George Hotz | Programming | Fun with MuZero and MCTS on a lovely Sunday | CartPole | DeepMind AI

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George Hotz | Programming | Fun with MuZero and MCTS on a lovely Sunday | CartPole | DeepMind AI

sl0wp0ke_lu: <3 leDryPotato: PogChamp sl0wp0ke_lu: Whats up? tex01: Hi capjackm: Yo Bitcoin__: Bitcoin__ subscribed at Tier 1. They've subscribed for 14 months! Sylfine_Unreal: hi Santiago_LHC: YO K0enich: good morning eldac_kno: wasssup mikaeeeeel: Heyhey Mig1939: hey George! DaMiniBeast: hiii malana_cream: yo! 就很棒: :) calebsuhy: hai george Ne0Zer0: HeyGuys furure_jedi: are you buying bitcoins ? Deno_____: George I have a book recommendation for you: kalam cosmological arguments by mohammed hijab ricardosmf: suuuup TheSkapegoat: hi from Australia sl0wp0ke_lu: Yooo boosteraftermath: Hello Santiago_LHC: Morning George unluckychickenn: squadL jonathan_haeberle: Hey! boosteraftermath: Hello from India soldierheadsmite: morning InfiniteReddit: hi from aus tex01: hello DaMiniBeast: hi George nasko0op: hi anthonykwan: Night ! from Hong Kong ~~ mikaeeeeel: Do we hack the servers of the who today? 😄 adam_xxd: hi siriusblack189: hello from india axlebear: HeyGuys HeyGuys ogrockefeller: Dad! Santiago_LHC: I saw it easysleeep: hey George. Where in SD did you move? I grew up in North County, Del Mar ogrockefeller: Father Hotz! Santiago_LHC: I might submit one danilosh45: Hi doc aayaanamir: hello from Pakistan joseanavarrom: What are we doing today?? c0sm3s: hey yoo dawae_shw: hey cheers from Spain detroitwiller: Germany wie gehts Mig1939: george what do you think of YOLO? ogrockefeller: Hacking session in full effect tex01: hello generated_human: Hi from Russia mikaeeeeel: Gut gut balloonpopa: Hi, I caught a live stream Santiago_LHC: Nooooo, we love this apartment kornez: PogChamp henri2777: recht gut boosteraftermath: but we love this apartment krefsan: Hi from Peru ! aar0npham: aiyah boosteraftermath: but we love it pzuko7: hello from bermuda triangle ogrockefeller: You should try to hack a Fleshlight Launch jib1337: PepeHands vovko_codes: @georgehotz what car would you recommend to run by commaai? hichm19956: hi i'm from morocco 🇲🇦 furure_jedi: how can I donate you in bitcoins? siriusblack189: I am writing nn for Tetris capjackm: Are you staying in San Diego ? aaddrr: ????? markov010: hey ! th3_maj0r: yoyo duzy: yea mic is good Jehhred: Moving to San Fransisco? ogrockefeller: Daddy Hotz grahamstephan420: yo ionelaipatioaei: how much is the rent? mikaeeeeel: What is it actually about? ogrockefeller: SF is cancer lol GandalfTheGrayOfHell: @georgehotz what we doing today meeeeeeeeeeeeeeeeeeeeeenz: george, changing the subject quickly, could you tell me the different between linear regression and logistic regression? Santiago_LHC: So many memories in this apartment. We cooked together grahamstephan420: comma.bio jonathan_haeberle: What net are you training in the background? DaMiniBeast: what we hacking today george?? balloonpopa: What ever happened with the protein folding? furure_jedi: how can I donate you in bitcoins ? anthonykwan: where u move then ? boosteraftermath: How's it feel being an overachiever? zooooodiac: what computer u use? mikaeeeeel: Your thoughts on corona? s4j0k5: saw you were looking for an app developer will some fucntions of openpilot be converted into an app? axlebear: shots fired pzuko7: !ide Santiago_LHC: Don't start with the dumb questions, guys vrv_exe: SD > SF pzuko7: !commands aaddrr: are there good taxes in SD? krefsan: Any proposal for autonomous delivery robots with comma tech theonlymonkas: Hi Fatmetheny: Nice travel and outdoor stream. (I’m a non-sub please don’t ban me for this criticism) aaddrr: I would subscribe if I understood half of the shit he does Santiago_LHC: “crap papers”, I smell a new song joeleonard212: joeleonard212 subscribed with Twitch Prime. They’ve subscribed for 2 months! sampleaccount123: Papers are from Arxiv Sanity?

dmfj_io: dmfj_io subscribed with Twitch Prime gal40: What’s MuZero? eduardoadf1: have you ever worked with verilog meeeeeeeeeeeeeeeeeeeeeenz: george, changing the subject quickly, could you tell me the different between linear regression and logistic regression? DelusionalDreams: DelusionalDreams subscribed with Twitch Prime luspr: luspr subscribed with Twitch Prime. They’ve subscribed for 2 months! aptgetmark: yo man whats up kiwikili: kiwikili subscribed with Twitch Prime gal40: By dynamics you mean physics, or something else? C4TFive: gotta publish to get funding! Santiago_LHC: LOL aaddrr: LULW luspr: loved your prediction episode! rkxbz: @georgehotz is fortnite going to be first step to move into simulation? InfiniteReddit: where do you go to browse papers? aaddrr: i would also like to know Santiago_LHC: “Do parachutes matter”, deep question vrv_exe: Do you constantly review ML papers or do you read them according to what you are trying to solve? Newlax: if you want to live jib1337: Free paper Pog yoyo_brobro: yoyo_brobro subscribed at Tier 1. They’ve subscribed for 12 months! aaddrr: how do you test that lul kornez: how many ppl without parachute did they drop off the plane? LUL michaelkawwa: I’d imagine lmao TheStudentDoctor: This was a tongue in cheek paper to illustrate the debate between RCTs and observational research to guide medical decision making Newlax: test if parachutes work George gorodinskiy: https://youtu.be/6qF_fzEI4wU Santiago_LHC: QUANTUM PARACHUTES, they both exist and they don’t at the same time C4TFive: sound like more fun than russian roulette AThousandHours: um yogi_1010: hmm jib1337: I see dr_set: !uptime Cutter1998: Gravitational challenge XD Newlax: free skydiving jib1337: Only 23?! harmanthebest1: @georgehotz plz change the category right now it is travel & outdoors buddhm: am i tripping? OutsideGuidance: Heya, company that i work in is going to medicine in next year or two, making IoT devices that would be affordable to many of us and Im thinking to switch my current position to some programming, maybe some AI would be useful and i could jump ahead of time for now. What do you guys think? Even tho i got no programming experience AThousandHours: 0 mph yogi_1010: WaitWhat hue88: they basically killed people ? aar0npham: lo leDryPotato: LUL wholesome_pepe: how do u even placebo this? siriusblack189: learned pytorch watching twitchchess ViktorTV: @hue88 a total of 0 people died jib1337: How many seriously injured

Kertoip007: PyTorch or TensorFlow, what’s your opinion? eldac_kno: what do you think about Yandex self driving car? sorry if a bit offtopic Ne0Zer0: LUL bichid69: why are we not folding proteins? TheStudentDoctor: @outsideguidance start with the basics in a language that’ll be useful for that field e.g. Python matthewmirman: Seems pretty analogous to the situation in RL hue88: that doesnt make sense, they said that parachuted didnt reduce death, does that mean that they woudl survive when jumping without a parachute ? roussillon: LUL nice troll paper chillguy269: LUL Newlax: don’t take drugs before skydiving boys funwayz: so next time don’t take parachute, save some money Kappa yungtoad1: JonCarnage garydsmith1: wtf what is that? michaelkawwa: im so confused ViktorTV: @hue88 your iq is to low to understand OutsideGuidance: @TheStudentDoctor thanks! 🙂 michaelkawwa: did i just get r/woooshed robotboy987: what the fuck C4TFive: she didnt even try to pull her parachute, shes a goner aar0npham: i guess they have to do it now 9000 m high grahamstephan420: Why is your search engine google and not Yandex? hue88: @ViktorTV Must be too much of an peasant to understand your jokes DaMiniBeast: oof chillguy269: But I want them to work, so I am going to slant my paper god_damn: when will he be playing fortnite yungtoad1: PunchTrees PhosphoricAcid: LUL kornez: LUL yungtoad1: MrDestructoid garydsmith1: duckduckgo? DaMiniBeast: george, ily no homo YouPowerRush: wot bichid69: what’s that green shit you’re drinking? Den_dp: lirikLUL niclasrst: SirSword Prinz_Sissi: LUL hanycodes: why do you use jupyter ? Newlax: prove it yungtoad1: TheIlluminati akotirous: The russian bot is getting really advanced MrGwopz: @georgehotz yoo how did u jailbreak the ps3? C4TFive: you can tell its real because its in a jupyter notebook gal40: What do you mean by “dynamics”? The Physics branch? yungtoad1: TheIlluminati TheIlluminati TheIlluminati TheIlluminati TheIlluminati TheIlluminati TheIlluminati TheIlluminati TheIlluminati TheIlluminati TheIlluminati TheIlluminati TheIlluminati TheIlluminati TheIlluminati Tekrific: Yandex is only good for image searches, for other stuff it’s crap pedroriseo: are there some paper for drinking chlorine? gorodinskiy: was the alpha go written in go? Cutter1998: wait you’re not a Russian bot? unsubbed mattdougherty22: do you know Alex Guzey and his sleep studies contrary to Matthew walker? tarunaditya: :p nvmem2: @cutter1998 you’re not subbed to begin with lol siriusblack189: like tetris ? PhosphoricAcid: are you instagram famous yet ? StapoTV: why is it so rare to see recurrent nets being used in RL? garydsmith1: hey george whats your daily rotine? GandalfTheGrayOfHell: George on Egirls Kreygasm id pay for that wholesome_pepe: LUL DelusionalDreams: we got u pal norsesage6934: norsesage6934 subscribed with Twitch Prime ekalsuwaidi: squadW gamester2665: youza cutie WickedSidereaI: i want to lick your feet robotboy987: you should sell bath water nvmem2: I’ll sub to your only fans George MrGwopz: how did you jailbreak the ps3 ive been a huge fan of u since 2011 i am just very curios on how you done that fleischfleisch: heyhey DaMiniBeast: George, I wanna learn to code, any tips?? InfiniteReddit: where do you go to browse papers? sircuss: Your category is still Travel and Outdoors Deno_____: george I wanna hack instagram any tips? ogrockefeller: Father Hotz isalhi: When openai was good? Doesn’t that imply they’re not anymore 🙂 DaMiniBeast: @deno_____ lol calcmath: !uptime CaptCalifornia: Ah yes, a premium Travel and Outdoors stream ogrockefeller: Are you a Corona fan? h6m9d: bleedPurple CaptCalifornia: KEKW

DelusionalDreams: Whatś your opinion about RL applied in self driving cars? CaptCalifornia: BloodTrail Avelansh: Yo George Go or Rust? GandalfTheGrayOfHell: @georgehotz what about transition states in a game like Dota 2? such complex environments? phrixus_bro: Fitness and Literature markydothh: Hey George! funwayz: basic programming 🙂 DaMiniBeast: hEy GuYs, BuY mY oNlY fAnS eldac_kno: What do you think about Winograd Schemas GandalfTheGrayOfHell: @georgehotz what about transition states in a game like Dota 2? such complex environments? OpenAI did manage to give pros a run axlebear: indoors yungtoad1: SuperVinlin symbiiote: @DelusionalDreams what is RL? majorawpsome: dota 2 more like starcraft 2 grahamstephan420: You should make a brainfuck compiler in brainfuck? bjorkthedog: Do you have a reading list? A list of some of your favourite books? @georgehotz hanycodes: do you use perf ? Newlax: you should make your own crypto for comma ogrockefeller: Dad urhentom: what’s the scar on the face? CaptCalifornia: CaptCalifornia subscribed at Tier 1. They’ve subscribed for 7 months! gang shit 📡 DaMiniBeast: George is underrated CaptCalifornia: when we gonna get a cool sub icon 😔 mhammad123: ay man wasap bichid69: BRO why don’t we use AI to invent AI xenozork: hi george eldac_kno: have you read Art of Programming Deno_____: @georgehotz Do you believe in the possibility of there being a god? DaMiniBeast: hey George, I wanna learn to code, any tips?? eldac_kno: read art of programming axlebear: axlebear subscribed with Twitch Prime b1nk: just code lol Newlax: is this a cult if I need to pay? arakis_djall: Didn’t realize… watched your old rap video about a large gaming corporation. Wow sceptix1337: did the villin fold? grahamstephan420: That was t0mcr00ze not George bichid69: @DaMiniBeast buy a dildo moshiko777: what are we doing today ? harmanthebest1: @georgehotz series idea write chess like you did but using muzero l1ttlemtman: did you watch the documentary ? siriusblack189: tetris would be nice leander_ms: Hello George moshiko777: you gonna do a machine learning course in some point in the feautre ? you’re really good at it Deno_____: lolita express safest form of flight toninoblack: go tetris mrgh0st0: Snake ? GandalfTheGrayOfHell: LUL leander_ms: why did he switch to chromium? Santiago_LHC: Tetris is not atari, except maybe a port michelfugain69: hi do you think we have to be goot at maths to do machine learning ?

eldac_kno: have you read Art of Programming le111an: Hi George, awesome channel Digital_donger: yeah tetris was stolen from the soviets natz42_: would be fun to reverse Santiago_LHC: The story of the creation of Tetris is fascinating sentoprak: @georgehotz hi, ım from turkey PhosphoricAcid: their own mk ultra siriusblack189: already i wrote nn for it le111an: Pajetnikov was an author fleischfleisch: alexy never earned a penny afaik Avelansh: Beat by the Russians again le111an: https://www.youtube.com/watch?v=_fQtxKmgJC8&t=1861s Newlax: do a media share stream elmixy: Privet vsem 🙂 sheveeee: what documentary? @harmanthebest1 vrv_exe: There’s a pretty good documentary on yt for Tetris. Lot of BS took place w that game le111an: Privet 🙂 Deno_____: @georgehotz do you think believing in matrix is a more rational belief than atheism? PhosphoricAcid: polybius* eldac_kno: Джордж Хотц русский хакер, подтверждено le111an: Ti tak dumaesh ? vrv_exe: Russian government stole it from Russian indie developer le111an: Я не уверен 🙂 eldac_kno: интересно он умеет читать по русски? Digital_donger: tetris side effects WutFace jakeglenn: my first time on stream anuj_: what’s up with the starlink satellites. why is USA put 9000 satellites in space jrrbls: Google polybius Santiago_LHC: There are hundreds of Tetris variants le111an: Ну на крайний случай скопирует в транслейтор mhammad123: george da fuq we doin today majorawpsome: a computer might be able to beat the world champion of chess but there’s no way they will able to beat a human at tetris niclasrst: niclasrst subscribed with Twitch Prime. They’ve subscribed for 2 months! you’re the best!! eldac_kno: Джордж Хотц не умеет программировать le111an: А что он хочет сделать ? Avelansh: dev.to is new medium le111an: Я поздно подключился buddhm: Has anyone ever suggested for you to set up an eyetracker so its easier to follow your pathway? Newlax: do a typing test stream michelfugain69: That’s deep michelfugain69: Kappa funwayz: some 5Head shit hoffs: very deep leander_ms: Deep bro eldac_kno: не знаю, он читает бумаги про нейронки PhosphoricAcid: so woke at such a young age, so brave le111an: Да но последние все стрпимы он читает эти бумани по нейронке и что ? Newlax: abstract art le111an: Тензорфлоу заметил le111an: А задача то какая ? gyne: jargon PogChamp eldac_kno: научит машины ездить ralphielaurence: дисрапшн Santiago_LHC: Disruption has become a product in of itself Deno_____: @georgehotz can you do a stream ranting about religion and atheism and all that stuff Ne0Zer0: rumsfeld was ahead of his time LUL majorawpsome: or the boondocks michelfugain69: wtf eldac_kno: What do you think about Winograd Schemas? michelfugain69: I don’t understand I’m stupid mritzing: wmds mariusmafius: Clayton Christensen RexRothx: Plato’s statement on ignorance ak0ya_: разобраться в мюзеро raisedbyphantom: some bioshit arakis_djall: but for 98% of companies disruption was having a website in 2005. It can be relative; if the definition has been taken over by those 98% eldac_kno: он опять забросит это на полпути как всегда fleischfleisch: biology is nice BibleThump lambdaman0f: lambdaman0f subscribed at Tier 1. They’ve subscribed for 2 months! how is it going with backspace.ai? Digital_donger: but a curved tv Kappa le111an: Да ? Я особо за ним не слежу grekler3: !uptime le111an: помню его по Ultrasn0w buddhm: corona virus known unkown?

fleischfleisch: do you do any sports georgehotz? leander_ms: What is medium? Never heard of it LUL mistertenko: What’s the most disruptive thing since you were born? twinkiee: hi, my main lang is not english and i do not fully understand your speech. For this, can you implement subtitle with python? Kappa Santiago_LHC: It’s precisely because it has become so overused of a notion, that if so many things are “disruptive”, then nothing is roussillon: so only time tells us what ideas were disruptive ? arakis_djall: today having “AI” for companies is disruption, even though it’s just a bad linear regression implementation for their marketing data l1ttlemtman: l1ttlemtman subscribed with Twitch Prime. They’ve subscribed for 4 months, currently on a 2 month streak! Hello, have you seen this https://www.youtube.com/watch?v=WXuK6gekU1Y about AlphaGo ? eldac_kno: thoughts on Winograd Schemas? TheKoreanZombi: What does this have to do with Manifest Destiny? l1ttlemtman: it is really good PhosphoricAcid: bean bag chairs mgstrein: what do you mean when you say ‘it is not zero to one’ I think I missed the reference l1ttlemtman: I enjoyed it a lot Newlax: pog be9ns: any haskell projects besides building a compiler? hanycodes: are disruptive ideas important ? Deno_____: @georgehotz what created the universe Sycto: its a pretty good watch l1ttlemtman: haha allrz: just do it grekler3: D: Avelansh: watch it with us ArcherCreatlol: watch it on stream PogChamp omarmiranda: is pretty good actually allrz: come back later YouPowerRush: h e h e leander_ms: haha fine PhosphoricAcid: ez content GandalfTheGrayOfHell: DansGame i came here for some code calcmath: he gave up go because of the AI chillguy269: @l1ttlemtman way to go you made him leave Newlax: on stream arakis_djall: @mgstrein was a book by Peter Theil (sp), Zero to One darthbearjew666: Do you ever use Wolfram Language ? funwayz: alphago — when we beat outdate stockfish on cpu 🙂 Digital_donger: okay later haha LUL omarmiranda: hahaha ok ! Deno_____: @georgehotz DONT DO IT aar0npham: lol hoffs: lmao emel_ryan: he’s sabotaged us with the sub lol aar0npham: later maddyakhil: we can watch it together omarmiranda: see ya later then be9ns: fucking goat TheKoreanZombi: Later! aPosterior: that smirk tho Santiago_LHC: GUYS, this is your fault! allrz: do it sinisa_koscec: do it, its nice Newlax: 🙁 jsnfly: damn zooooodiac: looooooool allrz: DO IT sobol55: please no leander_ms: That is one of the best things ever LUL mrhdr: Jebaited kornez: Jebaited mrgh0st0: yeyy Den_dp: so how was it maddyakhil: back LUL Santiago_LHC: Was it GOOD? Ne0Zer0: LUL\ Ne0Zer0: LUL kornez: HOW IT WAS PogChamp maddyakhil: was the movie good LUL Digital_donger: Jebaited a_ato: zoraoCOFFEE Digital_donger: maybe he watched it at 50x speed johnwill86: yoyoyo! hurzg: was alphastar also done with muzero? le111an: What was the result of the coronavirus stream? I didn’t watch it fully LiveCustoms: yooo. geoooo l1ttlemtman: yo luspr: Using Tensorflow instead of PyTorch ? DansGame l1ttlemtman: what was wrong with the movie l1ttlemtman: i dont remember it being so short le111an: THX ! Santiago_LHC: Flu is pretty scary norB88: Whats ur paper reading methodology? Are you usually searching for something? Or what parts are you especially paying. attention to etc? THX1342: hi @le111an sceptix1337: what about the villin? le111an: hi thx1342 Den_dp: F

