Training AI to Play Pokemon with Reinforcement Learning

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  • čas přidán 12. 05. 2024
  • Code:
    github.com/PWhiddy/PokemonRed...
    Discord:
    / discord
    Collaborations, Sponsors:
    See channel email
    Buy me a tuna melt:
    www.buymeacoffee.com/peterwhi...
    Sections:
    0:00 - Intro
    1:20 - How it works
    2:54 - Let the games begin
    4:04 - Exploration, distraction
    5:46 - Level reward
    6:38 - Viridian Forest
    8:06 - A new issue
    8:44 - PC Trauma
    10:10 - Healing
    10:45 - Gym Battle
    12:43 - Route 3
    14:44 - Mt Moon
    15:54 - Map Visualizations
    18:53 - RNG manipulation
    20:07 - First Outro
    20:26 - Technical Intro, Challenges
    21:44 - Simplify
    22:43 - Efficient Iteration
    23:56 - Environment, Reward function
    26:26 - Metrics & Visualization
    27:46 - Future Improvements
    29:24 - Run it yourself
    32:58 - Final Outro
  • Věda a technologie

Komentáře • 8K

  • @deesh6378
    @deesh6378 Před 6 měsíci +5069

    An AI being traumatized by using a pc is the most ironic thing I've heard in a while

    • @mcstrategist
      @mcstrategist Před 5 měsíci +215

      Haven't you seen twitch plays pokemon? PCs are a death sentence!

    • @nimi-nae
      @nimi-nae Před 5 měsíci +48

      I didn't even make that connection 😂

    • @derrickkamphaus8743
      @derrickkamphaus8743 Před 5 měsíci +50

      @@mcstrategistI remember that. People were spamming. To get rid of pokemon. They had to ban people and make rules. That was pretty hilarious though.

    • @derrickkamphaus8743
      @derrickkamphaus8743 Před 5 měsíci +9

      @@nimi-naesame. But yeah that’s pretty funny

    • @Kurayamiblack
      @Kurayamiblack Před 4 měsíci +49

      Sudden excessive punishment against a curiosity traumatizes first time experiencer
      Seems all too legit 😅

  • @markcooper4876
    @markcooper4876 Před 5 měsíci +3653

    I laughed so hard when the AI refused to press the A button when it lost.

    • @MP-lv5vk
      @MP-lv5vk Před 4 měsíci +334

      Stalling to avoid the outcome confirmation. Reminds me of young children, actually. Haha

    • @JohnnyNatrium
      @JohnnyNatrium Před 4 měsíci +32

      @@MP-lv5vk Sometimes the sound of a door slamming because of a gust of wind can remind me of children slamming their hands on a table. There is ZERO connection/homology between anything in the bot produced behavior, and the realm of human motivation or other emotions. It is logically impossible to learn anything about humans from literally everything about this showcase except by observing the actual human who decided to create this mathematical formula of instructions (algorithm) to a low level brute force bot.

    • @kphaxx
      @kphaxx Před 4 měsíci +88

      @@JohnnyNatrium Yeah but it reminds me of children's stubbornness lmao

    • @marcelgonzalez1151
      @marcelgonzalez1151 Před 4 měsíci +51

      Children can be the sorest losers, refusing to keep playing is hilarious 😂

    • @Loliconman
      @Loliconman Před 3 měsíci +46

      The only winning move is not to play.

  • @Toolazytothinkofagoodhandle
    @Toolazytothinkofagoodhandle Před 2 měsíci +188

    I’m so glad you didn’t stop when you said “this sounds like a reasonable stopping point”

  • @cappuccinocappy
    @cappuccinocappy Před měsícem +294

    I dunno why but the clips were all the AIs aimlessly walk around like a colony of small ants is unbelievably adorable to me

    • @sugabopp
      @sugabopp Před měsícem +5

      holy shit ai are the ants. or are ants the ai?

    • @shreyandas4243
      @shreyandas4243 Před 6 dny

      Is this a subtle nod to @SmallAnt ?😂

  • @Hitmonstahp
    @Hitmonstahp Před 7 měsíci +10073

    it was unreasonably adorable when the AI stopped in Pallet Town to enjoy the scenery

    • @azukar8
      @azukar8 Před 7 měsíci +141

      Seconded

    • @AyaxTheDragon
      @AyaxTheDragon Před 7 měsíci +241

      The AI is cute

    • @htspencer9084
      @htspencer9084 Před 7 měsíci +385

      Based AI knows true happiness.

    • @Trashley652
      @Trashley652 Před 7 měsíci +288

      Ok but did you see the little dance after beating the bug catcher on the first try?

    • @kratangg-arang
      @kratangg-arang Před 7 měsíci +111

      Yeessss
      I envision it talking everything in with a solemn smile, knowing that it’s about to leave this quaint town on a grand adventure of trials and learning.
      ‘Just one more moment at the banks of this familiar lake, then I’ll be off…’

  • @butterfish6799
    @butterfish6799 Před 6 měsíci +814

    “The ai is learning how to move, and is just walking around” really explains a lot of my online teammates in first person shooters.

    • @jeffwooten6888
      @jeffwooten6888 Před 5 měsíci +8

      Bots

    • @Johnrick90
      @Johnrick90 Před 5 měsíci +7

      Like my team mates in LoL

    • @hallmark1
      @hallmark1 Před 5 měsíci +1

      Lvl 1 lukes in star wars battlefront 2 hvv

    • @porkhill6665
      @porkhill6665 Před 5 měsíci +9

      Npcs playing npcs 😢😮

    • @IschmarVI
      @IschmarVI Před měsícem +3

      @@jeffwooten6888"bot" sounds so negative. Maybe we should start calling them "reinforcemenrt learners" instead.

  • @brandonbrsndon
    @brandonbrsndon Před 2 měsíci +338

    i love that the AI decided to just hang out and watch the scenery. reminds me of my favorite poem “Stopping by the woods on a snowy evening” by Robert Frost

    • @piciperkuadrik4636
      @piciperkuadrik4636 Před měsícem +3

      Everybody likes Robert Frost

    • @danielserrano929
      @danielserrano929 Před měsícem +3

      I’ve done this many times in my play throughs with Pokémon, it’s actually scary how much the AI “mimics” human behavior.

