@aiwarehouse

Thank you so much for watching!!! This video took SO long to make, if you want to learn more about how the AI works, keep reading!:)

Also, Tyler on our team spent a TON of time making an awesome AI Warehouse Maze game you can download for free on our discord! Link: discord.gg/qDRtuFe5gp

Mazes can be really tricky for AI because of the nature of the rewards. Albert learns via reinforcement learning, meaning he’ll make an attempt, we reward/punish him depending on how good/bad he performs, and he makes small changes to his brain over time to try to get as much reward as possible. The reason mazes can be so tricky is because the only time you can really give the agent a reward is when they beat the maze, so they have to randomly beat the maze in order to get the reward, rather than the normal small improvements over time. To try to get around this we rewarded Albert for exploring tiles, so Albert’s goal is really to explore as much as possible, and by doing that he eventually stumbles to the exit.

Even with rewarding the AI for exploring, mazes are notoriously difficult for AI to complete which is why the final behaviour took so long to train and never ended up being smooth! For example, I have no idea why Albert turned around at the end of it ahaha, my only thinking is that during training he could have learned to procrastinate hitting the button in order to maximize how many tiles he explores, but there’s also a chance it was simply random.

A BIG thank you to everyone who made the fanart included in the video, thank you so much!!:D echotecho, lrenrut, indigofexi, clopans, chimbrodapro, ibogdanmihai420243, kaeii_128, nltj, sparkygamez3, umii.eru_, glutenfreecactus, jaronamoetophat, lub_riot, themindbreaker, zooycuddle, midwestaphobic, usrtheusr, mugeriego, hector31459, sockssss05, victornolan, jakep2024, josh_delightful, f8kir, soys3bastian, h.oopity, lehuy3760, asdfzxcp, _ws09, pactakt, saturn0286, africc, thecerealmaster, bardofstives, _audrey0626_., bioinvasion, b3lla, cuitin, frostiethehunter, supernova15, phoenixemp123_yt, blurryfqce, gradiential, nelilol

Thank you SO MUCH for watching, I hope you enjoyed the video and I hope you enjoy the free demo game:D

@PaintTheWorld911

Albert went back to save a Kai despite Kai trying to kill him, true forgiveness.

@Jcarby24

The way he almost straight up targets the glass countdown almost immediately makes my day.

@oddlyoaktree

I love that at the end Albert went back to save his friend Kai from the maze too.

@DavinAteTheTV

It's  crazy how much this channel has improved with only one video. They made the video more visually appealing, it only took less than two months to make, and they converted the training environment to a video game. It was a great idea for them to hire more people.

@why9909

I appreciate the tracing in Albert's paths and stating how long it took to train Albert
And the mazes moving in was really cool! 
As always, the music is very nice

@MoonGlow22

9:34 Kai avoids touching to the Albert and 10:01 Albert turns back to save Kai. I guess the ai decided to work together secretly when you werent watching and now they are planning to take revenge from you for putting them in death games. Good luck AI Warehouse, we will see if you can escape

@iateseventeenfriesatonce

the narrator’s use of “investors” is actually so interesting in terms of potential lore

@MrDj232

I love the little character moments of Albert smashing displays when he comes across them and spinning in circles after clearing the first trap.

@FlashOfAsh

7:22 Programmer confused why AI he trained to be scared of exploring is infact scared of exploring, more at 9

@RuiNDieM1988

My guy when AI becomes self aware your house is going to get hit with every nuke from every country and you will know that Albert got his revenge lol

@ChocyAddict

Albert is the best he even saved Kai at the end

@adora_was_taken

new AI warehouse lore just dropped. albert's being tortured in a post-apocalyptic world

@Zora_TheSideCharacter

This channel is slowly evolving to portal in reverse

@ManlmDead

I see albert is trying to escape a maze!
Though the lack of red paint is crazy
Please add a trail of red paint,
Its all i ask, just a splatter or line of ted paint somewhere..
Thanks!

@matanimatesstuff2820

Albert at the end might've been scared of getting trapped agian. ... And I cant blame him, he's probably very traumatized behind those two clueless eyes.

@ArkThePieKing

I LOVE the new path trails, seeing where albert moves between iterations is wonderful

@ZoidbergTheLobster

7:09 albert SPREAD

@BlazingDanger

"repeatedly burning in lava is a great way to learn!"
-schools

@nothingman7163

The passive aggressiveness of having 27 arrows pointing to the exit is crazy. Poor albert