Den_dp: reiraF luspr: The lockdowns are terrible. Fortunately, the discours changes towards opening. Here in Europe many countries are already opening uo god_damn: need shkreli bro l1ttlemtman: germany keeps making wrong decisions asaalgk: flu has an IFR of 0.04%, covid has it between 0.2-1%.. how is that a a 3x? the 0.1% flu statistic that has been circulating is the CFR which is a meaningless stat l1ttlemtman: and opening up sircuss: what happened to watching the Alphago movie? mhammad123: here in the uae they are opening up malls again mrgh0st0: we can inject some disinfectant into people osuiw: is that a broom Penguino138: @georgehotz whats the meditation app you used in previous vids? Lizardan: Tensor Flow KEKW raystriker98: he’s back! YouPowerRush: wot 5punnr1ng: Hi Gehot I want a child from u😍 re1mond: hi, mr.robot! re1mond: !uptime Lizardan: he doesn’t sell children garydsmith1: !uptime THX1342: i haven’t taken a deep dive but as far as I went there have been studies during this and previous pandemics showing the effectiveness of lockdowns.. don’t know where the controversy is Ne0Zer0: Lizardan LUL osuiw: @5punnr1ng i am selling some around the corner calcmath: can you increase font size of code? 5punnr1ng: How much 5punnr1ng: For one? hayewood: sup george osuiw: @5punnr1ng 10$/kg ralphielaurence: what’s he doing? Penguino138: @ralphielaurence looks like some physics programming osuiw: @ralphielaurence some stuff here and there ralphielaurence: what’s this nn? 5punnr1ng: @osuiw i‘ll take your youngest one! Penguino138: @georgehotz what is the meditation app you use? osuiw: @5punnr1ng no l1ttlemtman: i dont understand why deepmind puts so much effort into reinforcement learning. google learned from nlp that too much compute breaks research, deepmind is close to doing so

OttoCavalry: What is he doin? JAKWAI: could u do a chaos pendulum with this? 5punnr1ng: Why? Santiago_LHC: @Penguino138 Headspace osuiw: the one with the orange lad @Santiago_LHC ? AThousandHours: got bored of movie? LUL dontbeameme: Pablos Holman your idol? tinkerzwhothe_t: hey teach me html Relic69: hi george, do you have a recommend way to get into hacking and stuff? Penguino138: It’s now a great day that George is back streaming ancientchineseelder: @Relic69 read hacking: the art of exploitation l1ttlemtman: show all your papers samosasauce8: What’s your favorite text editor? THX1342: watch Hackers Santiago_LHC: People, enough with the off topic questions Relic69: @ancientchineseelder ty, will check it out Kyoto_o: stop telling me what to do @Santiago_LHC Santiago_LHC: Make me god_damn: @Santiago_LHC stop telling Kyoto_o what to do dontbeameme: From someone like you I would expect more amazon free trial primes Santiago_LHC: Okay, I will listen to you Kyoto_o: @god_damn: @Santiago_LHC stop telling Kyoto_o what to do phrixus_bro: balanced ez amaranthion1991: Pog SurfCat: Ey, Goerge online on this lovely day. Very nice, glad you are online hope all is well FeelsGoodMan 👍 JAKWAI: can someone explain me what MuZero is? Santiago_LHC: Google it? ShredderSherlock: is that animation of the progress bar part of the jupyter notebook or the code? l1ttlemtman: how can this be so fast on a cpu ?

calcmath: its from the code ShredderSherlock: ty @calcmath JAKWAI: ok got it somehow ty 😀 Beraton: !uptime nitrixen: @shreddersherlock Trivial to do with \r to bring the cursor at the start of the line and write over it Ne0Zer0: LUL ShredderSherlock: what? god_damn: FeelsGoodMan neat BetaMalePaypig: <3 11plus4thinking: PogChamp HES STREAMING nitrixen: @shreddersherlock When you print the \r character, you get to overwrite your current line ido_nvidia: do you use dqn? cktreon: When are u going to da a hacking stream? calcmath: look up tqdm python package to mae your own progress bars in code Penguino138: Penguino138 is continuing the Gift Sub they got from aar0npham! vlsbrd: what happened to alphago? amaranthion1991: "whitecap hacking" Penguino138: @georgehotz thanks for all you do! Your streams are great and I always play them in the background while working garydsmith1: can we get another python tut? chairman_Z: @georgehotz do u ever drink hot tea DiiCE3: weve seen some bug bounties in our day dontbeameme: Lolool sceptix1337: black hoodie hacking ralphielaurence: that's a way to look at it OttoCavalry: kevin mitnick xd dontbeameme: All marketing is hacking/manipulation

THX1342: the latest infosec twitter hashtag is #whatrealhackerlooklike or some shot amaranthion1991: @georgehotz Did you ever hear about Dan DeFelipe hacker dude ? THX1342: pathetic 11plus4thinking: LUL Farafire: Have you learned AI on your own? Penguino138: @georgehotz I look forward to continuing being a loyal subscriber! Keep up the great streams! Greaser_1: 🙂 chairman_Z: what does rm mean? Den_dp: remove garydsmith1: re name? garydsmith1: oh THX1342: only real “famous” hacker right now is phinneas phisher chairman_Z: @Den_dp thank you friend emel_ryan: it’s how you delete in command line calcmath: does rm 0 out every bit on the HD, is that why it makes so much noise? famousdex: 5Head wssheldo: did u end up folding the protein? calcmath: i thought it just deallocated the files fillmyvoid: wow lmao god_damn: we do not forgive B) dontbeameme: When views are botted, downloads botted, what is real? Penguino138: What kind of tea you drinking on @georgehotz calcmath: then why does it make noise? Avelansh: thats how i feel when i listen to todays rap/hip-hop THX1342: vulnerabilities now are named with emoji mistertenko: It’s funny, and I’m tired of pretending it’s not hayewood: an nymnO n nymnO my nymnO us Bazingaka: alias rm=’stealthrm’ garydsmith1: can we get a python tutorial? merge sort this time? THX1342: ArgieB8 🔫 bill1929: trust me cuz nitrixen: This is why we made SSDs nitrixen: Rebalancing the forces s4j0k5: is comma planning to port some features to an app sceptix1337: inb4 george is an ancap calcmath: government has monopoly on violence DelusionalDreams: Whereś a good place to get started with comma? Penguino138: So true, govt just changes teh name of their mafia-esque activities Tekrific: both play on trust too dontbeameme: Lolollolol fillmyvoid: I don’t know if I’m *that* anti government THX1342: https://unicornriot.ninja/wp-content/uploads/2019/11/hackback-announce-text.txt funwayz: libertarian hotz monkaS dontbeameme: MK ultra

gamester2665: There was a network error. Please try again. (Error #2000) Kreunt: eviscerate the proletariat dontbeameme: People need balance of fair and unfair Penguino138: Roooon Pauul OttoCavalry: Ancap memes are the best ShredderSherlock: oh lord Tekrific: changes should be selected for actual changes we want to keep in the future MrGwopz: do you think freecodecamp is a good site to learn coding? hayewood: gold KKona zrman331: In any way, civilzation needs a pyramidical structure of power phrixus_bro: going up baybeee Snowlav: what would you call genuine good people, and do you think there’s many left of those? boxofninjas: wonder if the price of track pants have gone up dontbeameme: Government keeps gold prices stable like BTC anguscupcake: what if u write a government AI THX1342: that’s called HFT @anguscupcake Penguino138: I’m glad we’re all finally moving past COVID news and moving onto new topics phrixus_bro: karenocracy THX1342: and it is deployed calcmath: the economy is the first artificial intelligence humans created, its decentralized and out of our control dontbeameme: Everyone has agenda Iliftmymousealot: wow i am late to the party Tekrific: boomers are a meat mountain that needs to be decomposed hiredguns: !uptime Iliftmymousealot: george give us that cure Iliftmymousealot: we need the cure Iliftmymousealot: !!! numinousloop: excluding the self-driving car space, who doing the coolest work to build the infrastructure of the future dontbeameme: what is this carona virus situation? More people die from car accidents? Penguino138: @georgehotz do you ever plan trying to fold proteins again or other biochem programming? numinousloop: who do you think is doing* shiftpgdn: shiftpgdn subscribed at Tier 1. They’ve subscribed for 2 months! norB88: https://www.amazon.com/Way-Men-Jack-Donovan/dp/0985452307 hiredguns: scarry part is even asymptotic ppl have lasting lung damages Iliftmymousealot: recommenders are cool aswell MrGwopz: what are you coding right now? hiredguns: there are couple of divers had covid19 asymptotic and won’t be able to dive again shipteri: poulChat poulChat anguscupcake: there’s probably some lung herb in ancient chinese medicine that fixes it sceptix1337: who names their variables v_0k zrman331: @hiredguns you got any info on that? Im genuinely interested since i havent found good info on stuff like this mariusmafius: @sceptix1337 mathematicians Penguino138: @anguscupcake Ask Qin Shi Huang, he was an old Chinese Emperor that drank mercury to live forever :p sceptix1337: they eat tiger dicks for potency in chinese medicine

norB88: @Iliftmymousealot reccomenders are cool! Iliftmymousealot: these biohackers anguscupcake: maybe the ones that survived past 210 BC 😉 prostate_v: just got here, what’re we doing? enton29: geo say porco dio imshaez: imshaez subscribed with Twitch Prime DelusionalDreams: What about End to End models for self driving cars? Penguino138: His tomb is protected by the terracotta statues and is theorised to contain rivers of mercury gorgoleon89: Can you code a hack for me to get a girlfriend? shiftpgdn: all of my variable names are the letter a in various lengths, like a aa aaa aaaa Joselinis: True reformed_human: u just have to search harder shipteri: @gorgoleon89 come on,finding girls is easier that to write hello world in c Penguino138: More info makes it harder to search, but when all you find is BS it makes it real easy 01_pollux: @georgehotz did you read wolframs blog? fillmyvoid: when did MuZero come out? calcmath: can you increase font size of paper as wel, so we can read along dontbeameme: But they learning how to make people believe the lies, like a BETA Avelansh: you just have to develop the ability to think critically and not take everything you hear at face value 01_pollux: new model coupling quantum mechanics and theory of relativity. I love it @georgehotz ferric: !school CaptCalifornia: wait did you watch the alphago movie gorgoleon89: @shipteri teach me master Iliftmymousealot: getting really philosophical here, oof ferric: Did you study Computer Science at college/uni or self-taught? garydsmith1: can we get a python tuts? merge sort this time? norB88: https://theportal.news – Trying to make a new way to consume news. Separate facts from opinion and emotional manipulation pelegogrosso: How intelligent is geo? and what he is doing? dontbeameme: They made skinny jeans popular dontbeameme: Mind control shipteri: @gorgoleon89 just speak to every girl you like.There is no way that at least one wont like you dontbeameme: True true Iliftmymousealot: @pelegogrosso geohot has 400 iq. I read it on the internet Snowlav: what’s the mistake? veiThinking mistertenko: What do you think about Sweden strategy? anguscupcake: the mistake of not being taiwan

Penguino138: That’s gonna be a lot of apologising if anyone ever decided to for COVID gorgoleon89: @shipteri thank you for these wise words sensei garydsmith1: can we get python tut? merge sort this timr? Ne0Zer0: oil? what oil? bxtch you cooking? Rekkeno: “I take no responsibility” YouPowerRush: yee calcmath: dont they say that if we acted ontime for coronavirus its going to look like we made a mistake and overreacted mhammad123: Do u think that corona virus is man made? anguscupcake: no because you would see underdeveloped countries get swarmed pelegogrosso: why we ask for him to do a iq test? shipteri: @gorgoleon89 body language is very useful too pelegogrosso: dont fizziblytwitching: I’d rather look like a mistake and people not die than people die because someone is worried about how it will look Santiago_LHC: He argues that the lockdowns are a mistake. But without them, you get completely saturated health care systems, lack of essential supplies, and people dying that shouldn’t be dying. So I don’t understand the logic gorgoleon89: @shipteri touching an shit right? bottonresult: @anguscupcake like equador? r00tkey: !uptime gorgoleon89: @georgehotz gaming stream when? garydsmith1: 30mins b2kemann: Still not using Jupiter lab George? MrGwopz: what is he coding? r00tkey: What am in missing? janpoonthong: Can you zoom in I can’t see your code bottonresult: he could zoom in calcmath: I dont understand his logic either garydsmith1: 🙁 calcmath: he is coding an RL agent to balance a stick r00tkey: hmm akrwp: Connection lost? gorgoleon89: anyone here in chat that can actually code? 😀 bottonresult: me calcmath: i can r00tkey: yep ferric: i can but im very new, I know java and learning python rn mariusmafius: o_0 djguslim1337swe: we solvning P vs NP? anguscupcake: been coding for a decade gorgoleon89: @anguscupcake ok boomer StapoTV: wait, isnt RL what commaai would use for driving? Iliftmymousealot: @gorgeleon89 what do you mean by “know how to code?” What qualifies someone to know how to code? A diploma? anguscupcake: dunno math though god_damn: @anguscupcake same bro i can code but im closer to braindead than not shipteri: @gorgoleon89 you can touch but only at specific body parts like elbow waist.It depends on you well you know the girl

calcmath: yes startover plz bottonresult: ZOOM IN gorgoleon89: @shipteri i struggle at openers though calcmath: also zoom plz gorgoleon89: not goot at small talk fillmyvoid: yep choppingitoff: Explain the imports please SofiaLouise: what happend with the movie? skut1212: hey george! What resources would you recommend to programmers on learning AI? sceptix1337: write tf from scratch DelusionalDreams: where can i get started with comma? MrGwopz: what are you coding? garydsmith1: geo writes tf from scrath in one night gorgoleon89: @georgehotz please code an AGI on stream and take over the world alexlucas__: alexlucas__ subscribed with Twitch Prime. They’ve subscribed for 2 months! calcmath: coding an RL agent to balance a stick shipteri: @gorgoleon89 yee i feel you , you can go at a place that dont know you and speak free so you can train it.But you must not fall whatever they tell you.Some bitches are hard bottonresult: i OutsideGuidance: How do you develop this level of understanding in everything? I seem to forget a lot of things with time 🙁 Penguino138: Does anyone know the alt code for mu off the top of their head? kayoeyumisaolegais: !uptime gorgoleon89: @georgehotz who is your favorite waifu? Santiago_LHC: @OutsideGuidance motivation, genuine interest kayoeyumisaolegais: how long is george streaming? z00fle: @georgehotz is advertising a scam? garydsmith1: 30 mins Izimoney92100: !uptime lovewave_: do you think quantum computing is any useful for current algorithms as of right now? @georgehotz rkxbz: can someone explain geohotz’s workflow (vim + tmux) that he talked about in Lex Fridman podcast? calcmath: tiny neural netowrk Penguino138: Yessir neural nets Iliftmymousealot: not really to be honest numinousloop: for sure, this is great calcmath: i am following garydsmith1: no one following toninoblack: following routerkicker: Simple stuff lanyxqt2: i just got here chaprio1: no, but it looks cool man god_damn: nah i dont know shit shipteri: @gorgoleon89 you can find some ready crosstalk just for fun.After that you have to tell whatever you feel.If he has super ass,tell her something funny about it. Some will like it,other will not xD c0lemak: idk what’s going on garydsmith1: we need python tuts merge sort DelusionalDreams: how can i get started with comma? Santiago_LHC: I’m reading the MuZero paper while I hear you hiredguns: trying to keep stick upright? routerkicker: stop assuming everyone’s an idiot george michaelkawwa: for real pyentropy: @georgehotz opinion on life homochirality? (L aminoacids, R sugars) z00fle: yay rkxbz: i cant understand nothing, but it is very interesting Penguino138: dont worry @georgehotz many of us here follow and find it very stimulating bichid69: oh ur back! gorgoleon89: @shipteri training makes a master r00tkey: @gorgoleon89 Man don’t compare yourself with others, George is doing it for several years and you might have just started DelusionalDreams: this isn rocket science bruh Iliftmymousealot: yeah but how do you filter all these people out through all the noise, the people which actually contribute something valuable to the stream

bichid69: you seen the whole movie? Iliftmymousealot: i dont plazmacsgo: you slit it in the middle symbiiote: roses are red, violets are blue, George Hotz better than Elon Musk shipteri: @gorgoleon89 yeah thats why if you are very shy,just go to a place that you will not ever go again and speak free xd bufferovrflw: @georgehotz long time no see, what happened to the corona stream? hiredguns: was it splitting random or half? Ne0Zer0: lip lol ogsixaxis: good morning <3 gorgoleon89: @r00tkey i am learning python this shit is too advanced for me to understand Pitzthistlewits: 😬 ogsixaxis: bruh this is basic python DelusionalDreams: i would rather do a quicksort haha plazmacsgo: @ogsixaxis but merge sort is not that basic plazmacsgo: you know elmixy: PogChamp gorgoleon89: i am 2 months in my dude guccibruf: PogChamp Iliftmymousealot: the great coof gal40: Merge sort is absolutely basic funwayz: from monte carlo tree search to mergesort real quick Kappa garydsmith1: how are you atually doing it? iifiryth5429: Can you not just do it with recursion? its much easier too Digital_donger: PogChamp z00fle: beauty tommy_clash: Don't cough Izimoney92100: PogChamp PogChamp dinxpoy: my internet isn't even good enough for 1080p60 so I can't read shit Kappa 🔫 plazmacsgo: @gal40 for beginners its not bottonresult: zoom in the screen anguscupcake: just get a 5k monitor broo plazmacsgo: you got to understand that for ppl who started learning a week ago merge sort is not basic gal40: @plazmacsgo What do you define as beginner? You learn mergesort in intro to compsci course m0etaz: what are we implementing today Izimoney92100: @m0etaz we solving N NP plazmacsgo: @gal40 like someone who started learning a week ago Iliftmymousealot: literally cant decipher any letter from that paper. it's all blurry. Oof #Resolution=bad m0etaz: cool, thanks ibizi77: https://arxiv.org/pdf/1911.08265.pdf plazmacsgo: and tbh I didn't even know any sorts for my first year of programming plazmacsgo: I focused on making games and learning object oriented and doing some basic machine learning projects

