome videos. I’ll be following!

[@CarlosHernandez-uj8vo]

This is strangely beautiful in a way

[@TheActualSsotyi]

I'm nothing into programing. I'm pretty much just an everyday guy. And man I AM AMAZED what you just did. I have no clue how big achivement is it in the programer community. But for me it's jaw dropping.

[@thecommandblockuser6939]

This video is brilliant. You are so smart. Great job 👍.

[@rage8010]

omg...this is awesome... LOL Please do more!

[@iamseamonkey6688]

think that this channel just popped up out of nowhere at the beginning of 2018 (this year if reading in 2018) and since then has gained 156K subs! IN 6 MONTHS!!! this proves how much people love AI's

[@tazerrtot2095]

right at the end there I was like "why?" and then you said the same thing right after. Made me laugh

[@gallmatr]

I love how it has the momentary "I'm gonna die" flash of white after reach time it gets food.

[@greggydude]

What an excellent video!

[@mazda9624]

8:08 broke my heart. It was doing so well and then just gave up

[@alankusparmakov9330]

Snake: "What is the purpose of my existence?" Creator: "You're a program that exists only to play a simple two dimensional game of eating squares, and I created you for my own entertainment" *snake kills self*

[@ShinoSarna]

The whole 'mind fusion' is so cool, honestly. The idea of several AIs fusing their networks into a single superior one is something straight out of a cyberpunk novel (in fact, it's a plot point both in the original Ghost in the Shell and Neuromancer) - but here it is, in the actual reality. Amazing.

[@ooberholzer]

Dude.... That's amazing!!!!

[@starfirei3356]

Somehow the music fits perfectly with the changing colors, and ended the section on the last run right when the snake died.

[@quitsdrop6995]

I was waiting for this :D

[@sixty502]

I have been subbed since part one I know that's not that long ago but i loved your vids

[@KaletheQuick]

You should do another fusion AI video. This was so awesome!

[@johnsontheguy5177]

Oh, I just found out this was posted on my birthday. Nice

[@alexandrerdnaxela]

Really amzing to see that AI can have sort of personnality and that some are better than other

[@Uveryahi]

I was entranced and then at 2:00 that flippin' sound in the music almost stopped my heart x)

[@cortster12]

"She is also very good at avoiding her own body." Priests would be proud of her.

[@accidentalgencide7492]

Can’t wait for a pt3

[@AllFlimmits]

Nice syncing of the snakes getting the red dots with the beat of the music.

[@erikaadvisser]

Nice! I like this experiment. And also that you publish your code! As a random side effect I now understand why Arduino programs are called sketches :)

[@claytorpedo]

Neat project! Looks fun, I might try something like it.

[@over-analyzing-anime]

cant wait for part 3

[@jayd777]

I love how the music almost matches in tune with the snake's movements! Especially with Skye at 1:41!