    • @aceq361
      @aceq361 Před měsícem

      ​@@piciperkuadrik4636not True I actually HATE Robert Frost

    • @TheMysticalmax
      @TheMysticalmax Před 2 dny

      You have good taste. That's a beautiful poem

  • @lateusbetelgeuse
    @lateusbetelgeuse Před 5 měsíci +394

    Since I'm all into both Pokémon and coding, CZcams suggested your video just minutes after you uploaded it. I subscribed after a few minutes watching it, and now I watched it again and noticed you have almost 50k subscribers! With just one video! Please take that as a public, worldwide testament of the effort you have put into this. Thank you so much!

    • @DruggiePlays
      @DruggiePlays Před 2 měsíci +1

      Broke yt 😂

    • @t2g648
      @t2g648 Před měsícem

      If you like Pokemon and AI, you'll love this: czcams.com/video/KWwJDyBH8ig/video.html&ab_channel=Spawnvilley

  • @DolanDarker
    @DolanDarker Před 6 měsíci +4782

    This must've taken an insane amount of time to not only simulate but also edit, really good video, nice work

    • @MoazSalama-ly5jf
      @MoazSalama-ly5jf Před 6 měsíci +32

      Omg Dolan you fucking legend where you been

    • @MrGoodeats
      @MrGoodeats Před 6 měsíci +5

      rN6media does the edits

    • @anouaressanoussi
      @anouaressanoussi Před 6 měsíci +1

      Have you forgotten your password?

    • @Hawk7886
      @Hawk7886 Před 6 měsíci +1

      ​@@anouaressanoussiobviously not

    • @itsOZone
      @itsOZone Před 6 měsíci +2

      ​@@MrGoodeatsyeah most youtubers dont edit their own content anymore

  • @olemew
    @olemew Před 6 měsíci +1661

    That whole traumatic experience with the PC and the Pokecenter was fascinating. Thank you for making this

    • @jeremycontreras6229
      @jeremycontreras6229 Před 5 měsíci +38

      The poor AI aww 😢❤

    • @whirlpoolstudio97
      @whirlpoolstudio97 Před 5 měsíci +29

      It triggered my Twitch Plays Pokemon PTSD

    • @Spooglecraft
      @Spooglecraft Před 5 měsíci +16

      the analogies between human behavior and AI behavior were quite interesting in general, though the trauma sticks out. also kinda makes you think about ourselves, doesn't it? after all, this is ultimately just a statistic algorithm with a simple reward system, but it manages to show some rather lifelike emergent behaviors, which weren't inherently programmed it. then again, pretty much all of life is not that different, the model and algorithm are just much bigger and more granular and complex.

    • @perrowason5096
      @perrowason5096 Před 5 měsíci +10

      Indeed it happened to me when i was young, i didnt know how to withow pkmn bc the storage system was a mess so i didnt use the pc anymore xd

    • @shanemorris3554
      @shanemorris3554 Před 5 měsíci +11

      Reminds me of the trauma triggered whenever Twitch plays pokemon went near the computer after they accidentally released all those pokemon haha!

  • @brandonvolesky9867
    @brandonvolesky9867 Před 4 měsíci +166

    Your findings, implementation, logic, and ANIMATION is incredible. 👏👏

  • @e4e5e2e7
    @e4e5e2e7 Před 3 měsíci +31

    Extremely impressive visualization of the simultaneous iterations. It can be hard to grasp that machine learning is happening in batches of mass parallel attempts, not each progressive scenario after another one by one. Excellent video!

  • @pengwino828
    @pengwino828 Před 7 měsíci +3870

    The ai discovering rng manipulation is mindblowing. I wonder if games in future could use ai to learn tedious or very specific glitches during beta testing.

    • @antoinecharbonneau5108
      @antoinecharbonneau5108 Před 7 měsíci +397

      They already do!

    • @NinjaArmy36
      @NinjaArmy36 Před 7 měsíci +221

      Dude it clicked as he was explaining it "wasn't optimal" but also repeating and I was like "NOOOOOOO!!!"

    • @user-kt6ne3fx6u
      @user-kt6ne3fx6u Před 7 měsíci +14

      Why bother?

    • @veto_5762
      @veto_5762 Před 7 měsíci +232

      @@user-kt6ne3fx6u simple, ai thinks and tries things different to a human, it could discover stuff the devs wouldn't even imagine it was possible

    • @snowolf494
      @snowolf494 Před 7 měsíci +78

      This is an elaborate version of fuzz testing, which is the act of feeding random data to a program to see how it react.

  • @kylehill
    @kylehill Před 7 měsíci +6467

    This was extremely well made. Great job

    • @GameTimeWhy
      @GameTimeWhy Před 7 měsíci +112

      Holy cannoli it's science boi Kyle "Thor" Hill with his locks in the wild.

    • @draaaven157
      @draaaven157 Před 7 měsíci +51

      I see we spend our sunday nights similarly. Lmfao.

    • @buddycal1
      @buddycal1 Před 7 měsíci +41

      This is honestly one of the best endorsements this video could have

    • @BigBaadMark12
      @BigBaadMark12 Před 7 měsíci +27

      I’m certain the algorithm recommended me this video because of your comment

    • @Big_Biba
      @Big_Biba Před 6 měsíci +10

      Its the goat 🐐

  • @willianrocha5475
    @willianrocha5475 Před 2 měsíci +38

    As a Pokemon enthusiast with 4 Pokemon tattoos and a data analyst aspiring to become a data scientist, this project was one of the coolest to watch! I was so fascinated that I decided to replicate the project myself. I encountered some difficulties along the way, but the Discord community was incredibly helpful. Congratulations on the project! 🙌

  • @menerdo
    @menerdo Před 4 měsíci +62

    5 mil on your first video. Great quality, good research and break down. Congrats, can't wait to see what you bring next!

  • @Tommybgoode
    @Tommybgoode Před 7 měsíci +2320

    The AI is cool and all, lots of comments discussing it, but. I just wanna say, the editing is so awesome for a video like these, you don't often see such excellent presentation

    • @Lone.Willow
      @Lone.Willow Před 7 měsíci +63

      I'm honestly baffled by how this was animated. How did you get the scenes with the thousands of character sprites moving about, all overlapping one another?

    • @patrickjones3826
      @patrickjones3826 Před 7 měsíci

      @@Lone.Willow all is revealed at 26:27

    • @scotthuber8536
      @scotthuber8536 Před 7 měsíci +27

      200% this. Not only taking on the entire workload of the project, but taking the time making such an enjoyable and informative visual aid is stellar!