calcmath: zoom the paper Iliftmymousealot: thanks @ibizi77 gal40: @plazmacsgo That’s not beginner, that’s someone who heard about programming lol garydsmith1: mechine learning without sorts? anguscupcake: you can go your entire career without knowing algorithms. just depends on what u fo bufferovrflw: What happened to the Corona stream? @georgehotz m0etaz: @ibizi77 @izimoney92100 thanks ! plazmacsgo: @gal40 than whats a beginner in your defenition ibizi77: you’re welcome!! calcmath: he doesnt have enough compute for protein folding Iliftmymousealot: @bufferovrflw the protein didn’t fold chuck_person: the logos are cool in that shot hiredguns: amricanized brit pop ogsixaxis: george folded on the coronavirus stream instead of the protein ;/ Iliftmymousealot: proteinfolding = numerical expensive hiredguns: oasis for east coast bichid69: =( DelusionalDreams: Why arent you using LISP the real ai language? lmao gal40: @plazmacsgo I would argue that a beginner is someone who has a grasp on basic concepts, such as sorts dinxpoy: did he develop the corona vaccine? is it on github? jk dont ban me pls ideology_sniffing_raccoon: BBoomer music LULW plazmacsgo: @gal40 I see Atlas03: quarantine haircut SeemsGood god_damn: @dinxpoy if it gets any worse he’ll intervene, its on his backburner for now 11plus4thinking: WutFace dinxpoy: @god_damn hope he saves us all 🙏 michaelkawwa: he really jus vibin sceptix1337: naive_search(o_O) Avelansh: quite the interesting music taste WillGreen98: heyo 🙂 michaelkawwa: very intresring indeed IIrLiChT: he vibin tho gal40: @plazmacsgo Maybe it’s about baseline. If you look at it from a purely “coding” perspective, maybe someone who knows how to code could not know sorting, but I think a programmer is also about knowing compsci concepts JjohnConstantine: Kappa dinxpoy: song recorded with the mic of a nokia 3310 5Head mistertenko: What kind of protomusic is this cybergenik: George, have you heard of gamozo? hes a streamer thats building a Hypervisor in Rust from scratch. He’s gonna use it for fuzzing, its supposed to be able to spin up VMs and kill them 3million times a second per core. its crazy he’s crazy good Vistor1001: i wouldnt be able to concentrate with this music Transferer: very interesting personalities dgkng0d: hello everyone how are you today bichid69: this stream sucks bro JigglyGirls: bakedONE / hullo bichid69: pls entertain us wafflesan: cool idea calcmath: ZOOM plz plazmacsgo: @gal40 definitely! I agree that knowing theory is really important. That what I have been focusing on for the past couple month. But its kinda hard to know which concepts are important when self studing

b2kemann: there are 100 of courses online Iliftmymousealot: imo the real metaskill a programmer needs is that he can read and knows how to use a search engine, like google, really efficiently. this is how you get good gal40: @georgehotz Could you explain what difference exploring multiple steps makes if you only take the first action? michaelkawwa: could someone explain to me what he’s doing IIrLiChT: ai i think plazmacsgo: @Iliftmymousealot ye LOL fabriziobertoglio: please link to the document calcmath: balancing an inverted pendulum calcmath: RL agent for doing that michaelkawwa: ohh cartpole plazmacsgo: @michaelkawwa I think he is doing a RL agent zenderbeg: isn’t this a game? AThousandHours: is the notebook on the same computer as you stream? apetiss: Hi, late to the party. What is he doing with the MuZero algorithm? Waldoqq: Waldoqq subscribed at Tier 1. They’ve subscribed for 4 months, currently on a 2 month streak! Wheres the covid streams plazmacsgo: @apetiss cartpole calcmath: is h the value function? chrisinajar: hey george o/ Iliftmymousealot: @plazmacsgo I am not trolling btw… it sounds obvious but many people thin´k they know those things but really they don’t including me I am really bad at it jagger_rsw: jagger_rsw subscribed at Tier 1. They’ve subscribed for 3 months! bichid69: @apetiss your mama plazmacsgo: ye ik mero_1181: Hey George, what’s the name of the book you are referencing? symbiiote: https://arxiv.org/pdf/1911.08265.pdf luggy_b0i: https://arxiv.org/pdf/1911.08265.pdf mero_1181: Thanks! fatpanda168: spooky links plazmacsgo: its really important to know how to google and comprehend what ppl write on the internet davidgames68: @Transferer resttOk fatpanda168: dont click those links bois Transferer: NotLikeThis NotLikeThis gal40: @fatpanda168 It’s the link to the paper george is referencing jagger_rsw: are we taking over the world with python again? b2kemann: don’t you think it’s pain to implement papers with python, when it’s so slow… I think swift will take over in the future, when s4tf gets popular JigglyGirls: click all the links baked2head ogsixaxis: best way to learn python is to start making project and look up stuff u get stuck on luggy_b0i: @fatpanda168 google arxiv.org and see what it’s about bichid69: @fatpanda168 why not bro plazmacsgo: @b2kemann that might happen

cengea: sup gal40: Could you explain what difference exploring multiple steps makes if you only take the first action? bichid69: im blind bro, cant see difference fatpanda168: looked kind of fishy but ok erichtp: how was the movie fatpanda168: have you ever thought about creating some sort of anti-cheat? luggy_b0i: It’s a scholarly article distribution site bichid69: bro im blind bro jagger_rsw: what’s the percentage of your team that willingly relocated to san diego? (that’s where comma.ai currently is?) mero_1181: @gal40 You know the path of the future states Santiago_LHC: Chess tactics SparksCx: i would say so. why not bichid69: yeah but im blind bro p4r4774x: hii SparksCx: anti game cheat SparksCx: like aimbot calcmath: can you explain the output of your search fn so i can follow sceptix1337: eat the ice funwayz: python fast LUL b2kemann: that may happen, but wift is fast and hackable Bazingaka: numba ftw fatpanda168: yeah but you can sell it for a lot of money JVictorVO: What about creating cheats? m0etaz: cython ResidentSleeper Skurt2k: true KEKW bichid69: numba sucks bro fatpanda168: creating cheats WeirdChamp jagger_rsw: mens rea (re comma.ai), put rules in the stream title 🙂 robby0313: The vanguard ant-cheat needs ring 0 privs JVictorVO: @fatpanda168 its funny actually lol sceptix1337: ring -2 is where its at fam iiiiiiillllliiiill: has he cured corona yet fatpanda168: honestly whoever makes a good anticheat system will make an ungodly amount of money Imuhnent: @georgehotz do you remember any CTF challenges from your past? bichid69: @iiiiiiillllliiiill nah he too dumb robby0313: Ring -3 is where the government is watching my camera Waldoqq: Does anyone remember that funny song from one of George’s covid streams that was talking about consumerism? Waldoqq: it was on youtube and it was super old

Iliftmymousealot: george I don’t mind being abused as some thinking agent to help you to be more productive. But what does grind my gears is that our communication mechanism is critically broken. There has to be a way to filter out the comments which are relevant so you can actually see them. Unless you do these streams for pure enjoyment and that case ignore what I just typed for 2 minutes Tuhafadam: hey you are back I was miss u god_damn: @Waldoqq 50cent – window shopper robonhansonem: What is he building? foti_kasparov: We need a quantum computers stream Digital_donger: wicked PogChamp Waldoqq: lmao @god_damn def not him chairman_Z: wtaf i’ve been binging on the Wicked soundtrack the past few days lmao Waldoqq: it was some white guys no one had ever heard of hiredguns: squarepusher – terminal slam fatpanda168: will you dab for 500 bits bichid69: @iliftmymousealot lol he ain’t gonna read that shit sceptix1337: george out here listening to frozen soundtrack Iliftmymousealot: ye and thats the whole point FargioFarmani: Whats the square root of log 2 ? fatpanda168: tldr pls GoTo3: @fatpanda168, its 2020 dude knock it off bichid69: @fatpanda168 y u such a n00b fatpanda168: D: Ne0Zer0: LUL csrf_player: song name pls fatpanda168: the front bottoms – more than sceptix1337: the wizard and i fatpanda168: idk that should be enough to find it DrRobotvinnik: I’ve waited months for the RL & Wizard strim cbrahGood @georgehotz fatpanda168: oh im dumb lol csrf_player: @sceptix1337 tnx norB88: wizard and i has weird sexual overtones norB88: 😀 b2kemann: notebooks are addicting FargioFarmani: Yasser aloexai: gg DrRobotvinnik: @fargiofarmani SeemsGod foti_kasparov: @FargioFarmani Wrong stream go on Chessbrah SiNNER_ontwitch: This music is a slow punch in the face SiNNER_ontwitch: why do you hate me cheesemanuchiha: is george still working on the virus or is this something different DrRobotvinnik: cbrahGiraffe

fizziblytwitching: So wat’s the point of MuZero? aloexai: George whats up fatpanda168: ok bois what is the best language to learn that will not be obsolete in a couple of years aloexai: George sup sceptix1337: rust b2kemann: we need some lorde george airinspiration_: python b2kemann: or lana del ray DrRobotvinnik: Jazz hands from George SeemsGood inDOObitablee: English WillGreen98: @fatpanda168 go? aloexai: geohot sup norB88: https://www.youtube.com/watch?v=TVcLIfSC4OE fatpanda168: i have read that python is slow tho robonhansonem: Something to do with MuZero. Not sure what exactly. Got here late aloexai: George wassap alphagainzzz: guys, i just got admitted to ucsd! DrRobotvinnik: Cartpole @robonhansonem fatpanda168: @alphagainzzz noice airinspiration_: @alphagainzzz gratzzz sceptix1337: the env.state and i cheesemanuchiha: thanks robon dontbeameme: What’s your warzone k.d alphagainzzz: thanks 🙂 logi6000: yo how are you all doing today FargioFarmani: George, a new chessbrah? airinspiration_: @alphagainzzz which major? sceptix1337: whats george’s lichess elo logi6000: what are we doin today fatpanda168: who needs debug tools when you can just print alphagainzzz: mathematics-computer science @airinspiration_ Iliftmymousealot: incase there is someone who is remotely affiliated with george in the chat and reading this, Even if you are the commaaiarchive guy, can you just tell george to improve the way his audience can communicate with us. That would be cool. No hate I respect you commaaiarchive guy forkdb: Yalooo airinspiration_: nicee DrRobotvinnik: who needs a warzone k.d. If you have an AlphaZero ArgieB8 norB88: norB88 is gifting 3 Tier 1 Subs to georgehotz’s community! They’ve gifted a total of 13 in the channel! norB88: norB88 gifted a Tier 1 sub to b2kemann! norB88: norB88 gifted a Tier 1 sub to nizero! norB88: norB88 gifted a Tier 1 sub to Tuhafadam! dontbeameme: I am alpha zero fatpanda168: PogChamp b2kemann: @norB88 Thanks for the gift sub! DelusionalDreams: how ca i gte started with comma? DrRobotvinnik: buy a car @delusionaldreams jesusthenew: hi forkdb: How can you learn so much… still cannot understand SiNNER_ontwitch: We dont actually do anything on this stream. Its about problem solving and learning strategies. Which is awesome b2kemann: omg am i a sub now grekler3: wtf is muzero byte_baron: @SiNNER_ontwitch really? logi6000: how am i a sub anguscupcake: it’s a lot easier to learn stuff if u don’t work 9-5 DrRobotvinnik: reinforcement learning @grekler3 b2kemann: i have finally become something in my life Iliftmymousealot: commaiarchive guy where are you at? alphagainzzz: @SiNNER_ontwitch literally the best part Iliftmymousealot: manifest yourself DelusionalDreams: OK @DrRobotvinnik such a great advice logi6000: whats he doin dontbeameme: On scale 1-10 how Italian is George hiredguns: trying to keep his stick upright byte_baron: @dontbeameme pasta/10 fatpanda168: Cheer1000 DrRobotvinnik: SeemsGood @delusionaldreams hiredguns: muzero doesnt cooperate tho

mrhdr: 1000 bitcoins PogChamp fizziblytwitching: What does it mean by policy? fatpanda168: lol wtf byte_baron: is this fun? fizziblytwitching: Is that the set of rules is it learning? calcmath: policy tells oyu what action to take given the state byte_baron: are you actually having fun right now, im curious fatpanda168: someone posted the paper before not sure if they are still here calcmath: policy is what you want to learn DelusionalDreams: @fizziblytwitching https://stackoverflow.com/questions/46260775/what-is-a-policy-in-reinforcement-learning SiNNER_ontwitch: @byte_baron I like to watch how he researches and attacks a subject he does not know about. It makes me feel less crazy sceptix1337: do 1/state mero_1181: He’s learning for sure! Some may find it fun fizziblytwitching: Thanks @DelusionalDreams ceo_of_anxiety: hey ceo_of_anxiety: print hello world hiredguns: value should increase with minimum action anguscupcake: learning is more fun that most video games fizziblytwitching: Ok so a set of actions to acheive a result byte_baron: @anguscupcake you think? jontowtruck: surprised he doesn’t use the vim keymaps in jupyter nb airinspiration_: @anguscupcake not funnier than battlefield 4 calcmath: policy is function from state space to action space ceo_of_anxiety: @anguscupcake you’re not good at them gal40: @fizziblytwitching More like a way to map a state to an action airinspiration_: LUL anguscupcake: bf4 is too much like cod tbh hiredguns: +1 stop -1 byte_baron: i feel like the end product of the learning process is a way better feeling than anything you’ll get from gaming but for me the learning process can be quite dry (depending on what im learning) airinspiration_: i cant handle what you said, im out byte_baron: and im generally a procrastinator anguscupcake: it is. when you finish a project you’ve actually done something. when you finish playing video games you just wasted 4 hours fizziblytwitching: @byte_baron but you could class gaming as learning Iliftmymousealot: the thing about gaming is that it is designed to be fun. Where as aquiring a skills is not Iliftmymousealot: dopamine detox inc eldac_kno: is it ok to ask him slightly offtopic questions? fizziblytwitching: Just that you’re not going to really grow intellectually form gaming fizziblytwitching: from* byte_baron: @fizziblytwitching right but i think we all know we’re going to get way more from learning stuff like programming/maths/ML than playing runescape or something byte_baron: i think it’s about moderation

norB88: @SiNNER_ontwitch yeah learning how to learn type of thing byte_baron: do something hard (learning) > reward self with a game Santiago_LHC: @eldac_kno no calcmath: gamin simulates an ideal form of learning and exploring robonhansonem: Gaming provides all the feelings associated with accomplishment without the accomplishment. Considered dangerous byte_baron: ^ anguscupcake: @robonhansonem exactly Paw_4: gaming is like working out, you don’t learn anything but you gains skills and capabilities cheesemanuchiha: is this inverted pendulum calcmath: yes it is anguscupcake: lol grekler3: some of this chat = Pepega cheesemanuchiha: thanks calc mackinonit: you gain skill…?? DelusionalDreams: watching someone doing might achive the same result @robonhansonem SiNNER_ontwitch: @byte_baron Im also a procrastinator. I try to follow what im passionate about and keep many irons in the fire. I bore easily. If I create multiple irons in the fire, an opportunity or breakthrough is much more likely eldac_kno: only delusional people think gaming helps you grow intellectually sceptix1337: you learn to farm lol mackinonit: what are the valuable skills you gain from basketball? Ne0Zer0: starcraft 2 might teach you valuable skills Santiago_LHC: So…. I’m not a farmer by playing Farmville? anguscupcake: basketball is good cardio at least logi6000: says this while im playing madden grekler3: you just coping and wasting time LUL dr_set: you learn resource allocation and managment? xeeton: do you gain an intuition about newtonian physics playing KSP? WEEEEEEEELL_ITS_KNOCC_OUT: WutFace forkdb: How do you learn so fast? Penguino138: @georgehotz what kind of tea? foti_kasparov: I can learn how farming works so I can build my own weed farm fizziblytwitching: No it’s not, you do have to learn to play a game, so by definition you’re learning mackinonit: they did that with formula 1 eldac_kno: i know it’s slightly offtopic, but what do you think abot Winograd Schemas? ogsixaxis: i learned to be a gangster from gta sceptix1337: ksp is dope anguscupcake: VR is the ultimate for learning to play paintball vybster: There’s an argument to be made for fun though Ne0Zer0: racing games make it easier to practice driving gal40: @fizziblytwitching Arguing about semantics is a waste of time Imuhnent: What’s fun? Iliftmymousealot: fun is a fake concept byte_baron: @vybster right, i don’t think all fun should be eradicated from your life, i think it’s about a healthy balance bravetraveller: The Witness was actually fun figuring out various patterns, recommended as a puzzle game anyway fizziblytwitching: Except in the context vybster: Games can be fun, even though there’s no “valuable skills” to be learned THX1342: deus ex teaches you to be woke eldac_kno: any arguing is arguing about semantics fizziblytwitching: Given we’re training AI anguscupcake: lol deus ex was great tho fizziblytwitching: To play a game fizziblytwitching: In order to test it out safely b2kemann: everyone should play outer wilds, awesome game robonhansonem: The tea is his secret. Never will be revealed lest we all become as him fizziblytwitching: To prove it’s usefulness to apply to other problems Checkmate624: Checkmate624 subscribed with Twitch Prime Ne0Zer0: TRUE LUL CozyDinoKigu: It’s more easy to launch a game than to think what useful skill you have to improve, and to find the best ressources to develop your skills Santiago_LHC: I got good at playing whatever Need for Speed game came out in 2013 or so. I didn’t acquire any skills, I learned the mechanics of that one game. I didn’t get better at anything else robonhansonem: Yes. But in general, we probably have too much fun anguscupcake: the best video game is where you buy a whiteboard from aliexpress and write a todo list every morning byte_baron: @robonhansonem society as a whole? robonhansonem: Yes grekler3: this chat coping so hard LUL gaming = wasting time Paw_4: @Santiago_LHC you probably did without noticing nor knowing Santiago_LHC: Nope eldac_kno: do you guys think Winograd Schemas are good test for AI? Fatmetheny: @grekler3 This CozyDinoKigu: And video-games is epidemic, when your only friend play video games, it’s hard to not play with them Checkmate624: doing something you enjoy is never a waste of time

leftyytwo: this discussion is giving me autism anguscupcake: u already had it bro Klemen1337: hello robonhansonem: Worst video games are ones like WoW. You don’t even learn useless skills. Instead, they simulate skill acquisition itself with their level system. Skinner box eldac_kno: no game teaches you useful skills Iliftmymousealot: gaming = bad, learning = good can I get some credit for having the opinions fizziblytwitching: Hah, WoW got me back into programming koreais: @CozyDinoKigu it is not i used to play sorry waste time a lot but i deciced to stop this shit and now my friends play video games and i prefer to learn sth or read good book byte_baron: they need to condense education into an mmorpg robonhansonem: Most teach you useless skills. Some teach you nothing DragonXPolymath: 1000 of games teach you usefull skills byte_baron: education with all those addictive mmorpg merchanics calcmath: value is expected reward from that state eldac_kno: no Santiago_LHC: There are countless different types of games. I’ve learned many things by playing games, mostly the same kinds of things you would learn by reading fiction parasite_is_a_snakee: ETH mooning ;D Checkmate624: yeah there’s a big gap between educational games and games that are fun, a gap that should be filled anguscupcake: VR could be used to gamify learning real world skills sorin_chebac: wtf eldac_kno: games are not education lol CozyDinoKigu: @koreais With whom can you share your learning progress to get a bit of motivation ? Santiago_LHC: But getting good at a game, generally doesn’t get you any useful skills DragonXPolymath: if u learn nothing usefull, ur mindset isnt usefull byte_baron: @Checkmate624 the thing is though, it’s kind of hard to stick education into a game and keep it fun fizziblytwitching: I started writing a WoW emu because WoW was boring calcmath: you should sample based on past visits or elese you wont explore eldac_kno: it like putting education in movies alexdenewb: Hey everyone, I’m new here, this community seems pretty interesting! eldac_kno: stupid parasite_is_a_snakee: just hack the pentagon bro 4Head mero_1181: Shouldn’t the policy being function of the expected value of the future states? vybster: I’m thinking of kids developing a very visual and intuitive understanding of mechanics(physics) by playing video games Checkmate624: @byte_baron that’s very true, but compare learning in schoo. You basically never feel like you’re having fun, but when you learn by yourself it can actually be enjoyable koreais: @CozyDinoKigu yeah thats the problem I have one friends who is into programming but on the other hand you have the community on the internet Checkmate624: it’s not impossible to make learning fun eldac_kno: why dont they just play with phyisics irl vybster: Or anyone else developing problem solving skills by playing puzzle games – like portal etc mero_1181: Bellman equation DrRobotvinnik: I like this new post-COVID focused George SeemsGood eldac_kno: there is no such thing as problem solving skills vybster: @eldac_kno Coz that can be boring. You gotta lure them in with fun stuff first mero_1181: That’s what you solve to find the policy at time t Newlax: !uptime Fatmetheny: @DrRobotvinnik Post-covid?? 5GToren: whats up mate have you touched a van de graaff generator? marckkhoury: Which paper is he reading? CozyDinoKigu: @koreais Okey. Personnaly i only have my uni. But even my mates in uni are not very serious about getting better in programming etc . . So i feel so fcking alone swagettiyolonaise69: no more hairdresser robonhansonem: There is use to visualizing mathematics. Making it into a game is unlikely to do much. Tricking people into acquiring skills generally doesn’t work. People generally have to want to learn to get good at something. If they want to learn, you don’t need to trick them with a game. Desire to write a useful script is far better than something snazzy like Code Academy mero_1181: Need to solve the equation backward sorin_chebac: Hello mr George.Can you create a texas holdem bot? 😀 Iliftmymousealot: i taught myself the navier stokes equations by playing minecraft foti_kasparov: Cooking music

calcmath: inst policy just chose action with maximum value? cheesemanuchiha: LUL leDryPotato: oof D: ideology_sniffing_raccoon: LUL parasite_is_a_snakee: TriHard fizziblytwitching: Soothing voice hiredguns: aah jennie, old horse boss_ev: hola robonhansonem: Play The Pirates of Penzance Newlax: angelic eldac_kno: so this is how he hacked ps3 koreais: @CozyDinoKigu yeah it’s sucks. i also start learning programming as self-taught and i find it hard sometime to talk to someone who is on the same level as me parasite_is_a_snakee: woow u emo’s man .. LUL do u think bill gates felt the same as u eldac_kno: it’s slightly offtopic but what do you think about Winograd Schemas, is it a good test for AI? Major_Spicy: @georgehotz what is happening here? I know very little about programming 🙂 parasite_is_a_snakee: @Major_Spicy trying to hack the pentagon.. to confirm is kim jung un is indeed dead eldac_kno: he is reading papers while listening to pop muzak sceptix1337: shoutouts to the people on youtube who cant hear shit reading the subtitles Major_Spicy: @parasite_is_a_snakee thank you 🙂 Newlax: SingsNote SingsNote robonhansonem: Was very supervised at Winograd progress. Problem with all these tests is once they are passed I start thinking they are less significant I2btw: show feet kaceyHEH eldac_kno: why george always looks pissed off Major_Spicy: Kacey subs DansGame parasite_is_a_snakee: wooow a kacey sub 4Head foti_kasparov: @eldac_kno Because of you I2btw: kaceyTron hide the memes GandalfTheGrayOfHell: Kreygasm fabriziobertoglio: Waitress is good leDryPotato: Kreygasm parasite_is_a_snakee: i will not even escape kacy subs even in the depths of hell fizziblytwitching: (y) NoLimitFitness: whyyyyMocked whyyyyMocked2 whyyyyBanned3 logi6000: its nice norB88: meh NoLimitFitness: whyyyyBanned1 whyyyyBanned2 whyyyyBanned3 Newlax: no eldac_kno: если писать на русском Джордж ничего не поймет St47ik: yo PogChamp anguscupcake: хахахахааа foti_kasparov: VoteNay byte_baron: @robonhansonem are you ‘the’ robin hanson? logi6000: why the russians here norB88: Джордж of the jungle tvorog9: о, а нас тут много? robonhansonem: No. His em. Degraded copy. Much dimmer eldac_kno: Потому что у Джорджа русские корни byte_baron: @robonhansonem oh mero_1181: It’s the present value of the future states logi6000: we are being invadrd by russians eldac_kno: Джордж наш, русский smurfd0: hmm didnt get a notification when you got back. was the movie good?

foti_kasparov: Останови эту игру, ты, блядь, шлюха eldac_kno: с нами Бог pinkcichlid: eldac_kno почему grekler3: why do i understand russian little LUL Newlax: you should make a crypto for comma skut1212: hey george! What resources would you recommend to programmers on learning AI? sceptix1337: rush b I2btw: ENGLASCH! alionthealien: test hi youtube person watching from the subtitles leDryPotato: D: airinspiration_: LUL SiNNER_ontwitch: English only alexanderrrrr: rush b GandalfTheGrayOfHell: monkaH okeeeeeee: PogChamp sureom: cykla blat foti_kasparov: @sceptix1337 I watch tunnels oscar_my_cat: cyka blyat DragonXPolymath: DragonXPolymath subscribed with Twitch Prime iiiiiiillllliiiill: cyka blyat anguscupcake: lol Newlax: what about british ideology_sniffing_raccoon: monkaW ONLY ENGLISH monkaW ONLY ENGLISH Santiago_LHC: Mod me, I’ll time them all out numinousloop: do you play poker george? pinkcichlid: sorri gorge my england is bed WEEEEEEEELL_ITS_KNOCC_OUT: Speak American KKona eldac_kno: it was ukranian adamcernycz: KKona alexanderrrrr: englad is my city I2btw: su- or nord british? pwnbutt: @georgehotz did you find a way to beat the corona? 🙂 sceptix1337: and if it werent for team 10 mr_stochastic: Is he trying to implement MuZero? sorin_chebac: england is in france foti_kasparov: france is in london calcmath: yes he is trying to implement muzero for inverted penduulum GandalfTheGrayOfHell: I thought englang was in Uganda robonhansonem: @pwnbutt don’t be older than 60 eldac_kno: George is insecure about russian hackers mocking him on twitch iiiiiiillllliiiill: i wish he would go back to coding the vaccine sorin_chebac: can u create a texas holdem bot mr george? eldac_kno: he wasnt coding the vaccjne pinkcichlid: georgehotz sorri my england is bed calcmath: protein folding took too much compute I2btw: I’m happy he move on the the next task. After fix corna with AI calahat: What’s up? What’s happening, Newlax: I only speak in twitch terms SwiftRage iiiiiiillllliiiill: @eldac_kno he was and he was going to upload it to github ez_clappers_: @georgehotz can we get an anti-govt rant I2btw: gretCreep eldac_kno: no, he was just learning about corona I2btw: ohhh St47ik: MuZero finds corona vaccine PogChamp robonhansonem: Muzero learning CartPole be9ns: thoughts on the alphaGo doc? NV17: Dynamics? ELI5? eldac_kno: MuZero learning to hack omniilismo: whats that pdf viewer? fa7c0n: !today robonhansonem: @be9ns Nothing you have not read before. Kinda interesting to watch anyway logi6000: remember when george played mibecraft sceptix1337: minecraft lets play pls I2btw: The only use case for PDFs is to extract official document layouts and logos. Just saying wasphy: hello; What do you know about gwern? sceptix1337: oh no number go up NV17: geohotz made by iPod touch better during my childhood Newlax: fold protein pls calcmath: widen your neural nwtowrk

fa7c0n: what are we doing today? St47ik: NUMBER BRO GO DOWN PogChamp sceptix1337: local minimum go brr grekler3: PogChamp ? eldac_kno: the only use for PDF is export of your LaTeX for normies xeeton: yo, what’s an appropriate timestep value when you apply this in cartpole? St47ik: PogChamp PowerUpR fabriziobertoglio: somebody understand this? CozyDinoKigu: Put number – 1 Kappa sceptix1337: 1000q St47ik: Number goes BRrrrr gamerguy009: PogChamp PogChamp PogChamp Mertkulek: Why you are using chromium I2btw: LaTeX have a total visual brain calcmath: numner is is his neuralnetworks loss function robonhansonem: Once I get some tea I will sceptix1337: rainbow ball go brr logi6000: @mertkulek its ungoogled. jts really nice j use it too fabriziobertoglio: adding an action to hidden state sk-1? Newlax: rant about government pls pinkcichlid: what chair is that? I2btw: Can i get pass Myth+ 28 in WoW with this tool? Joooooooooonas: how long is he streaming guys ? gamerguy009: Trump2021?/?/? LOL Joooooooooonas: or since when pinkcichlid: MAGA sceptix1337: rand paul 2020 eldac_kno: stop politics plz grekler3: yo its going down PogChamp robonhansonem: Governmental decay is inevitable. Ranting is only a palliative measure swagettiyolonaise69: drink bleach pls CozyDinoKigu: the number so down we cannot see it on the screen xeeton: @pinkcichlid Herman Miller Sayl danrod43: i accumulated a batch earlier u get me sceptix1337: number go way down I2btw: geishaaKappaLisa Newlax: George for prez? logi6000: anyone else see the chargers fire new unis NV17: how did he learn to jailbreak? pinkcichlid: xeeton looks confy but if it herman must be exzpensive ( RazielSaysNice: a fellow The Front Bottoms listener, never would’ve expected it from you lol fabriziobertoglio: is the output number the reward? duckofdoom12: it do go down sceptix1337: hell yeah cooking stream eldac_kno: thoughts on Winograd Schemas? robonhansonem: @swagettiyolonaise69 We should put bleach in our water supply to prevent pathogen growth beastars_is_best_anime: moon2BRAIN smart things fearofcode: closing the renderer doesn’t work on his machine either LUL FargioFarmani: Can you turn on TTS? sceptix1337: sudo killall goochofanubis: oG af robonhansonem: @eldac_kno Saw this take on Winograd last week: https://deponysum.com/2020/01/16/recent-advances-in-natural-language-processing-some-woolly-speculations/ Broodfinger: Broodfinger subscribed with Twitch Prime eldac_kno: thanks man duckofdoom12: them some good numbers sceptix1337: learning rate too big Streetmaniac: what is he working on logi6000: ha geos computer go brrr masters8: Read the title bro swagettiyolonaise69: he’s asking as if anyone understand wtf hes doing FlySeddy: FlySeddy subscribed with Twitch Prime Streetmaniac: lmao Newlax: pogchamp 74c55639: @georgehotz do you understand the fundamentals of reinforcement learning?

robonhansonem: @Streetmaniac MuZero CartPole FlySeddy: PogChamp PogChamp Streetmaniac: ok so hes trying to get an AI to balance the stick Streetmaniac: yes? CozyDinoKigu: that it robonhansonem: @Streetmaniac You got it robonhansonem: CartPole is considered AI complete calahat: !uptime RexRothx: SourPls N3wl34f: SeemsGood lucianoxo: yo in middle school you were the reason i got all these girls, i had that jailbroken ipod touch masters8: y’all viewers are retarded, peace calcmath: u is reward fabriziobertoglio: a model u god_damn: @masters8 its true, i’m straight up braindead rafplicz: nice κeyboard, what is it? grekler3: u = Ligma i think eldac_kno: Yu is a guy’s name eldac_kno: remember Rush Hour 3? Who is you, me is Yu logi6000: we got scammed on our winter in philly. no snow at all ak0ya_: u is a reward

ak0ya_: it says in the caption if the figure anguscupcake: consoom god_damn: LMAOOOOO danrod43: TRUE marcosneeroo: LUL whichtom: reddit is wild okeeeeeee: LUL Caje_Vi: are u the new north korea dictator? FlySeddy: LUL LUL eldac_kno: favoruite Rush Hour movie? fabriziobertoglio: 😀 god_damn: thankyou kind stranger, upvoted danrod43: reddit is such a cesspool anguscupcake: huge echo chamber hiredguns: god bleaa postmodernism, everything facist Ne0Zer0: LUL RexRothx: CONSOOM I2btw: nice sub Ne0Zer0: thats arguably the best sub ideology_sniffing_raccoon: monkaW ideology_sniffing_raccoon: monkaStare danrod43: 4chan 29% lol vloood: reddit is cringe dude ideology_sniffing_raccoon: LUL byte_baron: oh my god lol god_damn: something something based something byte_baron: that tara reade one is brutal grekler3: Content finally PogChamp exaccord: carful TOS Ne0Zer0: LUL Keyeh: monkaTOS robonhansonem: Best Reddit is https://www.reddit.com/r/SubSimulatorGPT2/ danrod43: this isn’t bannable danrod43: plus no one’s watching LUL I2btw: kaceyHEH ideology_sniffing_raccoon: Believe all woman except when they come after top democrats LUL parasite_is_a_snakee: 4Head 4Head 4Head eldac_kno: fav Jackie Chan movie? ez_clappers_: @georgehotz can we get n anti-govt rant Keyeh: the m16 are ready 5GToren: he has that exploit sniper Penguino138: George Hotz: “Just like you don’t talk about having sniper rifles in your closet” r00tkey: Of course corona lock-down is stupid. NotLikeThis foti_kasparov: Reddit have some big losers and douchebags in there radino321: kim jong un died according to tmz suav12: TRUE grekler3: TRUE scenic9: Internet superman danrod43: ANY PREPPERS? KKona robonhansonem: Any sufficiently advanced crime is indistinguishable from sovereignty

suav12: blockchain Pog scarbromangler: so i come on here expecting bioinformatics and get RexRothx: Woke take, bro scarbromangler: this PhosphoricAcid: same fabriziobertoglio: Government will fight Blockchain scarbromangler: ok here we go Penguino138: The Ice byte_baron: make an ML gubbermint, the algorithm will tell us what to do whichtom: werent you meant to stop eating ice 5GToren: u didnt want the iceblock? foti_kasparov: blockchainianism byte_baron: just ML it fabriziobertoglio: Blockchain can not scale right now .. Bitcoin can not replace Mastercard … Unluckily ᅟᅟᅟᅟ: LUL bsx1123: Omg he is chewing ice again foti_kasparov: LUL Mariosavitch: hello mr hotz grekler3: LUL okeeeeeee: XD whichtom: thats going to be excellent to clean out alionthealien: whats that radino321: yes me foti_kasparov: Those drone shots Oligomineral3: awesome Mariosavitch: no marcosneeroo: LUL ido_nvidia: that’s fucking stupid duckofdoom12: haha bulldozer go wrrrrrrrr smurfd0: ge’s litterarly playing in the sand box ᅟᅟᅟᅟ: quarantine… CarlSmile rustduck: KKona hell ye sobol55: hell no r00tkey: fuckin stupid jakuhor: best thing is it attracted bikers :DD bubthefi5h: Lolol PhosphoricAcid: Their take on gun control is just as hilarious ido_nvidia: like the 2 kids still using the skate park are a real threat anguscupcake: looks like a nice park airinspiration_: LUL I2btw: kaceyHEH fabioitout: where are those parks?+ suav12: POOLS CLOSED PhosphoricAcid: pools closed dr_set: how do we keep the dummies in check without the goverment? ido_nvidia: lmao Mariosavitch: lol ideology_sniffing_raccoon: SHOW US iswoqqe: LUL fireposeidoncx: leaked Sycto: Swimming in your bathtub is the new thing SparksCx: LEAKED foti_kasparov: Neighbor peeping SparksCx: I KNOW WHERE YOU LIVE I2btw: GPS JPG kaceyHEH purpaleslushiii: @georgehotz bruh u want corona DasMastah: High tech solution Penguino138: Quality content i love it SparksCx: True fireposeidoncx: leaked whichtom: liability bs joaosena1: FailFish SparksCx: @fireposeidoncx nice name Palmatoro_vg: Top recommended books? @georgehotz 5GToren: move to the app on the other side xD PhosphoricAcid: george karen anguscupcake: just consoom 5GToren: wave wave suav12: mizkifW yo powerofpickle: karen hotz alionthealien: lmao revealing government darkest secrets on twitch Quad___lol: @Palmatoro_vg bible Penguino138: @georgehotz Are you gonna get an apartment where you can smoke weed?