    • @XistenceX1
      @XistenceX1 Před 7 měsíci +14

      ​@@Lone.Willow Yeah that's what's wild, the AI stuff is sick, but the editing to show the iterations had me fucking floored.

    • @maxmuller6730
      @maxmuller6730 Před 7 měsíci +1

      I just thought the same, the presentation is amazing 👏

  • @ArmoredarmadilloX
    @ArmoredarmadilloX Před 7 měsíci +1253

    Honestly the AI becoming traumatized from the PC was heartbreaking. Poor lil guy didnt understand what happened

    • @istumby
      @istumby Před 6 měsíci +225

      My heart dropped when it was revealed he never went back to the Pokémon center afterwards, I felt so bad for the guy.

    • @hunterwylie6969
      @hunterwylie6969 Před 6 měsíci +101

      @@istumbyright? Just imagine how rewarding it would’ve been to gain those total levels back! Probably would’ve broken the reward system, as there’s nothing keeping the AI from depositing the Pokémon just to get rewards for pulling it back out.

    • @Yelonek1986
      @Yelonek1986 Před 6 měsíci

      @@hunterwylie6969 Deposit, withdraw, deposit, withdraw like a junkie.

    • @nousukas
      @nousukas Před 6 měsíci +128

      "The Pokémon center stole my only squirtle!"

    • @kdsavage1991
      @kdsavage1991 Před 6 měsíci +23

      Don't feel bad, they learn as they go!

  • @elrudiiisimo3066
    @elrudiiisimo3066 Před 5 měsíci +354

    I’m not sure if you noticed this or not Peter, but this is historic. In terms of R&D and just human science. Very impressed with this creativity and passion. Cheers 🥂

    • @kaComposer
      @kaComposer Před 3 měsíci +13

      Genuinely blown away by the many high level skills this takes. On top of that, you have an incredible ability to teach high level concepts to a lay audience. Very rare!

    • @PantheraTK
      @PantheraTK Před 14 dny +3

      @@kaComposer Agree. This level of technical ability plus storytelling ability is magnificent.

  • @Distractionn-CG_5945
    @Distractionn-CG_5945 Před 23 dny +2

    This was absolutely amazing, my friend! Please do more of these! I must admit I was disappointed that you didn't do the whole game 😂

  • @timothypickarski5234
    @timothypickarski5234 Před 7 měsíci +805

    Not that I don’t love the videos that just say “I applied an AI to this game and here’s how long it took to finish it” but this video (in addition to its high quality visuals and great script) is so much beyond that.
    Instead of just watching a video on AI, we’re learning about reward implementation, the human condition, curiosity, and more and more. This went above and beyond, I was so rooting for our AI buddy by the end of this lol.

  • @DigitalIndra
    @DigitalIndra Před 7 měsíci +95

    "Just hanging out and admiring the scenery, is more rewarding than exploring the rest of the world." Never have I felt more like a machine learning algorithm than this sentence right here.

    • @harm991
      @harm991 Před 7 měsíci

      The digital world is more rewarding than the real world

    • @ceigey-au
      @ceigey-au Před 6 měsíci

      Very relatable outcome!

    • @counterleo
      @counterleo Před 6 měsíci +3

      Me too, why bother capturing and fighting when you can just chill and enjoy the motion of leaves and waves? Quite poetic

  • @McDonaldsCalifornia
    @McDonaldsCalifornia Před 3 měsíci +13

    Incredibly well made video! I think your resourcefulness and ability to explain things in non-technical terms shows a deep understanding of the topic.
    Plus the storytelling is top notch

  • @Lelouch999
    @Lelouch999 Před 4 měsíci +8

    I’m thoroughly impressed by this video. Rarely someone executes an idea to this level of clarity. Visually it is very easy to understand what’s going on as well. Plus you’re sharing the project with everyone. Keep up the hard work

  • @hornoxthekingslayer8100
    @hornoxthekingslayer8100 Před 6 měsíci +498

    If you ever do have the AI finsih the game, I think it would be really cool if you let the same AI try Pokemon Gold. I think seeing if an AI trained on Gen 1 could play Gen 2 that would be an interesting experiment

    • @zeebo30
      @zeebo30 Před 5 měsíci +25

      Obviously it'd have to relearn how to navigate the map, but it'd probably do well in battles since it already knows how

    • @johnhamilton5431
      @johnhamilton5431 Před 5 měsíci +11

      It wouldn't be able to catch the farfetchd or use cut
      This game would fail too with the hm's

    • @geekygecko1849
      @geekygecko1849 Před 5 měsíci +6

      I'm going to do this as a project for my machine learning class, and I am planning on trying the same algo on Gen 2.

    • @lpsfoxstar8454
      @lpsfoxstar8454 Před 5 měsíci

      do make a video@@geekygecko1849

    • @MizChivVvOzZz
      @MizChivVvOzZz Před 5 měsíci

      ​@@geekygecko1849how can I follow along?

  • @aylakoch4516
    @aylakoch4516 Před 7 měsíci +559

    This was edited and put together so amazingly well. I haven’t even finished yet- I just needed to express my gratitude that you took the time to not only complete this project but edit the process in such a visibly appealing way. Thanks for 33 genuinely enjoyable minutes!