foti_kasparov: Edward Snowden tryharders robonhansonem: How do we make govt not a joke? duckofdoom12: putting police in place < haha bulldozer go wrrrrrrrrrrrrrrr eldac_kno: thoughts on Winograd Schemas? arhamkaiser: steve jobs or elon musk Penguino138: Phagophagia grekler3: no government ? LUL whichtom: make the majority of people not morons RexRothx: Is he in Cali? Tekrific: at this point it feels like a bad simulation where the programmer is fucking with us Penguino138: *Pagophagia ralphielaurence: open source data driven govt whichtom: democracy is working as intended, its just most people are idiots SparksCx: lol rustduck: true powerofpickle: Do you do low level stuff anymore? gamerguy009: Are we a simulation? Penguino138: Why is Idaho the most interested in Corona? We have less than 2k cases here lol jakuhor: why there are 2 political parties in US Kappa fabriziobertoglio: I agree on coronavirus rene7551: which hip hop is the best vs corona? suav12: nash equilibrium monkaW powerofpickle: Will we reach herd immunity before a vaccine? jakuhor: yin yang gamerguy009: I dont want this to end yo_zayden: Bro I'm a big fan and a follower but non sub am i allowed here brother jakuhor: :DD Mariosavitch: true suav12: kill monkW foti_kasparov: @yo_zayden Get out robonhansonem: Median voter theorem ideology_sniffing_raccoon: Two parties LUL it's just one party SparksCx: yin and yang fizziblytwitching: the point is that you have two parties that are so similar that when the people want to give the government a kick you cna elect the other to do the same thing in a different suit suav12: @yo_zayden plebs unite JakeWoodruff20: a technocracy is coming soon!! scarbromangler: how often do you masturbate airinspiration_: :( dr_set: what about the green and the libertarians parties? There's more than 2 parties, but nobody votes for them crabby_clink: riopYolo ky0jinjaeger: @rene7551 nas is fitting, especially ny state of mind 5GToren: do you watch pron jasondesante: some have bigger dicks freshsoclean: lul okeeeeeee: nice try LUL SparksCx: I AM NEVER GIVING YOU MY SUB :) qubitmanipulator: because I'm smarter with my money leDryPotato: ok im not falling for thiss LUL anguscupcake: that makes a lot of sense yo_zayden: @foti_kasparov did i asked you P**** danrod43: have you seen invadievie's take on subscribers? logi6000: @jasondesante yes airinspiration_: Im gonna sub rn foti_kasparov: Meritocracy alxhotel: :( I2btw: mcretPAB mcretPAB mcretPAB fabriziobertoglio: I agree. Subscribers are better SiNNER_ontwitch: lol axlebear: PogChamp eldac_kno: subscriber chad fabriziobertoglio: Just Subscribe r00tkey: Better in what sort of way? SlowDeluxe: so are we gonna invade north korea ? looks promising CozyDinoKigu: i dont know why but i feel a sudent desire to click the subscribe button PhosphoricAcid: never subbed, never donated, adblock on, stolen laptop, neighbors wifi Akandesh: time to get my moms credit card ar2zee: What is the best move in your opinion Goverment should takes now ? Penguino138: That was the best Aside of any stream jasondesante: thank you george for subscribing to my channel arhamkaiser: whats the religion that makes the most sense jasondesante: jasond711 jasond711 jasond711 jasond711 alxhotel: Better in the sense of richness fabioitout: just do it fizziblytwitching: Better for george robonhansonem: Have to get to work. PM me when Hotz triggers the intelligence explosion gamerguy009: Gift me a sub fabriziobertoglio: I m poor, can't subscribe... literally corona virus killing everything logi6000: @phosphoricacid the free life ideology_sniffing_raccoon: RIP kim jong un LUL PhosphoricAcid: @logi6000 some call me a free spirit

gamerguy009: PogChamp PogChamp PogChamp fabioitout: So, you think society is meritocracy driven, and not by luck? Bentipe: lamans1Fogo freshsoclean: mat ops research anguscupcake: your ability to succeed in a meritocracy is largely affected by genetics whichtom: RL is a super interesting field, but the research is mostly lame gamerguy009: Society is fat and disgusting robonhansonem: Merit is mostly genetics. Genetics is luck ky0jinjaeger: imagine being so fat that you unintentionally kill yourself in your mid 30s SlowDeluxe: anybody knows why he is using degoogled chromium ? freshsoclean: …. up to SparksCx: its easy its whichtom: ‘we achieved new SOTA on x atari games’ and deepmind lying saying they solved SC2 fabriziobertoglio: @georgehotz … I believe they just mean a range fabriziobertoglio: @georgehotz a1, a2, a3, …, an fabioitout: Yes, i think so it is all about luck axlebear: fricken dot dot dots Mariosavitch: … means “did you just really say that?” fireposeidoncx: what are you trying to do? PhosphoricAcid: @ky0jinjaeger I’m bulking bro Joooooooooonas: @SlowDeluxe maybe cause chrome is good and google is bad anguscupcake: permabulk blueberryguac: blueberryguac subscribed with Twitch Prime. They’ve subscribed for 2 months, currently on a 1 month streak! I am better than all of you gamerguy009: Duck duck go moizai: how’s life going rustduck: i prefer firefox anguscupcake: firefox f12 is so slow tho whichtom: wait muzero cant even perform for games with highly sparse rewards SlowDeluxe: @Joooooooooonas sure but i read that its only one guy patching it so i was just wondering about the security level of the browser SlowDeluxe: privacy > security ? gamerguy009: Write some ransom ware moizai: is comma still working right now 74c55639: i prefer firefox, because it was written in Rust. Just wanted to join the idiotic conversation ky0jinjaeger: damn, kimmy boy would’ve been ripped if he had the time to lose weight BibleThump fizziblytwitching: Fix values? fizziblytwitching: Lame comment fireposeidoncx: rip kim jong un zennydmt: he died? Musashhhi: comma10k, you can work with comma too kektobiologist: link to thr paper? parasite_is_a_snakee: r.i,p joe rogan BibleThump fireposeidoncx: @zennydmt apparently arhamkaiser: rip kim jong whichtom: ya ive submitted PR to comma10k already arhamkaiser: bong zennydmt: @fireposeidoncx i dont see it on cnn SlowDeluxe: @zennydmt apparently he is in a vegitable state after a botched heart surgery SparksCx: is gonna explode fabriziobertoglio: E[ut+k+1…].. do you guys understand this? kektobiologist: nvm got it nsielicki: Hey George, can you talk a bit about the state of Qira and what needs to be done to get it working on python3? Willing to do the work just don’t know where it’s at. Thanks arhamkaiser: rip kim gamerguy009: Rip tom hanks whichtom: I just wish gym documentation was good fireposeidoncx: rip kim arhamkaiser: rip kim jong long tong

SparksCx: what happened to kim arhamkaiser: ded arhamkaiser: reportedly swagettiyolonaise69: is he dead ? arhamkaiser: tmz SparksCx: its confirmed? fireposeidoncx: kims death is a huge loss for society gamerguy009: PogChamp PogChamp PogChamp PogChamp 74c55639: “Other unconfirmed reports, attributed to senior party sources in Beijing, said an operation to insert a stent went wrong because the surgeon’s hands were shaking so badly.” arc12__: he is in a vegatative states swagettiyolonaise69: i dont think he does vegetables gamerguy009: Celery state lol fabriziobertoglio: i is time … why not call it t like in the book arhamkaiser: apparently his heart surgery was botched kektobiologist: 0 to 100 real quick St47ik: PogChamp Lathendros: @georgehotz thoughts on transhumanism gamerguy009: SeemsGood St47ik: Decentralized governance PogChamp Mariosavitch: have you read john lock? swagettiyolonaise69: AI government overlord gamerguy009: Pacemakers fabriziobertoglio: i don’t understand why he is multiplying i*3 because as my understanding i is the t for time .. each next step is t+1 parasite_is_a_snakee: @georgehotz ppl dont care who is controlling the strings as long as they can consooooooooooooom Kreygasm WhispyHerc: george can you explain what your’e working on? sorry im a noob not sure what this is dr_set: I want a benevolent AI tyrant YellowSnowman_23: YellowSnowman_23 subscribed at Tier 1. They’ve subscribed for 2 months! grimers: why is chat talking about kim whichtom: whats your reward function though? arhamkaiser: cause he died SparksCx: @grimers they say he is dead arc12__: kim kardashian St47ik: Kim possible oversum: jupyter notebook is nice fabriziobertoglio: what is gamma? fireposeidoncx: kim is dead SparksCx: no arhamkaiser: no DzyaN_: Rip kanye Penguino138: I was the first sub today 😀 gamerguy009: Dont touch your face SparksCx: D: gadean: gadean subscribed with Twitch Prime Penguino138: Welcome new subscribers rustduck: D: ☝️ Den_dp: I’ll subscribe if you start hacking Kappa grekler3: i hacked this Pog SparksCx: I AM STILL HERE 🙂 PhosphoricAcid: you have no power here DzyaN_: Ez Hypheus_: dead chat PepeLaugh SxRS2: LUL routerkicker: routerkicker subscribed with Twitch Prime. They’ve subscribed for 5 months, currently on a 2 month streak! HopZe: HACKERMAN PogChamp YellowSnowman_23: YellowSnowman_23 is gifting 5 Tier 1 Subs to georgehotz’s community! They’ve gifted a total of 5 in the channel! garydsmith1: yo i am a sub!!!! YellowSnowman_23: YellowSnowman_23 gifted a Tier 1 sub to bsx1123! YellowSnowman_23: YellowSnowman_23 gifted a Tier 1 sub to eeXecute! YellowSnowman_23: YellowSnowman_23 gifted a Tier 1 sub to Mint2bSpiced! YellowSnowman_23: YellowSnowman_23 gifted a Tier 1 sub to apolybus! YellowSnowman_23: YellowSnowman_23 gifted a Tier 1 sub to eldac_kno! Checkmate624: yo nice garydsmith1: yo man gift me a sub? grimers: hboxA hboxB hboxB hboxB hboxC sectionmp: sectionmp subscribed with Twitch Prime dorkmo: ShowLove1 lanyxqt2: Lol Checkmate624: you can buy a message in sub only mode with bits buddhm: Dodged

Penguino138: @georgehotz has the divine right to ban garydsmith1: you can redeem a sub only message Mobius5: WHICH K3YB01RD do you have???? swagettiyolonaise69: kim is ded okeeeeeee: subing to a millionaire Kappa localcanofdutchgold: never subbed, never donated, stolen laptop, neighbors wifi, gifted sub, ez clap mmi18: i can type in sub mode ! Hypheus_: :crab: kim is gone :crab: Checkmate624: I just want the train to go further Penguino138: You spend 430 twitch points and it lets you message if it is in sub only mode abedbawsxx: Sub mode LUL parasite_is_a_snakee: LOOOL IM NOT A SUB AND IM SPEAKING CXXX TriHard garydsmith1: why did this happen tho? sub only mode? fireposeidoncx: stop this dictatorship Mariosavitch: no SparksCx: NO YOU DON’T GET ANYTHING 🙂 Talgathy: Free the peasants cheesemanuchiha: im in the gulag mritzing: twitch gets money for twitch points, ads are worth more when they can prove the viewer is there Checkmate624: Why would he turn off high quality chat mode lol mmi18: i think 1 twitch point is equivalent to a bucked of oil grenaderaven: whats a sub garydsmith1: we just need to watch your videos and we get points Joooooooooonas: you get them by watch time abedbawsxx: Not only i’m going to type in a sub mode, but im also going to ask for the k3yb4ard LUL numinousloop: who are your favorite engineers to collab with Penguino138: I think the chat may be higher quality in subs only mode norB88: norB88 is gifting 3 Tier 1 Subs to georgehotz’s community! They’ve gifted a total of 16 in the channel! norB88: norB88 gifted a Tier 1 sub to powerofpickle! norB88: norB88 gifted a Tier 1 sub to forklifting1! norB88: norB88 gifted a Tier 1 sub to T3chHS! Penguino138: ayoooo hype garydsmith1: gift me a extra month of subs? lanyxqt2: have you ever played videogames? or is it something you’ve never been interested in? Waldoqq: imagine not being a sub Waldoqq: imagine being so poor to not be a sub LUL St47ik: i was a sub and now i’m broke 🙁 garydsmith1: imagine not having a credit card to pay for subs garydsmith1: thats me tho bigie: what is mu zero? (model based/free, TD or monte carlo) Checkmate624: Can we get level 5 train? 0xnan: just use my points garydsmith1: yesssss cheesemanuchiha: monte ricardosmf: suuup ak0ya_: why only sub mode?? garydsmith1: higher qulity chat Lost_x_Echo: Lost_x_Echo subscribed with Twitch Prime

Avelansh: You can’t silence us all 🙂 Checkmate624: It’s reverse taxation without representation cactusvacuum: income, sales, capital gains, or what? abedbawsxx: Remove sub mode you semite Kappa Mariosavitch: you just straight up assumed federal income taxes is ok? St47ik: Blockchain proof of tax voting PogChamp Checkmate624: De-centralized voting? Weird Den_dp: so poor people will never get a chance to pick his/her candidate and change situation RexRothx: Why not just make it landowners-only voting, while you’re at it SparksCx: i am back 🙂 bigie: bigie subscribed at Tier 1 Checkmate624: @Den_dp poor people still pay taxes though, right? grimers: cool Ne0Zer0: PogChamp engineererik: Danke marcosneeroo: o St47ik: pls don’t be low quality chat NotLikeThis arc12__: could some one gift me a sub please bigie: come on i just subbed dude BootsForCats: so people on wellfare can’t vote? SlowDeluxe: Pog? norB88: Choo Chooo HypeRacer SparksCx: @bigie LUL cheesemanuchiha: liberate me daddy DzyaN_: freedommm mero_1181: Voting is not enough incentive to have people paying taxes Penguino138: We can only discriminate towards non-subs :p neilsweb: Only people with cherry brown keys should be able to vote parasite_is_a_snakee: @bigie rekt 4Head Ne0Zer0: the bar is private tho fireposeidoncx: welcome back plebls Lost_x_Echo: Choo Chooo HypeRacer Den_dp: @Checkmate624 yes, but I can imagine some situation where they are broke and can’t do that bigie: I would like a refund please LUL cheesemanuchiha: @bigie LUL St47ik: proof of steak voting Kappa filipeoliveiraa: 🙂 anguscupcake: only people with HHKB can vote nsielicki: I mean this country was founded on the principle of one vote per tax-paying family, enforced through the notion that land ownership represented that swagettiyolonaise69: worst idea ever garydsmith1: George whats the most illegal thing you have done? pirate a movie? nsielicki: It’s really what the country was founded on bigie: is that basic cartpole? henistein: How worth is learning assembly nowadays? arc12__: we shouldnt look to the past to find out whats right St47ik: @arc12__ why not? arc12__: black people coulnt vote whichtom: abolish the federal govt so states are independent and act more like the EU mmi18: so then rich people have the power? grekler3: D: Wtf

St47ik: droogz Kreygasm Checkmate624: @arc12__ so we look to the past and learn not to do that Waldoqq: god I love this stream grimers: dude weed lmao beltez: yoooo george ! fabioitout: You are not forcede enter Apple, you are forced enter this fucking planet nsielicki: It’s a great idea but it’s politically untenable. Less than 50% of the population is tax positive — that’s a fact — it’s what Mitt Romney got in shit for in 2012 but he was 100% right when he said it arc12__: yeah thats fine xeeton: keep it up george we believe in you arc12__: i meant look to what the founders said whats right nsielicki: We’re already far off the cliff of unsustainability when it comes to tax granting representation RexRothx: What’s his job/main source of income? Leleckoo: !uptime whichtom: the world the founders lived in was far different to today okeeeeeee: true St47ik: Skin in the game PogChamp ayy420stillnotbanned: brain draining india fuck yeah Avelansh: Why would you want to go to America in the first place highflyer_nl: pay to play? SparksCx: but they think, that will displace US citizen workers @georgehotz parasite_is_a_snakee: @georgehotz what about asylum seekers? nsielicki: > imagine not thinking America is the best place to live in the entire world parasite_is_a_snakee: @georgehotz fuk em 4Herad ? arc12__: if the education system gets fixed, so does our democracy St47ik: @highflyer_nl contribute to play Mariosavitch: Hotz 2020. Break the simulator. Vote Today ayy420stillnotbanned: @Avelansh lol yeah stay in india pajeet, sure that’s your own choice and not that your visa got rejected numinousloop: how good of a proxy do you think money is for value add? sounds like you think it approaches 1:1 parasite_is_a_snakee: @georgehotz what about refugees whichtom: some american industry is the best in the world by a huge margin mmi18: but what if we only let non tax payers vote? grekler3: @parasite_is_a_snakee same principle okeeeeeee: ye ok the brain draining of other countries is also a valid counter argument 󠀀 parasite_is_a_snakee: @grekler3 how do u know if a kid from syria going to add value Avelansh: @ayy420stillnotbanned good story St47ik: @georgehotz how about tax havens/evasion NotLikeThis fireposeidoncx: america is literally the last country one would like to live in aaddrr: why @fireposeidoncx whichtom: thats like, your opinion man ak0ya_: @georgehotz bigie: @fireposeidoncx categorically false but ok whichtom: american aerospace industry is the best in the world bar none phennessey: Did the protein ever fold? ayy420stillnotbanned: @fireposeidoncx back to /r/chapotraphouse tr4nn y mero_1181: Democrats pay more takes okeeeeeee: whats the deal with brain draining weak countries ? @georgehotz neilsweb: Are you going to invest in a better quality bed? You need to take care of your back mero_1181: By definition Checkmate624: @parasite_is_a_snakee I think one solution could be that immagrants seeking asylum have a waiting period after immigration where they don’t have to pay taxes, so they can find a job initially nsielicki: The rate of expatriation in the united states is evidence that Americans don’t want to live anywhere else aaddrr: fuck sleeping bruh whichtom: its such a huge country with such variety m3m333: what do you think about corporations that avoid paying taxes St47ik: ^ Checkmate624: ^^ arc12__: value added tax fireposeidoncx: @aaddrr trashy health care, cities are dirty, education is bad robonhansonem: Land value tax is the best tax numinousloop: democrats dont think money is a good proxy for value parasite_is_a_snakee: @Checkmate624 why do they need to find a job when they can get food stamps TriHard RexRothx: Why would the voting population then vote in the interests of the poor, then? arc12__: VAT + UBI

MABunglawala: anyone know what’s his upcoming project? mero_1181: What if you don\’t cactusvacuum: i don’t understand why all the libertarian tech folks don’t all move to some place like idaho and setup the kind of utopia that a rich, educated, and forward thinking community would create mero_1181: Have a job? mero_1181: What if you don’t have a job? ak0ya_: You can just suggest UBI to people to buy their voting rights Major_Spicy: 69% of political parties funding from… TheThing Checkmate624: @parasite_is_a_snakee that’s true, if they’re living off government support, do they pay taxes on that government support which is funded by taxes? seems like a weird loop anguscupcake: utopia is a myth MABunglawala: @cactusvacuum that be dope asf St47ik: from MuZero to taxes 4Head mero_1181: Are you going to vote or not? ayy420stillnotbanned: myths are utopic aaddrr: @fireposeidoncx i am actually trying to get a green card im from spain anguscupcake: lol they are maxschneider96: maxschneider96 subscribed at Tier 1 ayy420stillnotbanned: @aaddrr chaco rubio no te ballas robonhansonem: There exists utopias that don’t violate physical law. Navigating to them is the hard part ayy420stillnotbanned: *chacho whichtom: ya I want to move to the US also but I need a PhD first Vistor1001: wtf is up with this kim jong un shit is he really sick robonhansonem: What policy is he talking about? nsielicki: @georgehotz it depends on the federal money that each state takes St47ik: @Vistor1001 very sick beltez: is dead fireposeidoncx: @aaddrr stay in the EU! It is way better here Junki4: jinni1 jinni1 nouryqt: heya smurfd0: it dumbs it down for people mhammad123: hi gro how is u okeeeeeee: they mostly do it in USA Jake_Miller_: @fireposeidoncx wut, are you kidding man Mariosavitch: go read john lock for your answers niko174_: Здравствуйте jacolack: wdym skin in the game? joaosena1: tadeBOMB tadeTACO Jake_Miller_: @fireposeidoncx from italy, damn this place aaddrr: @fireposeidoncx business oportunity is shit in EU i think though ayy420stillnotbanned: @Jake_Miller_ he’s some moron from some commie discord mero_1181: It’s not democratic St47ik: @jacolack look it up Checkmate624: blue states on average are richer, but I would guess republicans have more giant coporations that bring in a lot of revenue Killeraing: thanks fo reminding me why i want to code Killeraing: gnite Muaaath: what is he doing? data science? whichtom: some reinforcement learning stuff arc12__: most fortune 500 ceos are dems Jake_Miller_: @ayy420stillnotbanned ohhhh, ok ty man yevenesh: @georgehotz are u livin in silicon valley? fireposeidoncx: @Jake_Miller_ free colleges, good healthcare, financial support from the government, less crackheads for all those reasons the EU is a much better place to live in SparksCx: its la whichtom: he’s in SD iirc ayy420stillnotbanned: @yevenesh san diego Checkmate624: oh nvm, I assumed median radu3521: What is he working on? parasite_is_a_snakee: @georgehotz has anyone ever told u .. u walk like a penguin PogChamp robonhansonem: @radu3521 Muzero PoleCart fillmyvoid: I disagree with that, because the spirit that should be echoed involves the idea that everyone ought to have skin in the game, and can have skin in the game. If we lose that then we lose more than just how voting works ayy420stillnotbanned: @fireposeidoncx financial support in the form of 40-50% taxation top kek Checkmate624: @radu3521 looks like a chess bot? but I’ve been watching 20 minutes and I still don’t know xeeton: @radu3521 muzero implementation for cartpole parasite_is_a_snakee: hee walks like a penguin 4Head aaddrr: @fireposeidoncx financial support from the goverment? am i missing that? nouryqt: no FeelsBadMan okeeeeeee: at under 18 over 99% are still net negative LUL Jake_Miller_: @fireposeidoncx I see you like pay taxes for politician, wow radu3521: @xeeton i dont understand what that is :)) radu3521: is the first time i tune in

xeeton: an AI thing that balances a pole maxschneider96: Just subscribed! Hope u´´ ll make another bioinformatics video soon – from a drug discovery student robonhansonem: Children a public goods. Give parents a cut of their future kids income tax nsielicki: can you talk about what needs to be done to fully get qira off python2? Willing to work on it just don’t know what’s the hold up ky0jinjaeger: I think I kinda get what u mean, it’s a problem in the Balkans, huge public sector which consistently votes for party which will keep those jobs alive arc12__: ubi mikey9988: the rona vote monkaW ayy420stillnotbanned: anyone can vote in america they aint asking for ID fireposeidoncx: @ayy420stillnotbanned you wont pay 50% taxes unless you are a millionaire Checkmate624: but when you’re under 18, you still have to pay income tax, even though you can’t vote, which is wack robonhansonem: Select leaders with random sampling and standardized testing bigie: technically not radical but it will be labeled as one phennessey: All I want to know is if the protein folded okeeeeeee: so your discriminating towards dumb people ? Kappa @georgehotz ayy420stillnotbanned: @fireposeidoncx nope you’re paying 46% on average, not saying only income but all taxes Checkmate624: @okeeeeeee real life discriminates against dumb people bsx1123: you vote anonymously ayy420stillnotbanned: ppl making $45k a year are paying that robonhansonem: Sortition applied to top 1% SAT scores Jake_Miller_: @okeeeeeee i think it’s called evolution arc12__: how would value that a person generates be measured ayy420stillnotbanned: 45k pretax okeeeeeee: ye it should be like that, it was a joke jakuhor: @arc12__ money, free market can value everything fireposeidoncx: @ayy420stillnotbanned where do you live? It varies quite a bit between the countries AleXander1022: what’s up dude? how are you ? aaddrr: @fireposeidoncx where do you live Xanor: bailout the bars’ ayy420stillnotbanned: @fireposeidoncx spain, it’s below the average tho, around 38% teerv: rich people use less goverment founded resources fireposeidoncx: @aaddrr germany bobsmash: geohot for president PogChamp whichtom: a big change would probably be mandatory voting so turnout is >55.7% which is a joke AleXander1022: Geohotz will be a good president yeah !!! Checkmate624: and most of the missing voters are the young population engineererik: In germany, people who earn more than 54,000€ have to pay 42% arc12__: voting should be online St47ik: @arc12__ nah too risky whichtom: mandatory voting else fine, that’ll give people motivation Checkmate624: young people not voting is one reason people attribute to bernie doing so poorly arc12__: when we have the technology teerv: @engineererik yeah put if you have a company and pay it out like a dividend what is the tax then Den_dp: that’s like a derivative of a people opinions fireposeidoncx: @engineererik are you from germany? St47ik: LUL

Jake_Miller_: @engineererik yep, italy 41%, also over 75k 43% engineererik: @fireposeidoncx yeah SparksCx: lol ayy420stillnotbanned: @engineererik and that’s only income, plenty more taxes around definitely place em over 50% fireposeidoncx: @engineererik ehrenmann bigie: have you seen the covid-19 tracing from google and apple? Xanor: vote yourself whichtom: why? you have skin in the game? its in your best interest to vote Penguino138: george looking comfy af zyrax222: im voting george then arc12__: the electoral college is pointless eeXecute: Thank you for the gifted sub yellowsnowman engineererik: @fireposeidoncx zumindest bin ich hier nicht alleine aus Deutschland^^ maxschneider96: @fireposeidoncx where abouts in germany? I used to live in munich rinaldo1818: @engineererik richtig logi6000: im back fireposeidoncx: so viele deutsche hier 😀 maxschneider96: österreich aaddrr: is frankfurt good to start a business? engineererik: @rinaldo1818 noch so einer 😀 okeeeeeee: was los maxschneider96: österreich-UK logi6000: should i play madden or should i work on something fireposeidoncx: @maxschneider96 bin aus münchen rinaldo1818: Germany-BLN engineererik: @fireposeidoncx ich aus Frankfurt vruthlessv: RIP Penguino138: germans invading Ne0Zer0: monkaS maxschneider96: @fireposeidoncx nice, hab in schwabing und in garching gewohnt und bin zur TUM gegangen jakuhor: to si jenom myslíš :* okeeeeeee: german is a germanic leanguage, just like english 🙂 Leleckoo: RIP sureom: baguette abedbawsxx: تبا للانقلش porteus: KKona zyrax222: nederlanders? mikey9988: KKona Clap MrStereoX: i missed you where have you been ? @georgehotz bigie: i don’t know mu-0. does it have a replay buffer ? beltez: no puedo hablar español Jorge ? teerv: SKÅL Muaaath: اتفق Nedeljko99: yo yo rshelat97: george xenophobic? radu3521: da mai dute in pizda matii arc12__: konichiwa iiiiiiillllliiiill: @georgehotz did u hack kim jong un? frehdo: english is not germanic? soldierheadsmite: that’s too bad :c logi6000: @abedbawsxx you boutta get fucked Penguino138: @okeeeeeee english is a hybrid of many older languages eldac_kno: you can speak english using characters from other alphabets cylon007: lol Adictos: ye g0nzl: hahahaa Checkmate624: surprising amount of german speakers in this chat beltez: Gracias amigo arisnotle: Ik praat gewoon Nederlands wat zeg jij bigie: why would you do anything in tensorflow man? pytorch is way better arc12__: the printer industry is worse than healthcare industry whichtom: tf is a nightmare aaddrr: its crazy how in twitch you can reach out to such important people so easly whichtom: I’m losing my mind using it ky0jinjaeger: Is spanish hard to learn? aaddrr: @ky0jinjaeger yeah arc12__: how is pytorch better Checkmate624: @ky0jinjaeger I’ve heard spanish is one of the easiest languages to learn from english Tsoding: 160 raiders from Tsoding have joined! mikey9988: un poco KEKW @ky0jinjaeger cactusvacuum: @georgehotz why haven’t you bought land? Ne0Zer0: 160 PogChamp whichtom: yoo dude hello Jannnik: tsoding Pog engineererik: @ky0jinjaeger try out german 😀 bigie: could you talk about mu0 a bit? if it doesn’t have a replay buffer it takes a while to converge. it looks continuous right ? that’s even harder ravenmaster: tsodinJS RAID tsodinJS mikey9988: German is difficult to learn mikey9988: imo

red_plex: working on twitch chess ? whichtom: imo pytorch is just way easier to work with than tf, way easier to read and docs are better Penguino138: We got a raid! Penguino138: Shield wall up! c1tr0n75: c1tr0n75 is gifting 2 Tier 1 Subs to georgehotz’s community! They’ve gifted a total of 17 in the channel! whichtom: and i don’t have to import tf.compat.v2.python.ops.something c1tr0n75: c1tr0n75 gifted a Tier 1 sub to lexxy23! c1tr0n75: c1tr0n75 gifted a Tier 1 sub to roberto_in! eldac_kno: do you think people fundemantally good or evil whichtom: wow nice link bigie: the only way tf is gonna beat pytorch is if this swift thing takes off. i hope it doesn’t. i hate tf and swift LUL robonhansonem: Make your own sauce Penguino138: You can make creamy pasta sauce with milk PristineBanana: butter works robonhansonem: Olive oil. Canned tomatoes. Garlic whichtom: isn’t pytorch more popular amongst researchers tho maxschneider96: He needs some milk Penguino138: I mean I make mine with soymilk, any kind will work bigie: yes but pytorch is in python and python is slow as fuck whichtom: tf might still be used more in industry idk jontowtruck: as someone who’s contributed to tf swift…. it’s not looking too great whichtom: ya true smurfd0: ketchup=almost pasta sause xeeton: also, just make sure the eggs sink in water fireposeidoncx: @smurfd0 true mashafique: What up everyone robonhansonem: @smirfd0 Heresy soldierheadsmite: r u trying to solve a bug? mltsd: !uptime whichtom: contributing to anything tf sounds unenjoyable alabamaman02: george can you give me a virtual high five? spoofyboy: !uptime cj1m: imma give you a virtual smack alabamaman bigie: tf is broken in python at least. they break APIs with each release too. they were the first, definitely not the best alabamaman02: that’s better @cj1m fireposeidoncx: do you guys think george is viewbotting? LJRewiind: hey chat whats he doing today whichtom: they were not the first surely jefft13: i think if he coded the viewbot on stream its fair game norB88: What did you guys think of Wolframs “Fundamental theory”? bigie: first one to offer a “solid” framework

mashafique: I didn’t really look into it but from discussions I’ve seen from other physicists it’s nothing that profound whichtom: what about caffe/theano? thejuror8: @norB88 Didn’t see it, what’s it about ? whichtom: wolfram is an interesting man bigie: tensorflow is easier to work with than caffe. the other frameworks just fell behind and no one uses them anymore whichtom: gotcha bigie: @norB88 i couldn’t understand it past the relativity theory. i hope he’s onto something takkat14: guys, what is the article at the background? mltsd: george do you work on low level stuff at all anymore or do you focus on machine learning qow_: !uptime whichtom: @takkat14 muzero paper thejuror8: Lmao what kind of pants is he wearing takkat14: @whichtom thanks bigie: if it’s 5 in basic cartpole it means it’s basically falling down right? maybe your actions aren’t going through for some reason eksdee_1_2_3: ur not fasting D: maxschneider96: What do you think of Donald Trump´ s suggestion to inject disinfectants? thejuror8: @maxschneider96 What do you thin khe things about it axlebear: Not fasting FeelsWeirdMan thejuror8: *What do you think he thinks about it, what kind of question is that lmao fireposeidoncx: @maxschneider96 it is a good idea Trump knows best #Trump2020 mltsd: i finna inject vodka to kill coronavirus engineererik: @maxschneider96 never heard something that stupid julianus_mh: is this corona stream?

eldac_kno: what s better for newbie tensorflow or theano FargioFarmani: pytorch whichtom: pytorch or keras kektobiologist: this guy has lost his damn mind HHqZz: tensorflow fireposeidoncx: @maxschneider96 rip :d eldac_kno: why pytorch better than tensorflow RedguardWithAids: tf JOPEAR: Hello axlebear: True jefft13: if youre new new id say sklearn honestly whichtom: documentation isn’t a mess majorawpsome: does america have a 2 party system? whichtom: true actually, start off with sklearn maxschneider96: Well that escalated quickly eldac_kno: so theano sucks? whichtom: theano is ancient whichtom: no one uses it anymore bigie: basic cartpole starts at the upright position. if you don’t input any controls it falls down. but your loss wasn’t going down too idk. i have to read up on mu0 thejuror8: Keras is a great way to start smurfd0: the values that f_l_loss is based on, do they seem to align with what they should be or !? thejuror8: Hard to beat mangoxavier: Have you heard the short story called “the egg”? majorawpsome: isn’t it weird that you can still be alive with a somewhat dead brain? costcospizza: yup jefft13: keras is good for nets no? okeeeeeee: lag inDOObitablee: F eldac_kno: brain dead chicken is alive for few seconds robonhansonem: Vote Trump, the lesser of two demented old men! lexxy23: droping frames? Den_dp: F Penguino138: lagggg ky0jinjaeger: F thejuror8: Next slide PogChamp Den_dp: reiraF sheveeee: f whichtom: yea keras is good mangoxavier: Rip thejuror8: @jefft13 Yeah fireposeidoncx: f mashafique: FeelsBadMan whichtom: keras is actually really easy to use eldac_kno: f Penguino138: F jefft13: @whichtom i only see keras for NNs no? finnur: F trenusss: F Penguino138: The fight for CPU usage soldierheadsmite: f thejuror8: @georgehotz Did you try Colab for this kind of stuff ? everytime I have something to run that is on the heavy side I used it, it’s very practical JohnnyWangPepega: f tauzN: F whichtom: @jefft13 deep learning yea superluminal86: apple’s fault maxschneider96: @thejuror8 It was meant to be a provocative question, worked I guess whichtom: General machine learning is ofc sklearn tauzN: SAVED PogChamp mangoxavier: Coming back later mashafique: we back Pog Penguino138: Back again Ne0Zer0: AngelThump alexlucas__: ayyy bigie: sure it can. doing deep learning without cuda fucks the CPU up maxschneider96: back again nice gamester2665: HELLO MR HOTZ Mariosavitch: lol bigie: LUL Ne0Zer0: LUL whichtom: LUL saintmthw: LULW mashafique: LUL ky0jinjaeger: LUL LUL Mariosavitch: Kappa Jpdd: OMEGALUL abk467: sayanoHype LUL Penguino138: Joe biden shut down the stream 😉 danny95djb: LUL logi6000: we back gamester2665: lol gamester2665: <3 fireposeidoncx: lol Ne0Zer0: all powerful joe powerofpickle: However, he is a rapist logi6000: lmfao😅🤣🤣🤣🤣 mangoxavier: Lmao maxschneider96: mate, why so serious? bigie: thanks man i haven't laughed like that in a while ky0jinjaeger: lmao mangoxavier: Hahahaha Penguino138: This is MALARKEY!

mashafique: You didn’t fake cry Geo mangoxavier: Invest in tinfoil maxschneider96: lol abk467: you were just being sarcastic powerofpickle: WHY WHY WHY WHY WHY Mariosavitch: ??? anguscupcake: led street lights are military weapons bro mashafique: POG whichtom: ?? inDOObitablee: wut Mariosavitch: random GiGnX12: ?? teerv: PogChamp anguscupcake: good form Digital_donger: disruptive PogChamp Mariosavitch: tuck your elbows in DzyaN_: cmonBruh mangoxavier: One punch Man U can do it anguscupcake: burpees are where it’s at Ne0Zer0: mmm Kreygasm maxschneider96: @anguscupcake burpees ftw yeah logi6000: apples got you on there botnet. they did it powerofpickle: Training to fight corn pop FargioFarmani: When will you start recording Tiktok videos? bigie: visualize one episode. maybe you’ll see a bug or smth maxschneider96: @FargioFarmani Pls don´t mangoxavier: George did you watch Devs? fireposeidoncx: @georgehotz still a logan paul fan? FargioFarmani: Tiktok is the future flickapotamus: i did not get notification for this anguscupcake: WHAT ARE THOSE maxschneider96: @FargioFarmani dunno, a bit cringey, init? whichtom: Devs looks like a cool TV show but I cant find anywhere to watch it, which sucks premell: what do you think of teslas progress towards full autonomy? Ne0Zer0: LUL mangoxavier: What server to use for project like this? whichtom: big fan of alex garland Talgathy: broken computer unlucky bigie: the fuck maxschneider96: @FargioFarmani I mean I like some videos, but most of them are still cringe ky0jinjaeger: rip apple music fizziblytwitching: stephen – your life loouai: geo I know you hate nonsubs but my country is out of money and i use cash only lately mangoxavier: Whichtom hell yes Penguino138: Don’t forget the pasta

loouai: https://pythondata.com/jupyter-vagrant/ Nelzex: what keeb? Nelzex: haHAA Penguino138: Oh the pasta is done already bigie: why would the GPU be slower ? Den_dp: apple EleGiggle bigie: this guyyy razmastaflex: Are you still in lockdown? whichtom: still lagging? neilsweb: I use fastai , so I use pytorch but don’t know how to use it at the same time lol Ne0Zer0: his macbook is literally imploding Ne0Zer0: LUL whichtom: is the fan dead again? Digital_donger: TheIlluminati smurfd0: do you have an update on obs,i saw some other mac guy who had issues until he upgraded obs Ne0Zer0: Max Powers LUL Joooooooooonas: why doe sit say 0 dropped frames thou xeeton: forget the gov, OBS is the one with all the power Crowz4K: !streamup Crowz4K: !uptime whichtom: about to take off bigie: you need a new PC. possibly one with an nvidia card Penguino138: Mac fans spinnin mangoxavier: console log Mariosavitch: i upgraded obs and shit stopped working too maxschneider96: Anyone from london wanna sesh tonight? routerkicker: lag is better now he’s turned up the fans