    • @dognigga
      @dognigga Před 7 měsíci

      shit was boring asf, felt like a lecture lol

    • @faith9505
      @faith9505 Před 6 měsíci

      A Happy Way to Live
      The servants who are ready and waiting for his return will be rewarded.
      -Luke 12:37
      All around us we can see fulfilled Bible prophecies, signs indicating that the return of Jesus Christ is drawing near.
      As followers of Christ, we should be watching for Him. We need to be ready to go.
      Jesus, speaking about His return, said, “Be dressed for service and keep your lamps burning, as though you were waiting for your master to return from the wedding feast. . . . The servants who are ready and waiting for his return will be rewarded”
      (Luke 12:35-37)
      Are you ready for His return? To be ready means to be engaged in activities that you wouldn’t be ashamed to be doing if Jesus were to return. It’s a good idea to periodically ask ourselves this question: This place that I am about to go, this thing that I am about to do, would I be embarrassed if I were doing it when Jesus came back?”
      Think about your plans. Is there anything you will be doing today, tonight, or tomorrow that you would be ashamed to do if Christ were to return? If so, then change your plans. You want to be ready for His return.
      Not only should we be ready, but we should anxiously await the return of Christ.
      We used to have a German Shepherd who slept outside the bedroom, leaning against our door. We didn’t let him sleep in our room because he often had nightmares and would wake us up. Every morning when we opened the door, he rolled into the room. Then he’d jump up and start running in circles. He was genuinely happy to see us.
      That is how we should be waiting for Christ’s return. And anything that might prevent us from saying “Come quickly, Lord Jesus” is out of place in our lives.
      In addition to waiting, we should be working. Every now and then, someone predicts that Jesus will return on a specific date. People believe these predictions and start quitting their jobs or divorcing their spouses.
      But that is not what we should be doing as we wait for the return of Christ. Instead, we should be working for Him.
      The Bible says, “Just as the body is dead without breath, so also faith is dead without good works”
      (James 2:26)
      If watching is the evidence of faith, then working is the evidence of faith in action. Watching for the Lord’s return will help us prepare our own lives. But working will ensure that we bring others with us to Heaven.
      The great British preacher C. H. Spurgeon said, “It is a very blessed thing to be on the watch for Christ. . . . You can be poor without murmuring; you can be rich without worldliness; you can be sick without sorrowing; you can be healthy without presumption. If you are always waiting for Christ’s Coming, untold blessings are wrapped up in that glorious hope”
      When you live in the anticipation of Christ’s return, it’s a happy way to live.

  • @dtolud
    @dtolud Před 4 měsíci +11

    everything about this video is extremely well done, even the editing , i think big bro is an actual genius

  • @000glowinthedark000
    @000glowinthedark000 Před 4 měsíci +7

    I can't wait for this project to hopefully continue in the future. This was so well done

  • @eddie7252
    @eddie7252 Před 7 měsíci +228

    I honestly expected this video to be from a youtuber with thousands of subscribers, to see that you only have 60 baffles me, this is an incredibly well-made and well-put together video.

    • @viperific3410
      @viperific3410 Před 7 měsíci +3

      yeah i thought the same, its gone up to 400 now but still nuts

    • @androsp9105
      @androsp9105 Před 7 měsíci +5

      tbf, it's his first video.

    • @viperific3410
      @viperific3410 Před 7 měsíci +5

      @@androsp9105 yeah I only realised that after I left this comment, even more nuts lmao

    • @Station9.75
      @Station9.75 Před 7 měsíci +1

      He’s gained nearly 5,000 in a few days. Very good going.

    • @AwesomeHairo
      @AwesomeHairo Před 7 měsíci

      Misuse of commas.

  • @jdllim
    @jdllim Před 6 měsíci +604

    It's one thing to set all this up, and it's another to visualize and present it in such a coherent and digestible way. You did both so well! Hope to see more content from you in the future

  • @telprydain1
    @telprydain1 Před 3 měsíci +2

    Such an amazing first video - can't wait to see what you do next.

  • @songofalchemy
    @songofalchemy Před 4 měsíci +3

    Insanely well made video, rare that I want to go out of my way to share videos with people but this is really impressive. Lots of extra "human lessons" in here that you glossed over, like the Pokémon Center trauma for example. Super good man

  • @fartmicrowave
    @fartmicrowave Před 7 měsíci +327

    I'm so glad the CZcams algorithm decided to recommend your video and I clicked on it. It's a fascinating thing to watch the process and journey that the AI goes through, while the presentation of the whole video is equally fantastic. Great video, you all deserve a round of applause for the effort and quality put into this whole project.

  • @turingtestingmypatience
    @turingtestingmypatience Před 7 měsíci +229

    watching the little reds go round like an ant colony brings me so much joy and i don't know why. look at them all exploring. learning. discovering the world. lil guys. thank you for spending at least 1000USD and several hours putting this together just for me to uncontrollably laugh at the reds for 20 minutes
    ..with that out of the way, fantastic video. incredibly readable visuals and clear voiceover, awesome topic, understandable for several levels of previous knowledge. can see this hitting the high hundred thousands.

    • @raula6533
      @raula6533 Před 7 měsíci +3

      I was looking for this comment because I thought the same!!! It was like watching ants!! Just amazing!! This video exploded my mind... Imagine a Pokemon game were you can compete against a real "rival" (blue) in real time just to see who wins the league first... And every run the rival gets different pokemons with different moves... This guy is just insane, this is like a Pandora box!!!! New sub for sure!!!! And thank you for this video Peter!!!!!

  • @user-io6ww9uv7e
    @user-io6ww9uv7e Před 3 měsíci +3

    This might be the coolest video of AI playing a video game I've ever seen. I love all the fascinating emergent behaviours (especially the RNG manipulation), as well as the analogies you draw to humans. I also love that you presented the technical explanations in a way that allowed me understand almost everything without any programming knowledge, just a decent understanding of AI. Genuinely amazing job, I hope to see more like this in the future! :)

  • @kboss1998
    @kboss1998 Před 2 měsíci +1

    This is a masterpiece! I really respect you that made all of these including video editing. What a talent!

  • @steven-mz3jf
    @steven-mz3jf Před 6 měsíci +277

    Seeing high effort videos like these from relatively low sub channels always surprises me. Definitely deserves more recognition/subs.

    • @napoleonbonerfarte6739
      @napoleonbonerfarte6739 Před 6 měsíci +5

      It's the only video on bro's account lmfao wdym

    • @RandyGBH
      @RandyGBH Před 6 měsíci

      @@napoleonbonerfarte6739lol was about to write this too

    • @abhishekkoundal584
      @abhishekkoundal584 Před 6 měsíci +2

      Good things take time

    • @absolutelyfookinnobody2843
      @absolutelyfookinnobody2843 Před 6 měsíci

      And people who over react to low sub channels being high quality doesn't surprise me. Lots and lots of dumdums out there

  • @MichaelCrecker
    @MichaelCrecker Před 6 měsíci +354

    The AI naming Squirtle “AAAAAAAAAA” killed me! 😂Thanks, amazing content.

    • @RevanBC
      @RevanBC Před 6 měsíci +17

      AI picked the Squirtle in Pokemon Red lol what a contrarian

    • @Tropictopic69
      @Tropictopic69 Před 6 měsíci +3

      i was hoping someone else had mentioned this

    • @Tyler-qh7bf
      @Tyler-qh7bf Před 6 měsíci +3

      @@RevanBC that was its only option...

    • @RevanBC
      @RevanBC Před 6 měsíci

      @@Tyler-qh7bf
      No you can pick 2 other pokemon! idiot.