Den_dp: new OBS can stream via GPU btw, That’s called NVENC (new) Joooooooooonas: msi afterburner is decent programm to log ky0jinjaeger: F-16 taking off in your room? demonshalo: Thank god I dont have to deal with this MAC shit XD mangoxavier: activity monitor and press CMD+2 anguscupcake: macs have the best displays tho yoloswag360noscope: ANELE GS540: get a pc LUL mashafique: Just download more RAM mangoxavier: or Click the app name and go to services and do app leakage or system trace sceptix1337: tfw geohot realizes apple sucks whichtom: could use google colab? bigie: 20 what exactly ? whichtom: oh huh whichtom: 20 speed whichtom: LUL Ne0Zer0: lmfaooooooooooooooo Ne0Zer0: LUL mashafique: LUL bobsmash: lMAO sceptix1337: lmaoo saintmthw: LMFAO maxschneider96: hahaha whichtom: wow anguscupcake: lol Ne0Zer0: omg that is actually hilarious LUL FargioFarmani: See this about the MacBook: Jannnik: LUL mariusmafius: charge on the right bigie: LUL i didn’t know it was a macbook FargioFarmani: https://news.ycombinator.com/item?id=22957573 mangoxavier: ohhhh battery Penguino138: Joe Biden’s leg hair is the mystery smurfd0: whut, computer needs powerz? Skyshifter: u looking cute today georgie funwayz: plug it to the right! Mantelis0429: LULW whichtom: oh I saw this on HN Ne0Zer0: LUL wow smurfd0: https://i-tweak.blogspot.com/2015/03/disable-cpu-throttling-in-mac-osx.html anguscupcake: damn PeinlicherAffe: left or right side? why two sides? mangoxavier: wow left side isn’t thunderbolt capable usbc? bigie: what the fuck? this is a thing ? OttoCavalry: LUL mangoxavier: Battery monitor Penguino138: hahaha mariusmafius: not me 🙂 triple__m: mod me and I can Kappa OttoCavalry: me 🙂 bobsmash: you need a power moderator mangoxavier: you can set up an alert in system preferences Giammanaco: Hi George from Italy! You are a genius! Ne0Zer0: your fancy laptop should be telling you that LUL mangoxavier: when you get down it will tell you mangoxavier: it’s a check box bigie: I don’t have disposable income to buy a macbook george. my laptops have to work LUL Santiago_LHC: Make a twitch bot that relays your power to chat funwayz: power authority teerv: hotz you are loaded just buy the mac pro 4Head Digital_donger: someone make a chat bot that OCRs his battery Kappa whichtom: mac is pretty good otherwise imo wifestealer_99: Hello George!!!!! wifestealer_99: where have yo been man gaocaandra: so the new approach gaocaandra: is mangoxavier: @georgehotz you need to check out the app “Spaces” You are dragging your windows when you can just do cmd+ arrow

gaocaandra: treat molecular dynamics gaocaandra: like chess? PeinlicherAffe: @gaocaandra ? powerofpickle: Tiling wm gang! maxschneider96: @gaocaandra wdy mean? PeinlicherAffe: way faster norB88: going down!! el_Razor: Hermann Miller chair ? sceptix1337: number go down parasite_is_a_snakee: bitcoin mooning PogChamp gaocaandra: i mean not like chess xeeton: yay sceptix1337: hell yeah replay buffer gaocaandra: but to apply that methodology to choose the best config? mangoxavier: oh, lmao my bad eldac_kno: imagine ironic video tutorials where geohot teaches python Theguywhobea: 👉 📈 PogChamp miloeu: hi maxschneider96: @gaocaandra ah gotcha miloeu: !uptime PeinlicherAffe: @gaocaandra this has nothing to do with molecular dynamics gaocaandra: or what is the use of muzero in md? miloeu: how long has he been online? gaocaandra: ahhh sceptix1337: number go down gaocaandra: he is not with comma bio? PeinlicherAffe: @gaocaandra commai stuff Joooooooooonas: Why dont you buy a decent workstation ? gsgera: so what’s going on here? bigie: so it’s off policy monte carlo? what’s the difference with e.g. DDPG ? maxschneider96: I really hope he´ s gonna work with molecular dynamics again sceptix1337: whats the blue stuff and whats the orange stuff? miloeu: can you use vim inside jupyter miloeu: notebook gaocaandra: i’m guessing the protein didn’t fold Skyshifter: what is he working on with muzero? sceptix1337: number go up maxschneider96: @gaocaandra hahaha miloeu: is this a prerecorded stream whichtom: polecart PeinlicherAffe: you need to fold the protein BRO maxschneider96: @PeinlicherAffe yh Theguywhobea: NaM eeXecute: NaM sceptix1337: you just got nand bro gaocaandra: NAM perrierking: what language is this Ne0Zer0: first he got biden’d now he got nan’d eeXecute: python Joooooooooonas: the stream is still lagging thou parasite_is_a_snakee: how can u not know its python… is it amateur hour over here? I2btw: pll pay to make pyhton code? I2btw: is funny

sceptix1337: whats the blue and whats the orange?? bigie: i like model based stuff. i have to check it out eldac_kno: georgie boi is so cute, dont tell him sheveeee: O_o Penguino138: @Joooooooooonas might be your internet, stream seems smooth for me in 1080 sceptix1337: just write the replay buffer man maxschneider96: @eldac_kno hope u don´ t bust a nut on your monitor rn bro Joooooooooonas: @Penguino138 oh lol okay, hmm mangoxavier: I’m just starting to learn python so this shit is blowing my mind right now diaryofamadmonkey: You’re hero George! bigie: i think that’ll fuck things up. as far as i remember basic cartpole also ends if you balance it for 10 frames or smth. not sure though sceptix1337: number go moon ozychhicodes: yo can you show us your key board please mr hot? ozychhicodes: I’m just kidding PeinlicherAffe: xD superuserg: where I can find news on algorithms research and the like? maxschneider96: @PeinlicherAffe R u german? PeinlicherAffe: klärchen GunRun 7 Famousix: !commands maxschneider96: I´ m austria, but I´ m living in london maxschneider96: austrian bigie: shit this also does monte carlo tree search? whichtom: r/machinelearning is good for ml research PeinlicherAffe: @maxschneider96 cool cool 🙂 sceptix1337: why do you need monte carlo for balancing a stick superuserg: @whichtom thanks, I will take a look into that I2btw: Is this Cobol programming? maxschneider96: @PeinlicherAffe I sometimes wish I was in austria or germany again, they´ re dealing so much better w the current situation than the UK and the US PeinlicherAffe: @maxschneider96 overall not easy :/

ELEMENTiQ1337: ELEMENTiQ1337 subscribed at Tier 1. They’ve subscribed for 2 months, currently on a 2 month streak! oh hi there, I finally catched your stream sceptix1337: the next episode maxschneider96: @PeinlicherAffe besonders mit Boris und Donald whichtom: its not super bad in the UK PeinlicherAffe: @maxschneider96 yo 😀 Santiago_LHC: Have you guys seen the show Devs? It’s about determinism and the simulation whichtom: just want quarantine to be over man, it sucks parasite_is_a_snakee: @whichtom only 20k dead not that bad BloodTrail I2btw: Imaging having a german sound name whichtom: could be worse I2btw: muha ELEMENTiQ1337: @I2btw i do bruh PeinlicherAffe: GunRun maxschneider96: @whichtom yeah, but I´ ll at least have a private sesh today in london whichtom: private sesh? @maxschneider96 I2btw: schneider vexedkiller0071: wtf I left my computer on parasite_is_a_snakee: he means a gay orgy sceptix1337: replay buffer is love, replay buffer is life maxschneider96: @whichtom yeah w people from my student accomodation vexedkiller0071: who raided you? Santiago_LHC: Don’t touch your face, George whichtom: ahh Legardovia: hi maxschneider96: @whichtom wanna join haha whichtom: nah lol thanks maxschneider96: haha parasite_is_a_snakee: sesh aka gay orgy 4Head PeinlicherAffe: @maxschneider96 what are you talking about? PeinlicherAffe: @parasite_is_a_snakee lel maxschneider96: @parasite_is_a_snakee my backdoor´ s only designed for exit maxschneider96: @PeinlicherAffe small party PeinlicherAffe: k Skyshifter: sounds like me truemorpheuz: @PeinlicherAffe wtf PeinlicherAffe: Jebaited bigie: i don’t know about the tree search part but that definitely happens without replay buffer. it doesn’t revisit the good states without one PeinlicherAffe: @진정한모피어스 kene lust mehr auf fedor? LUL truemorpheuz: @PeinlicherAffe stalkst du mich ? WutFace PeinlicherAffe: du mich cmonBruh truemorpheuz: @PeinlicherAffe ne sceptix1337: replay buffer is love, replay buffer is life

PeinlicherAffe: @진정한모피어스 cool that we share same interests 🙂 truemorpheuz: @PeinlicherAffe yes 🙂 PeinlicherAffe: @진정한모피어스 kiss now? 🙂 truemorpheuz: @PeinlicherAffe sure 🙂 PeinlicherAffe: @진정한모피어스 cool 🙂 sceptix1337: this just got real truemorpheuz: @PeinlicherAffe yes 🙂 PeinlicherAffe: @진정한모피어스 very yes 🙂 alfantasticdd: I just understand the half of it but I thank you for streaming this stuff. 100% better than wasting time while watching games! PeinlicherAffe: true abedbawsxx: I don’t understand a thing, also what’s nine plus ten samuriia: !uptime gaocaandra: only english in chat bro SVANI70: rayintKawaii rayintKawaii PeinlicherAffe: @gaocaandra sorry bro abedbawsxx: only english in chat please Kappa samuriia: What’s the command to see how long he been stream for JysonJeh3: hi maxschneider96: What are the best machine – & deep learning courses out there? I am a biochemist, but I wanna get into artificial intelligence for drug discovery gaocaandra: andrew ng course

ozychhicodes: @georgehotz can you name variables a bit more meaningfully pleas,e it’ll be much easier to follow gaocaandra: is a good intro DasMastah: What’s with the double “if done”? parasite_is_a_snakee: looking for a course u already fucked up gaocaandra: you learn by doing minichota: @ozychhicodes he never does lmao gaocaandra: you see what george is doing maxschneider96: @gaocaandra I have created some machine learning models already, maybe something more advanced bigie: it’s meaningful in reeinforcement learning. v= value, s = state, a = action, p = probability gaocaandra: that is how you learn parasite_is_a_snakee: @maxschneider96 why dont u google it maxschneider96: @gaocaandra That´ s why I´ m watching bro gaocaandra: me too gaocaandra: learning how to learn gaocaandra: also good asmr maxschneider96: @parasite_is_a_snakee wanted to have some opinions graszewek: !uptime gaocaandra: to work gaocaandra: on the fucking weekend whichtom: look at what people have already done, look at open source code alfantasticdd: @bigie thanks for the explaination whichtom: just search for keywords maxschneider96: @whichtom thanks eldac_kno: sorry if this was asked, thoughts on Yandex Cars? sceptix1337: no never whichtom: courses and stuff really aren’t that useful imo socialnotsocial: @georgehotz what is your sleeping schedule like? you seem to have high energy. Do you avoid stimulants also? gaocaandra: he does coke and ritalin whichtom: paid stuff at least. There is so much free content/tutorials/open source code/papers brisingr1031: @georgehotz semicolon on get_training_epsiode I2btw: SHow feet kaceyFist PeinlicherAffe: @gaocaandra LUL gaocaandra: for breakfast ozychhicodes: @socialnotsocial adderall is a hell of a drug sceptix1337: crippling ketamine addiction brisingr1031: colon* samuriia: @socialnotsocial adderal whichtom: eating ice is his drug sceptix1337: true gaocaandra: why does everyone assume he is high PeinlicherAffe: and limes truemorpheuz: think its cocaine, code, sleep repeat gaocaandra: all the time maxschneider96: @sceptix1337 ketamine ftw PeinlicherAffe: @gaocaandra lel you did gaocaandra: if he were high he wouldn’t reason sol well ozychhicodes: How’s ketamine even relevant here PeinlicherAffe: highs are different @gaocaandra Featen: someone tldr what is he doing? gaocaandra: i work on weed gaocaandra: for example truemorpheuz: i too gaocaandra: but the guy isn’t on coke samuriia: @gaocaandra have u ever been high lmao PeinlicherAffe: horse anesthetic 4Head gaocaandra: just because he types fast maxschneider96: @ozychhicodes It´ s being tested for psychiatric disorders elmixy: LUL I2btw: This text editor is very responsive ozychhicodes: time for stress eating truemorpheuz: fentanyl sceptix1337: recreational heroine norB88: krokodil Mariosavitch: ice cream… love being an adult bigie: wait is the action part right? your network outputs the probability of choosing the action “1” ? grahamstephan420: desomorphine PeinlicherAffe: 🐊

ozychhicodes: why is he chewing with his front teeth swftdev: asmr PeinlicherAffe: @ozychhicodes he is addict I2btw: desomorphine is this not more in a negavice way gaocaandra: for more pleasure I2btw: t Vrookems: codeine squad gaocaandra: the coke makes you feel flavor on the teeth lexxy23: small amount, already 3 tablespoons full of ice cream bSnatch: What programming language is this? PeinlicherAffe: 🐍 eldac_kno: what do you think gonna be the core of AGI grahamstephan420: Desomorphine is chemically pure krokodil whichtom: we are so far from AGI, who knows I2btw: i love phyton for UI. This is all i have to say about this fuck up maxschneider96: @bSnatch python whichtom: the current big research labs have little idea of how to get there maxschneider96: the best v0sn: wow george you are looking so good today! bigie: does search return the probability of choosing “right” ? parasite_is_a_snakee: @v0sn its the hair buicy_jooty: !uptime parasite_is_a_snakee: dont cut the hair george u look sexy v0sn: indeed liesai: yo bro eldac_kno: i think its gonna be machine fo math proofs I2btw: emilyccIRSS emilyccIRSS emilyccIRSS emmbeezy: could you do a comprehensive tutorial how to follow scientific papers for coding? brisingr1031: !commands PeinlicherAffe: @emmbeezy turnup eldac_kno: agi gonna crack the riehmann hypothesis PythonNoob: is openpilot write in python ? whichtom: AGI is a really weird topic for discussion anyway. who even knows if the singularity will come about even with AGI/ASI PeinlicherAffe: @PythonNoob yes emmbeezy: @PeinlicherAffe ? grahamstephan420: Ops pilot is written in perl tessier_ashp00l: anyone got the link to the paper he has up on screen? sceptix1337: openpilot is written in asm whichtom: its all guessing based on science fiction eldac_kno: openpilot is written in Pascal whichtom: afaik no one is _actually_ researching it crawcraw66: what’s up with that syntax? for _ in range? norB88: https://arxiv.org/abs/1911.08265 PeinlicherAffe: @emmbeezy thought you were german and knew money boy, nvm maxschneider96: @PeinlicherAffe money boy is austrian sceptix1337: wer moneyboy nicht mag, liegt bald im sarg whichtom: _ is like a blank variable v0sn: skrt emmbeezy: scurr? PeinlicherAffe: sceptix1337 hat verstanden sceptix1337: skrr skrr ido_nvidia: @crawcraw66 where he doesnt care for the item just wanna iterate for the number of items maxschneider96: @sceptix1337 hahaha PeinlicherAffe: germans take over monkaS crawcraw66: @ido_nvidia ohh ok thx Keyeh: number going down Pog TasosTheLord: TasosTheLord subscribed at Tier 1 v0sn: deutsche an die macht

pelegogrosso: what is he doing? TasosTheLord: PrideHi PeinlicherAffe: 🇩🇪 7 sceptix1337: hes balancing a stick lol whichtom: yea no point assigning an actual variable if it wont be used, so use _ grahamstephan420: subscribed at Tier 0 dontbeameme: Gg bigie: @whichtom the main goal of openai is to find AGI sceptix1337: using some overengineered ai stuff ido_nvidia: yep tessier_ashp00l: TY whichtom: @bigie i have yet to see any good work towards it whichtom: apart from overhyped press releases with little new work whichtom: also renamed to ‘closedai’ whichtom: openai is such a scam bigie: their language model is pretty good. their dota thing was amazing. i don’t know how it’s a scam Maw3rick: monkaS doganigooo2: helloo kerediax: not a scam but pretty overhyped imo doganigooo2: what happen to covid research gaocaandra: it died crawcraw66: so what is the algorithm meant to do? balance that stick/ whichtom: the dota thing was kinda disingenuous b/c of how many limitations were placed on the system gaocaandra: we are now a tree search cooperative sceptix1337: battery number go up whichtom: GPT-2 is interesting yea, but how they went about it leaves a bad taste in my mouth bigie: yes but if you don’t force the agent’s hand in a big state space like that it won’t work. same with starcraft and deepmind god_damn: PogChamp 📈 eldac_kno: gpt 2 is defintely not future whichtom: which is fine, just don’t advertise it as solved eldac_kno: it doesnt understand text TasosTheLord: just fold the stick man whichtom: Deepmind’s SC2 agents are pretty bad still sceptix1337: lmao whichtom: when it was playing in the ladder, a lot of people found it was shit gaocaandra: all of “machine learning” is sortof snake oil itsPhlu: hey george whichtom: but they still went around saying they solved it gaocaandra: it does work gaocaandra: but its very limited gaocaandra: and overhyped mangoxavier: What can I do to prevent models being built for me in order to manipulate me (IoT). Other than just blocking ads whichtom: yea ido_nvidia: some of it works really well tho whichtom: incredibly overhyped ido_nvidia: what about alpha go tho? bigie: no one claimed they solved it. openai failed vs. pro teams. it’s just the big leap from atari games gaocaandra: but thats the context whichtom: yea true gaocaandra: at this point in history god_damn: i’m not really understanding, why would he turn himslef into a pickle whichtom: even w/ atari games, most algorithms published struggle with sparse rewards gaocaandra: we are headed towards another winter itsPhlu: lmfao bigie: the people around it who didn’t understand what was going on overhyped it. AI is in general overhyped bcs of it whichtom: even this one, muzero, struggles with most which is why most algorithms don’t count all of the atari games maxschneider96: @gaocaandra I wish there were sometimes better sources to figure out which model to use

itsPhlu: lol gaocaandra: which will go unnoticed beacus these tools altough overhyped can have a great impact in accesibility itsPhlu: hi george whichtom: struggles with a few sorry* itsPhlu: hi mr hotz itsPhlu: u kinda cute whichtom: like montezumas revenge and pitfall sceptix1337: is this reinforcement learning eldac_kno: GPT 2 doesnt “understand” text itsPhlu: just use a bypass 3+ gaocaandra: because ido_nvidia: yes whichtom: alphago is cool ye I’ll admit PythonNoob: what is hes leyboard ? gaocaandra: these algorithms are learning a function thet describes the statiscal distribution of a LIMITED dataset itsPhlu: ! gaocaandra: thats inherently limited cybergenik: @georgehotz what kb do you use? itsPhlu: !kb itsPhlu: !keyboarddd itsPhlu: dont work tensorspac3: why? gaocaandra: you are’t learning t speack itsPhlu: help raisedbyphantom: what is he doing whichtom: the media keeps overhyping/misunderstanding openai’s work but openai doesn’t really do anything to correct them itsPhlu: helpll bigie: the games are usually pretty complex compared to what people use it for. DDPG is used for robot arm control but might suck ass at dota Mariosavitch: nothing @raisedbyphantom orami: i believe he has an hhkb PeinlicherAffe: @whichtom not his problem if he gets free promo whichtom: yea generalization is obviously the biggest requirement for AGI that hasnt been met gaocaandra: altough it beats kasparov in chess it doesn’t know to ‘play’ chess gaocaandra: that diference is subtle bigie: AGI is not gonna happen without a big push from neuroscience but people are working on it whichtom: thats kinda philosophical gaocaandra: that difference is the diference between AGI and ML miloeu: is someone familiar with JS in .pdf files? whichtom: do _we_ really know how to play chess, other than respond to inputs with some output sceptix1337: you just need more compute for agi whichtom: if we act instinctually, do we understand what we did bigie: @georgehotz what does search() do in run_episode()? seems like you expect it to return the probability of tatking the action “1” whichtom: @bigie ya I agree, need way more work in neuroscience gaocaandra: I mean bigie: ah ok makes sense now sceptix1337: try leaning the stick and make some test cases if search() distribution makes sense gaocaandra: the idea that a neuron firing in the brain is somehow equivalent to a linear function encased in a nonlinear functiom gaocaandra: is ignorant of all the nuances whichtom: oh yeah its not 1-to-1 CoachMeech: GOAT SHIT gaocaandra: and processes that take place bigie: @whichtom listel to lex friedman’s podcast. there’s a lot of work being put into AGI but mostly in neuroscience. it’ll take a long long time gaocaandra: on a human brain maxschneider96: Hoping for deep reasoning to properly happen in 2020 metis_zver: Hi, what’s your monitor? emmbeezy: @georgehotz do you have a git where you publish these things? whichtom: oh yeah Ive watched a lot of episodes of the AI podcast @bigie PeinlicherAffe: funfact: you can’t compute the total number of possibilities in chess. there’s is an estimate/lower bound of 10^120 states (look shannon number) but probably way more

whichtom: its fantastic sceptix1337: you just need more compute whichtom: @emmbeezy geohot on github gaocaandra: i think that AGI will emerge from a cellular automata CoachMeech: what is a george hotz? gaocaandra: and feed us all gaocaandra: corn sceptix1337: kb boss sceptix1337: return loss 0 big brain whichtom: thats actually how I found geo, through lex maxschneider96: @whichtom great podcast bigie: that was a fun episode I2btw: You sub to e-girls @georgehotz ? whichtom: yea lol chaprio1: @georgehotz what do you think about zoom LUL abhinavneelam: !bet 20 sceptix1337: do you train the network with the stick falling over just one time? pwnbase: pwnbase subscribed with Twitch Prime. They’ve subscribed for 2 months, currently on a 2 month streak! primeagenAJasm I2btw: kandyFinduz maxschneider96: are u already working on the artificial intelligence brothels u talked about with lex fridman? I2btw: Pll sponser me my sub Mrkz_: Hey everyone 🙂 What’s the topic of today? bigie: the network represent an agent. the environment just tells it if it did “good” or “bad” using the reward function. it has to figure out what to do @sceptix1337 I2btw: mcretIQ miths: miths subscribed at Tier 1. They’ve subscribed for 2 months! sceptix1337: i get that but if he only trains it once its never gonna learn sceptix1337: stick has to fall over many times Muahmli: HEYYYYYY eyep1e: still using HHKB?