    • @sergeantjoe6802
      @sergeantjoe6802 Před 6 měsíci +4

      Pigeoto was ‐-----------

  • @Prince_Oli
    @Prince_Oli Před 3 měsíci +2

    I cannot believe i am actually watching this intently. Its so fascinating! And how you apply the AIs experiences with that of a human's experience in the real world is exceptionally well done. Good job mate!

  • @ryplecuk767
    @ryplecuk767 Před 3 měsíci +2

    Trainer: Dude, cmon! you lost! go away!.
    Red: No, i didn't.

  • @jondebeer6863
    @jondebeer6863 Před 7 měsíci +282

    As a physicist i appreciate those visualizations. This is truly remarkable content.

    • @aurelia8028
      @aurelia8028 Před 7 měsíci

      wtf does you being a physicist have to do with anything? guess you just wanted attention.

  • @dead0barbie
    @dead0barbie Před 2 měsíci +1

    superb video, text and learning, good job!
    Also, on the relatableness of experience, occurrences and patterns, there's memetic we use now more than ever to render perceptible the archetypal moment in videogames where a point of inflection occurs and hold a certain humour that we choose to transmit via memes later on.

  • @ToGham21
    @ToGham21 Před 5 měsíci

    It's a very qualitative video
    All the screens view and different IA moving make it very pleasant to watch! Thanks

  • @BlackScytheLP
    @BlackScytheLP Před 7 měsíci +1059

    Haven't even finished the video yet, but I want this to pop off in the Algorythm, this video had tons of efforts put into it, and deserves to get out there.

    • @Neo_Data
      @Neo_Data Před 7 měsíci +31

      I've got some good news for you, that's how I found this video

    • @esotericraime1441
      @esotericraime1441 Před 7 měsíci +14

      The algorithm brought me here

    • @auraonline9073
      @auraonline9073 Před 7 měsíci +4

      Guess I'll throw on a comment too then. This is great!

    • @pionaiz
      @pionaiz Před 7 měsíci +2

      yesss this was so cool

    • @aaronhpa
      @aaronhpa Před 7 měsíci +1

      Thanks then

  • @SplishySploshy
    @SplishySploshy Před 7 měsíci +264

    As a psych prof I'm always trying to think of different ways to explain certain concepts and give relatable examples, and this one is perfect!

    • @MasteringSilence
      @MasteringSilence Před 7 měsíci

      They tell me I’m crazy here 🤪

    • @norabarlow17
      @norabarlow17 Před 7 měsíci +5

      ​@@MasteringSilenceCrazy? I was crazy once

    • @MasteringSilence
      @MasteringSilence Před 7 měsíci

      @@norabarlow17 you only lose your mind once… They put me in a rubber room with rubber rats…

    • @knockout8157
      @knockout8157 Před 7 měsíci +5

      @@norabarlow17they locked me in a room. A rubber room with rats.

    • @charpool169
      @charpool169 Před 7 měsíci +2

      As a psych professor can you explain the appeal to these people repeating the copy paste comments?
      Also just to be clear I'm also asking out of genuine curiosity if there may be psychological reasons past the basic wanting to be a part of something, and not just trying to hate on them or anything ✌

  • @mateuscrevelin3394
    @mateuscrevelin3394 Před 4 měsíci

    First and only video of the channel and it already is a banger like this... Great work there amigo.
    Btw. I really appreciate you leaving the project opensource. I hope I can improve it in some way in my own experiments...

  • @blindcatdonovan229
    @blindcatdonovan229 Před 5 měsíci +8

    That reinforcement training for AI is technically the same as pure clicker training (positive reinforcement) for animals, where you have to train them by only rewarding tiny steps torwards the goal. Anyone being advanced in that field would be a great choice to give ideas for how to train those AIs

    • @MrCmon113
      @MrCmon113 Před 3 měsíci +1

      I think that's more like curriculum learning. In the purest form of reinforcement learning you don't encode your knowledge on how to solve a problem in the reward function.

  • @BryceHuston
    @BryceHuston Před 6 měsíci +509

    They told me my Pokémon phase would pass. Little did they know, it was just evolving into an AI obsession!

    • @sanjaywilson8232
      @sanjaywilson8232 Před 5 měsíci +18

      Pokémaniac Bryce Huston wants to battle!

    • @ashashii911
      @ashashii911 Před 5 měsíci +6

      ​@@sanjaywilson8232LMAO!

    • @30303Steve
      @30303Steve Před 4 měsíci +3

      *Pokemon Trainer Battle Theme starts playing*

    • @821aq
      @821aq Před 4 měsíci

      Edit : Go Lucario !
      Fight Pokemon
      Bag Run away

  • @LPcrazy_88
    @LPcrazy_88 Před 7 měsíci +373

    Holy crap this is your very first YT video? I can't wait to see what you cook up if you continue to create! Outstanding work!

    • @clickpwn
      @clickpwn Před 6 měsíci +34

      Tbh I didn’t know youtube algorithm allowed channel with 1 video to pop off like this. Over 1 million views in 7 days?? If this video was posted in a sizable channel, it might have been even 10 times more.

    • @bilibangbang
      @bilibangbang Před 6 měsíci +2

      he paid for the view XD@@clickpwn

    • @sarkhaaan
      @sarkhaaan Před 6 měsíci

      @@bilibangbanghow you know that?

    • @stonybaboon
      @stonybaboon Před 6 měsíci

      It gets better when u go into the git-hub project and find out that he has been working on this for the last 2 years...

    • @blake..-
      @blake..- Před 6 měsíci

      @@bilibangbangmald

  • @DNAngelOtaku
    @DNAngelOtaku Před 2 měsíci +27

    how many grew a gambling addiction trying to win an eevee?

    • @livingdamen4363
      @livingdamen4363 Před měsícem +5

      No one since you get it for free as a gift in one of the rooftops lol 😂

    • @looppooper2306
      @looppooper2306 Před 5 dny

      ​@@livingdamen4363 Still six, gambling addiction doesn't work logical 😢

  • @yusukeurameshi500
    @yusukeurameshi500 Před 3 měsíci

    We need more! this was so fascinating, informative and entertaining.
    I hope your able to make an ai finish the game one day, it would make for one hell of a video!
    Thank you!!

  • @joshuasims5421
    @joshuasims5421 Před 7 měsíci +305

    That was incredible! I’ve always wondered if this was possible, I’m blown away by what the AI was able to learn! The visualizations and presentation were excellent, I hope this video reaches a wide audience!

  • @RageAgainstTheTards
    @RageAgainstTheTards Před 7 měsíci +93

    This was awesome, I'd love to see a full series of the AI completing the game.

    • @user-pv4cw3du2p
      @user-pv4cw3du2p Před 7 měsíci +3

      Yes!!

    • @tsunalein
      @tsunalein Před 7 měsíci

      downloaded it and train the ai more

    • @cassidy8307
      @cassidy8307 Před 6 měsíci

      And then i'd like to see it completing the game as fast as possible. An AI speedrun competition: winner gets 100,000 arbitrary points

  • @zxuiji
    @zxuiji Před 4 měsíci +11

    12:34, You coulda just added a reward for "foe damaged" and directly added the damage dealt as a reward, this would've encouraged it to try other moves the moment it sees that reward occur via any battle. Could've also added a penalty for move depletion, with bigger losses for the more expensive moves, encouraging it to balance move usage.

    • @HieronymousLex
      @HieronymousLex Před 3 měsíci +4

      I’m guessing the first suggestion would make the AI just stay and constantly battle Pokemon in the first area

    • @zxuiji
      @zxuiji Před 3 měsíci

      @@HieronymousLex Hadn't thought of that, but yeah I guess the penalty for move depletion would deal with that by accident

    • @SpecialJess2
      @SpecialJess2 Před 2 měsíci

      ​​​@@HieronymousLexif in New tile give points for super effective 30s cooldown after battle

  • @ideannassiri9672
    @ideannassiri9672 Před 2 měsíci +4

    this man releases a single video in his career and makes the front page, keep the sick vids coming clearly a big name in the making dude you got this

    • @dala555
      @dala555 Před 2 měsíci +1

      1 video, 55k subs, 5.7M views. This is historic

  • @JoaoMorais-ee1oq
    @JoaoMorais-ee1oq Před 7 měsíci +229

    Everything about this was amazing, the computational approach, the video edit, the tone, the explanations and the real life parallels. Beautiful work!

  • @Solsumi
    @Solsumi Před 7 měsíci +119

    Dropping a comment to help the algorithm. This video honestly deserves millions of views. I love the part where the AI learned to RNG manip to catch a Rattata. It's one of those moments that's unexpected at first but when you go back and look at it it's like, "oh, of course it would react like that!" Moments like those are why I love AI learning videos like this.

  • @QoStoOds
    @QoStoOds Před 4 měsíci +2

    Breaking down some really cool tech for the layman just earned you another sub! Great video mate 👍

  • @NaudVanDalen
    @NaudVanDalen Před 5 měsíci +2

    This video is amazing! The AI part must have taken hundreds of hours or even over 1000 and the editing must have taken dozens of hours. Almost 5 million views and 50k subscribers in 2 months is a lot and well deserved.

  • @Hateburn
    @Hateburn Před 7 měsíci +97

    I remember back when there were 1 or 2 reinforcement learning videos on YT.
    Now we get all sorts.
    But this one...this one is special. The production value here is excellent.
    Thanks for all of your hard work.

  • @chrispyvolterra
    @chrispyvolterra Před 6 měsíci +84

    This is their first CZcams Upload, it’s crazy to me how much work, effort and money went into its production without having built an audience on an already successful channel before. Mad props to you Peter.

    • @chrispyvolterra
      @chrispyvolterra Před 6 měsíci +5

      I am looking forward to see what else you will create.

    • @notavailable947
      @notavailable947 Před 6 měsíci

      He is an employee of Amazon Headquarters in Seattle 👏🏽👌🏽 He is smart af

  • @pumpkinkingbones
    @pumpkinkingbones Před 2 měsíci

    As much as I love everything in your video and the time/thought you put into it, I’m also glad you got a large amount of views and subscribers. Something with this much effort deserves appreciation no matter how small or large a channel is. The fact this is your first video for this channel inspires me a lot to continue editing my own videos, despite the time it takes to get it done. I hope to follow your journey as you come out with more videos like this, keep it up!

  • @bronzebond4869
    @bronzebond4869 Před 29 dny +1

    I’ve got no idea who you are but i can say how proud i am that someone tried this and had the patience to gather such interesting, noteworthy and valuable insights. Great work fam. Awesome explanations as well

  • @dralinkushinen
    @dralinkushinen Před 7 měsíci +285

    Just 10 minutes in, and it has already gotten so damn interesting! The behaviors, the systems, the events, the unexpected but explainable scenarios, the AI literally experiencing something comparable to trauma? I want to see more!

    • @kaelthunderhoof5619
      @kaelthunderhoof5619 Před 7 měsíci +3

      The Red swarm wasn't enough?

    • @kaio0777
      @kaio0777 Před 7 měsíci

      me too sad when he stop at moon mt.

    • @Elintasokas
      @Elintasokas Před 7 měsíci

      The AI doesn't experience anything because it's not a conscious entity. It experiences as much as Microsoft Word when you open it.

    • @alexb8926
      @alexb8926 Před 7 měsíci

      @@Elintasokas😅😂😂

    • @JamanWerSonst
      @JamanWerSonst Před 6 měsíci

      @@Elintasokas Based on my PCs heavy breathing when I open Word I assume its orgasming.

  • @trbremm
    @trbremm Před 6 měsíci +303

    I really like how grounded and transparent your breakdown of the AI capabilities and limitations is, it shows it as a tool and not as a magical solve-all-problems strategy. Also, what a masterful storyteller and explainer you are. This video is very well paced and laid out, congrats!

    • @SSGoatanks
      @SSGoatanks Před 6 měsíci +2

      Yes it's limited but imagine what it could become in a few more years 🤖

  • @Liquid_Joe
    @Liquid_Joe Před 3 měsíci

    Very impressive. I'm looking forward to any future content you upload

  • @freshcupofjoel3000
    @freshcupofjoel3000 Před 23 dny +1

    More more more! What an outstanding first video! Can't wait for more from you!

  • @matteoemanuele-gi4jk
    @matteoemanuele-gi4jk Před 6 měsíci +881

    Fellas, I'm an AI engineer, with a short background in Reinforcement Learning for a period I interacted with Sony for a job.
    I need you to understand the MAGNITUDE of these results. It's an insane work, and I'm sad that probably only a few might understand the sheer amount of skill require to do this.
    Insane job man, you are a goat

    • @dkm9090
      @dkm9090 Před 6 měsíci +31

      This is no understatement . This takes a level of focus and problem solving that is just not normal. Savage!

    • @bricegardner7815
      @bricegardner7815 Před 6 měsíci +30

      I’m not even an engineer, and my jaw is on the ground.
      I genuinely would love to learn how to become a part of this world. I wish there were more people in my circle with hobbies and fascinations like this.
      I used to help write xml codes for world of Warcraft bots when I was a kid. Now laying in bed with an alarm set for five hours from now. I’ve got a sales job… is 33 years old too old to learn how to work in this scene?
      This video drips with knowledge, and a wisdom and understanding of something that I have no idea how to even begin to approach.
      Kudos!!

    • @alr9447
      @alr9447 Před 6 měsíci +11

      I wouldnt say those results are impressive theory wise ? The impressiveness of the work comes from a technical point of view, how great he managed to link the RL model with the game and the fine-tuning he put in it. By the way, AI engineer doesnt really mean anything, what is your job title ? Out of curiosity

    • @harshrajjadhav940
      @harshrajjadhav940 Před 6 měsíci +8

      ​@bricegardner7815 no age is too high. With enough determination and curiosity you can definitely pivot. Look into videos explaining the skills required to get a job in game development/ AI.

    • @matteoemanuele-gi4jk
      @matteoemanuele-gi4jk Před 6 měsíci +17

      @@alr9447 I am officially a data scientist, but within the team I'm the guy responsible of the training of the ML models, therefore I make this distinction because nowadays "data scientist" is too broad. In most big tech companies, AI engineer is a common notation to distinguish between the data science folks

  • @SevereMalfunction7
    @SevereMalfunction7 Před 6 měsíci +44

    this is honestly worthy of an entire course's final project at the graduate level. Thank you for making this freely available!

    • @warmcat
      @warmcat Před 6 měsíci +2

      Isn’t it just! I’m currently half way through my final project for my MSc, with a relatively shit regression model predicting energy usage. 😂

  • @AnAfinityForKarma
    @AnAfinityForKarma Před 2 měsíci

    This was so much fun to watch, and I have no idea how it works - that’s all you buddy, fantastic quality of video. Really looking forward to seeing an AI speedrun in this format if it’s even possible 😊

  • @MrRaveHaven
    @MrRaveHaven Před 3 měsíci

    Amazing model organization and execution, amazing post production, amazing communication of novel and or complex concepts in a way everyone can understand. Well done and well worth the multi million likes you’ve gotten

  • @flicmylich
    @flicmylich Před 7 měsíci +415

    Bro honestly this is CZcams video of the year. How spectacularly you presented this information in such a clear and entertaining way that is honestly on the level of professional science productions like Cosmos. Absolutely colossal performance man. I wouldn’t be surprised if you had an entire production team.

    • @peterwhidden
      @peterwhidden  Před 6 měsíci +44

      thank you for the kind words :)
      no production team, but my friend @torinblankensmith made the thumbnail

    • @lovol2
      @lovol2 Před 6 měsíci +2

      I second this. I'm super interested in the content, but at the same time I'm like.... However did he make this look so good.

    • @glupshitto1977
      @glupshitto1977 Před 6 měsíci +4

      It’s not that deep dude holy shit

    • @Tom-yg7mi
      @Tom-yg7mi Před 6 měsíci +16

      @@glupshitto1977 its deep.. learning.

    • @Fissan_Poulsen
      @Fissan_Poulsen Před 6 měsíci

      @@Tom-yg7mi get out

  • @henriquemagalhaessoares8739
    @henriquemagalhaessoares8739 Před 7 měsíci +257

    This was an amazing project and explanation. You should submit this to The Journal of Geek Studies if you don't have a publication lined up already.

    • @seveneyes77
      @seveneyes77 Před 7 měsíci +1

      Wah is that a thing?

    • @henriquemagalhaessoares8739
      @henriquemagalhaessoares8739 Před 7 měsíci

      @@seveneyes77 Yep! They are an online publication that uses geek culture as a way to popularize science. They had a bunch of articles from the biology if final fantasy monsters to the effectiveness of super man disguise.

  • @woodybutler
    @woodybutler Před 4 měsíci +2

    The fact you walk through running everything for everyone else is so generous. Thanks!

  • @Sound_Tech
    @Sound_Tech Před 3 měsíci +3

    Dayum, 5m views on your only video. Incredibly well made, thanks.
    Your observation that the game's audio, graphics, and logic is stored in less than a MB doesn't surprise me. I once saw a video essay about how our modern wealth of processing power and storage has lead to increasingly suboptimal design, we don't have the benefits of having to work within restrictions to make games, applications, etc in as optimized, condensed form.

    • @gbodybala9295
      @gbodybala9295 Před 3 měsíci +1

      Never thought about it like that. Do you think that's why games are so unoptimized when first released, and even if they stay unoptimized later in the game's lifespan?

  • @cashmoneybanks8442
    @cashmoneybanks8442 Před 6 měsíci +352

    Did you edit this yourself? Not only is the content amazing, but I'm blown away by how well this was all put together and demonstrated. If this is really your first video that's seriously impressive

    • @caderlocke8869
      @caderlocke8869 Před 6 měsíci +22

      My first thought when it panned out. Like who tf is this guy lol

    • @MrGoodeats
      @MrGoodeats Před 6 měsíci

      He used JRGMediaYT for the edits

    • @rtm3530
      @rtm3530 Před 6 měsíci +9

      He probably asked an AI to edit it 😅

  • @mischavandenburg
    @mischavandenburg Před 6 měsíci +131

    “Just hanging out and admiring the scenery is more rewarding than exploring the world”
    Amazing work Peter! I look forward to see how this will progress

  • @jonathanlunger2775
    @jonathanlunger2775 Před 3 měsíci

    I love this video, idk what you have planned for the future of this channel, but I can't wait to see it!

  • @TailsMiles249
    @TailsMiles249 Před 6 měsíci +183

    The amount of work you've put into this is so incredible. All of the self recording of _all_ of the AI iterations meant time spent (never wasted) for the sake of a single video. From the editing you've shown down to the research of how the human psyche works, this is beyond something I would even think to produce. You will go far in your endeavors.

    • @MageMinionsOP
      @MageMinionsOP Před 6 měsíci +4

      This guy's first video and it's about using ai, so CZcams AI said "I gochu"

  • @3ountyhunter
    @3ountyhunter Před 7 měsíci +39

    Is this really your first video?! This is incredibly well done. So glad YT has recognized that your content is deserving of being pushed algorithmically.

  • @carterkal2918
    @carterkal2918 Před 2 měsíci +3

    Clicked on this for pokemon, stayed for a philosophy lesson

  • @anxia-tea5846
    @anxia-tea5846 Před 5 měsíci +22

    it’s really crazy how much of human psychology can be compared to AI behaviors

    • @trashyturtle1666
      @trashyturtle1666 Před 3 měsíci

      Or how it’s behavior might exist because of its creator

  • @headyshotta5777
    @headyshotta5777 Před 6 měsíci +94

    this video is mindblowing. I have absolutely no clue how you collected and translated all this data into such cool visualizations, but i am in awe. this is so cool. thank you so much for making it!

  • @rainwatervideography4546
    @rainwatervideography4546 Před 7 měsíci +117

    This video was done incredibly! A perfect demo of and comparison to deep learning. A well earned follow. The dedication, creativity, and in depth descriptions are beyond impressive for this being the first video on this channel. Keep at it! I'll be looking forward to what ever you produce next!

  • @SelfSimilarJosh
    @SelfSimilarJosh Před 4 měsíci

    Phenomenal video with wonderful visualizations, great practical comparisons, and great educational content. No doubt, you've inspired many people to learn more about AI.

  • @elizabethburns-gundel1052
    @elizabethburns-gundel1052 Před 5 měsíci +1

    I love how you equated the AI actions with human actions. This was fascinating. Great editing work.

  • @BernardoMachado
    @BernardoMachado Před 6 měsíci +271

    This is one of the best implementation and visualization videos on the subject I've ever seen. Amazing work!

  • @SpaghettiRoad
    @SpaghettiRoad Před 7 měsíci +107

    This is the coolest video I have ever seen! You did beautiful job visualising all the games being played simultaneously.

  • @Spuddy987
    @Spuddy987 Před 2 měsíci

    This is cool. I’ve seen plenty of these ai videos on different games but this one has gone the most in depth to the technical side of it. I am very interested in learning more now

  • @jaredezz
    @jaredezz Před 2 měsíci +1

    The technical expertise that went into this is astounding. As a lifelong pokénerd and career software engineer, I applaud you for capturing my attention with such a captivating topic and experiment. But as just a person, I thank you for relating it back to the human condition.
    Realizing that we get distracted by false or incorrectly calibrated reward systems gives us awareness, the first step in the right direction toward pursuing real, meaningful value out of life. I would love to hear more of this from your obviously talented and insightful, inspirational mind.

  • @thermonuclearwarhead
    @thermonuclearwarhead Před 6 měsíci +278

    The accidental traumatic depositing of Pokémon in the center is rather hilarious, and the Magikarp/fast food analogy is beautiful. Picking left is an ancient gaming trick, not surprised AI picked it up/that we make games that reward it. And lastly the short-term memory bit seems to me a great idea to solve this (and also, accidentally, rather human :P).

    • @counterleo
      @counterleo Před 6 měsíci +8

      I was feeling sad for the AI who must have thought it accidentally killed its Pokémon 🥲😂

    • @lesbo37
      @lesbo37 Před 6 měsíci +4

      The only flaw in the fast food analogy is we'd need to learn that in the future eating fast food will make you live longer (or something else awesome) given what Magikarp evolves into!

    • @teenslayer
      @teenslayer Před 6 měsíci +1

      i thought the traumatic experience was super interesting too and funny lol

  • @memetech-
    @memetech- Před 7 měsíci +8

    "ooh, what's this place?"
    "deposit Pokemon?"
    "AAAAAAHHHHHHH"
    *never returns*

  • @user-es8dp4xf2e
    @user-es8dp4xf2e Před 2 měsíci

    An awesome video my dude! Had a great time watching it. The editing is top notch as well as the overall presentation. Thank you! Keep making great videos:))

  • @aaronsmith4113
    @aaronsmith4113 Před 2 měsíci +1

    incredible video editing and above all research. well done :D

  • @benjones8779
    @benjones8779 Před 6 měsíci +671

    Not sure if its been said already, but, I would love to see them beat the game. Then we can see what levels they got to and what they thought was the best pokemon to have for the elite 4. Would be interesting.

    • @Asidders
      @Asidders Před 6 měsíci +25

      Charizard with Slash, easy

    • @teracraged320
      @teracraged320 Před 6 měsíci +33

      This will took a looooott of time and video preparation edit etc. But I agree would be awesome

    • @Mcobange
      @Mcobange Před 6 měsíci +30

      i really doubt if the AI can solve the Stone Moving "Puzzles" inside the IceCave and VictoryRoad thou.
      Can it even be teached to learn and use the VMs?
      but id love to see it :D

    • @davidfl4
      @davidfl4 Před 6 měsíci +21

      I think it would be hard to program the rewards to get them through the specific obstacles tho like using cut in certain places etc

    • @stephenh9483
      @stephenh9483 Před 6 měsíci +2

      Yeah they would shatter Wersters Speedrun World Record!

  • @Fire_AJ_
    @Fire_AJ_ Před 3 měsíci

    This was really amazing and fun to watch! Immense amount of respect for the hard work you put in!!

  • @Selxis
    @Selxis Před 3 měsíci +2

    As a physician working in the field of pathology one of my main tasks is digital microscopy, aka working with medical imaging. AI and machine learning is a huge emerging discipline in our field. This video was very informative as well as entertaining. Thank you. You definitely earned a like and sub from me.
    Also, as a side note, I couldn't help but associate some of your observations in machine learning with human evolution as a concept. Definitely interesting stuff.

  • @jay.c2097
    @jay.c2097 Před 7 měsíci +122

    Can’t believe this is your first video. This was so entertaining to watch and the editing leaves me wondering how much time it took you. Hope you put out more videos like this and I’d love to see a full AI playthrough at some point!

    • @Deusregere
      @Deusregere Před 7 měsíci +5

      I was kinda disappointed that it didn’t conclude with the AI defeating the Elite 4 😢

  • @theopiumden1551
    @theopiumden1551 Před 6 měsíci +47

    This is one of the most fascinating things I’ve ever seen. You deserve (1) reinforcement point in the form of an award. 🤙

  • @gigabytemon
    @gigabytemon Před 4 dny +3

    Peter: *starts to train an AI to play Pokemon*
    Magikarp Seller: "It's time to become a multi-millionaire."