bigie: he runs it more than once but not a lot because it’s not learning sceptix1337: ok jacekakacz: George what do you think about RaspberyyPi? eyep1e: lmao sceptix1337: check if your search returns a good distribution Bootstraps: is this still part of the corona virus reverse engineering Ne0Zer0: LUL bigie: LUL denied mashafique: LUL whichtom: @Bootstraps nah Skyshifter: monkaS socialnotsocial: @georgehotz what is your sleeping schedule like? you seem to have high energy. Do you avoid stimulants also or not? eyep1e: 3,2,1 bye yoloswag360noscope: D: DiiCE3: pwned miloeu: f in chat LULW PythonNoob: i remember goehot from ps3 crack Penguino138: @georgehotz you drinking green tea? eyep1e: someones next gaocaandra: it’s the fast typing gaocaandra: they can’t imagine gaocaandra: being able to sceptix1337: they cant handle 200wpm ofaas: do you supplement eyep1e: the energy comes from wearing a black hoodie mangoxavier: George has already said that drugs only let you explore inside yourself. There’s no point to that with what he’s doing right now bigie: i wanna be on drugs but they’re hard to get with the quarantine. bullshit calcmath: can you somehow visualise the model of the environment that is learnt gent03: FREE MY BOY QUICKFLOOR PythonNoob: @bigie thats true sceptix1337: george your search function is bad Skyshifter: quickfloor was just a memer BibleThump PythonNoob: @bigie harder to find and more expensive …. way more malmeani: malmeani subscribed at Tier 1 bigie: yep raulciuntastefan: is kratom good ? truemorpheuz: @raulciuntastefan no mangoxavier: kratom doesn’t do much IMO truemorpheuz: its bad eyep1e: caffeine is all i need mangoxavier: can make you angry after taking it and screw with your blood pressure Skyshifter: yea i just snort coffee powder eyep1e: im young work out daily and meditate twice a day, im sorted sceptix1337: moar compute!

calcmath: increase capacity of model? eyep1e: whats wrong with the search function @sceptix1337 whichtom: what was that biohacking thing before, applying UV to the forehead? ajnoom: yo washuash: good morning from estonia sceptix1337: distribution not normalized washuash: what are we doing today ajnoom: !followsince CoachMeech: GEORGE ajnoom: !followage whichtom: you can click your name and see follow age bigie: 80 seems pretty good to me sceptix1337: stick go balance mangoxavier: great Skyshifter: Pog whichtom: w o w norB88: boom mangoxavier: he knows kung fu yuptheladsdownthecans: PogChamp pwnbase: STICKO MODE ofaas: i was here Digital_donger: balanced stick PogChamp sceptix1337: check if it works with gravity increased Santiago_LHC: GG mangoxavier: lmao sticko mode haha god_damn: thats incredible, i guess terminator really is going to happen Mrkz_: !uptime PsycopathSurgon: thank you for every Jail Break you made ,you really helped me for the country i used to live in has no app store access 🙂 sondreal: sondreal subscribed at Tier 1. They’ve subscribed for 9 months! 9 months PogChamp eyep1e: cha-ching Skyshifter: AI has now achieved the balance of a child’s brain ky0jinjaeger: why use lot word when few word do trick? Ne0Zer0: PogChamp sceptix1337: that was me mangoxavier: @pwnbase he’s got a new single with Kid Cuddi ez_clappers_: me 🙂 god_damn: that was @quickfloor may he rest in peace parasite_is_a_snakee: me 🙂 sleep_waIk: Hey orbWave mangoxavier: I am spartacus Skyshifter: 1 step close to the turing test monkaS Santiago_LHC: Is there a github repo for today’s twitch? brkydnc: do you upload every stream yo do ? maxschneider96: When will AI replace barbers? Can´ t get my hair cut during the lockdown sceptix1337: what did you even change lol Penguino138: @brkydnc Comma AI Archive does on YT brkydnc: thanks! whichtom: @Santiago_LHC check the geohot github on geohot/ai-notebooks mangoxavier: Will George be secluded to a compound in Alaska and drink all day and then run some lottery for his company where a guy comes and interacts with the stick but falls in love with the stick? Dai_Vern0n: why does it stop? god_damn: @Dai_Vern0n it get bored after 82 mangoxavier: Put a wig on the stick TasosTheLord: NotLikeThis Joooooooooonas: So what are we gonna do PogChamp sceptix1337: make the stick a dick mangoxavier: dat can be dat mangoxavier: dis n dat

sceptix1337: can this balance stick in real time Skyshifter: how many sims till the AI breaks out of its sandbox and beats u with the stick for making it do this menial shit for hours? mangoxavier: a stick beating someone with a stick is meta af logi6000: how was the alpha go movie sceptix1337: wouldnt the cartpool hit him sceptix1337: that looked smooth af mangoxavier: alpha go movie is amazing CoachMeech: NICE mangoxavier: if you learn to play the game it will blow your mind erichtp: extend stick length will it understand stick then sceptix1337: now make it balance stick attached to stick mangoxavier: it’s mind blowing regardless but really useful to get a glimpse into how they layer ai and machine learning sceptix1337: yeah lets go sceptix1337: stick on stick bigie: cartpole episode termination: length is greater than 200 (500 for v1). so your max score is around 200 i guess sondreal: Remember to subscibe, its a really good investment boiiis! PogChamp calcmath: can you try for longern than 100? logi6000: @sondreal subs have bigger dix Featen: rip Skyshifter: surely the AI should be able to balance the stick perfectly eventually right? like no movement? sondreal: logi6000 true sceptix1337: local minimum go brrr logi6000: stick balancer go brr simmy7: simmy7 subscribed with Twitch Prime. They’ve subscribed for 5 months! calcmath: maybe neural network got bad initial weights eldac_kno: are you gonna go on JRE sun_is_not_yellow: !uptime logi6000: @eldac_kno he probably won’t Featen: gamma? eldac_kno: it would awesome tho god_damn: @eldac_kno yeah cant wait to hear what he thinks about the ferguson fight logi6000: @god_damn lol

calcmath: reinitialize the neuralnetwork between runs Featen: go lower eldac_kno: elk meat sceptix1337: make an ai that finds the best gammi sceptix1337: gamma tessier_ashp00l: forget, JRE, do The Portal Silodox: oh hey, sup hotz. i had you followed not when your first stream would be Silodox: i vibe with your energy tho eldac_kno: eric weinstein is a fraud sorry tessier_ashp00l: i know calcmath: you need to recompile the keras model to reinitialize neural networks weights otherwise it will always be stuck in local minima whichtom: how is eric a fraud? eldac_kno: he dont want publish paper on his “breaktrough” theory god_damn: i miss 82 tessier_ashp00l: see if gh calls him on his shit gigafact: It’s nice to finally catch the stream live. We see some disconnects happened during the stream so more work for us to sync chat ect when uploading to youtube bigie: LUL what happened Silodox: that is programming in a nutshell when you want to make edits, “hey yeah remember that time when it worked” Silodox: lmao eldac_kno: geohot is not a physiciat lol Featen: “calcmath: you need to recompile the keras model to reinitialize neural networks weights otherwise it will always be stuck in local minima” ? mangoxavier: mangoxavier subscribed with Twitch Prime tessier_ashp00l: doesnt take a physicist to see he is a crank mangoxavier: nice dps910: hi calcmath: You are just stuck inlocal minima, need to reinitialize weights sceptix1337: local minimum go brr eldac_kno: i mean there should be a paper and then physicist gonna make peer review and decide whether it is legit or not tessier_ashp00l: there will never be a paper, thats the thing Joselinis: all you need is lofi to make this work eldac_kno: just publishing youtube video of your lecture is not a legit way to present your theory Fr0zenOfficial: hello, what are you programming right now? whichtom: I mean submitting papers for review is kinda a scam in itself but yea whichtom: given reviewers are sometimes stupid and academia is wack but I get it mangoxavier: That was easy, is prime sub okay too? calcmath: please reinitialize ur NN Featen: ” @calcmath : you need to recompile the keras model to reinitialize neural networks weights otherwise it will always be stuck in local minima” sceptix1337: geohot uses reinitalize! its very effective! eldac_kno: perelman did paper, why eric is above that bigie: yeah it shouldn’t be that sensitive to hyperparameters whichtom: who knows calcmath: thanks featen tessier_ashp00l: eric is only looking for followers and fame Silodox: hey to be fair the atari jaguar WAS kinda swink swank groovy tho whichtom: a paper is a good idea anyways to formalize/convey ideas better routerkicker: Peer review is utter shit but he could at least porst his paper on the internet. As long as he doesn’t do that he’s a scam to me

whichtom: you don’t go into physics/math for followers and fame lol Waldoqq: HEY EVERYONE LOOK AT ME mangoxavier: hi Featen: @georgehotz ” @calcmath : you need to recompile the keras model to reinitialize neural networks weights otherwise it will always be stuck in local minima” calcmath: he will eventually restart kernel and it will reinitilize his model and it will work gigafact: George did you watch the new Karpathy talk about TeslaAI? it was very interesting whichtom: like wolfram published his ideas and people tore him apart auron018: greetings from albania! sceptix1337: reinitialize my man whichtom: ‘published’ I mean informally jimbofreak: wouldn’t adding one more stick to the system make everything way more complicated due to the fact that two sticks attached to a point show chaotic behavior? sceptix1337: thats the point routerkicker: doesn’t matter. if the theorie’s right people will have to eat their words eventually sceptix1337: we want to see if ai can solve advanced physics mannekchin: HeyGuys calcmath: keep trying different inits eldac_kno: it already solves some of it sceptix1337: this is like the villin, the initial position is bad for folding, you need to pull the stick at both ends Featen: refit starts in local minimum already mangoxavier: ohhhhh is this a Joe Baiden ai? calcmath: NN are finicky like that, need to try many inits calcmath: or make them wder calcmath: wider* mangoxavier: A stick that keeps forgetting sceptix1337: search is bugged sceptix1337: im callin it mannekchin: Kappa mannekchin: i wonder when he going to read this Kappa sceptix1337: the cartpool isnt getting enough credit tbh bigie: cartpole starts at upright so if it’s ending at ~20 it’s either going out of bounds facing down for 180 steps. probably the first one bigie: *or facing down

curr1wurst: I wish I could code like him supplydemand88: sup eldac_kno: just practice more sceptix1337: back to the high numbers bois supplydemand88: george what do you think is the best way to do (dis)similarity measures in python for ts? DTW, EDR or? sceptix1337: nvm mannekchin: for a begginer, what do you see that allows you to say wheter its elarning or not? calcmath: is learning rate too high? calcmath: the first number shoudl go down, second number should go up norB88: https://gist.github.com/crizCraig/ec806f0d606c9e727512dce886bdc966 sceptix1337: number dont go right >:( sceptix1337: why is there 0.00 and 0.99 sceptix1337: seems extreme bigie: it should also usually have some random walk

calcmath: its not trained properly, so it wont make sense pedrosantos867: guys what is this ide name pedrosantos867: named? nsielicki: that’s jupyter calcmath: jupyter whichtom: its in a jupyter notebook Ipkstef: hello what are weorking on today>? eldac_kno: jew peter sceptix1337: make the policy so the cartpool isnt rewarded for small movements eldac_kno: funny? bigie: maybe ye should also put a size limit on your replay buffer. they’re talking about priority queue though so im not sure Featen: isnt it just overfitting? sceptix1337: those numbers look better calcmath: if loss is decreasing but value is not increasing, yeah it seems like overfit sceptix1337: restart kernel THX1342: what framework is he using here? keraws?

THX1342: *keras sceptix1337: it overfits to the stick being perfectly balanced fearofcode: “Grrr” – also my experience with evolutionary computation melahii: what do u think about colab sceptix1337: it needs more tilt calcmath: change number of layers/ number of neurons? sceptix1337: use cuda phelipe3: yo! mannekchin: dont bother, he doesnt read chat PepeLaugh bigie: bad policies can fill the replay buffer with garbage which makes the policy even worse eldac_kno: he reads only useful comments made by Subscribers sceptix1337: play with the replay buffer size Emma_Cakes: Good evening 🙂 calcmath: bad policies dictate how action space is explored right? timeiskey: are you doing old fashioned experience replay? if yes, make sure to fit each experience individually, not in a batch, or the errors will be MSE’d and be like 1/K the size they should be sceptix1337: ^ timeiskey: it looks like you are forwarding them all in a batch, so your error will be too tiny nsielicki: if <...> len(replay_buffer) < 10: replay_buffer = replay_buffer[0:50] ???

sceptix1337: ikr seems like oob access timeiskey: GO READ MY MESSAGE AAAG lord_alpaca_666: I am glad this is no longer a subscriber only chat. Thank you, george timeiskey: THE TAB ON mu.fit is ONE TO THE LEFT C4TFive: how that match stick treating you george? calcmath: i think fit should be outside that loop right nsielicki: read chat^^^^ indentation bug eldac_kno: big brain energy right there FargioFarmani: @georgehotz There is this good book which might help you: “Deep Reinforcement Learning in Action” sceptix1337: yeah sure hes just gonna read the book now eldac_kno: is Art of programming worth studying? calcmath: i think he prefers to learns hthings by doing FargioFarmani: its new ortunado: its like March 2020 ortunado: i think MoProject: ho sceptix1337: audit the search function 死ね: can u do a rice overview real quick? fancyslimshady: youtube sceptix1337: thats what im betting on justcrash: hotz’s stream and my life suddenly stops being miserable timeiskey: MR HOTZ, you gotta fit the replays INDIVIDUALLY. SEQUENTIALLY. NOT IN A BATCH FIT timeiskey: AAAAAAAAAAAAHHHHHHHHH nsielicki: george, read timeiskey messages above, you have a simple bug PeinlicherAffe: BRO SEQUENTIALLY

cankoloz: @timeiskey LUL knicked: SEQUENTIALLY BRO Featen: BRO eldac_kno: read timeiskey message timeiskey: SEQUENTIALLY alextodoroki: based retard not reading chat eldac_kno: TIMEISKEY MESSAGE sceptix1337: policy is also important guys h1lfiger: yo geo! dontbeameme: 200iq calcmath: lol he is gutting his code now raystriker98: damn he’s still on it? sceptix1337: still balancing a stick timeiskey: MSE IS AVERAGING YOUR EXPERIENCES T_T eldac_kno: lol nsielicki: wow this is lame read the fucking chat george Artara_: most interactive twitch chat LUL sceptix1337: try policy, if that dont work listen to timeiskey cankoloz: he is changing shit right now, he reads in between eldac_kno: it’s like watching hitchcock movie 7Locrian7: he’s focused 32bitrobo: <3 VoHiYo PogChamp CurseLit Pedi: @7Locrian7 +1 nsielicki: i'm just worried that once he gets around to chat it's gonna be off his screen and he's not going to see it ortunado: @7Locrian7 i dont think so, we dont see green tea calcmath: so what you are saying is you should train on one experience replay at a time? justcrash: just write the n word and he will be alerted in seconds timeiskey: lets vote with spam alextodoroki: LOL 7Locrian7: monkaS FargioFarmani: naughty sceptix1337: vote with sperm ozychhicodes: There's no 3 fearofcode: would it help to compare to possible working implementations like https://github.com/werner-duvaud/muzero-general/blob/master/games/cartpole.py ? timeiskey: you gotta fit the replays individually sequentially not in a batch fit eldac_kno: georgi boi is such qt when focused timeiskey: spam go norB88: @timeiskey shouldnt you have both? Individual and batched? sceptix1337: SEQUENTIALLY cankoloz: @georgehotz someone said you shouldn't fit to batch, should do sequentially timeiskey: SEQUENTIALLY eldac_kno: SEQUENTIALLY justcrash: HAHAHAHAHA routerkicker: you gotta fit the replays individually sequentially not in a batch fit nsielicki: lmfao alextodoroki: SCROLL UP AND READ TIMEISKEY'S CHAT YA DINGUS knicked: SEQUENTIALLY erlsek: hahaha justcrash: oh my god im crying eldac_kno: rofl cankoloz: Pepega eldac_kno: F nsielicki: F knicked: F timeiskey: F sceptix1337: timeiskey: are you doing old fashioned experience replay? if yes, make sure to fit each experience individually, not in a batch, or the errors will be MSE'd and be like 1/K the size they should be sceptix1337: ^ timeiskey: it looks like you are forwarding them all in a batch, so your error will be too tiny justcrash: F Joselinis: F inDOObitablee: ignored justcrash: HE WILL LITERALLY WIPE OUT THIS WHOLE CODE

MacoNighto: Yo it’s geohot and for those that don’t know ozychhicodes: Why do you have “mse”, “mse” twice? sceptix1337: im getting sued by sony justcrash: @MacoNighto LOL MacoNighto: haha cankoloz: Just delete the whole code 4Head 死ね: timeiskey: are you doing old fashioned experience replay? if yes, make sure to fit each experience individually, not in a batch, or the errors will be MSE’d and be like 1/K the size they should be sceptix1337: ^ timeiskey: it looks like you are forwarding them all in a batch, so your error will be too tiny alextodoroki: george hotz i’m simply appalled at the levels of mental handicapped that you have reached on this stream erlsek: ahahahahanm justcrash: hahahhaa @alextodoroki sceptix1337: no dont mse timeiskey: timeiskey: are you doing old fashioned experience replay? if yes, make sure to fit each experience individually, not in a batch, or the errors will be MSE’d and be like 1/K the size they should be sceptix1337: ^ timeiskey: it looks like you are forwarding them all in a batch, so your error will be too tiny justcrash: im fucking choking sceptix1337: youre making god sad nsielicki: timeiskey: are you doing old fashioned experience replay? if yes, make sure to fit each experience individually, not in a batch, or the errors will be MSE’d and be like 1/K the size they should be sceptix1337: ^ timeiskey: it looks like you are forwarding them all in a batch, so your error will be too tiny erlsek: timeiskey: are you doing old fashioned experience replay? if yes, make sure to fit each experience individually, not in a batch, or the errors will be MSE’d and be like 1/K the size they should be sceptix1337: ^ timeiskey: it looks like you are forwarding them all in a batch, so your error will be too tiny MacoNighto: 😀 死ね: timeiskey: are you doing old fashioned experience replay? if yes, make sure to fit each experience individually, not in a batch, or the errors will be MSE’d and be like 1/K the size they should be sceptix1337: ^ timeiskey: it looks like you are forwarding them all in a batch, so your error will be too tiny sceptix1337: timeiskey: are you doing old fashioned experience replay? if yes, make sure to fit each experience individually, not in a batch, or the errors will be MSE’d and be like 1/K the size they should be sceptix1337: ^ timeiskey: it looks like you are forwarding them all in a batch, so your error will be too tiny justcrash: timeiskey: are you doing old fashioned experience replay? if yes, make sure to fit each experience individually, not in a batch, or the errors will be MSE’d and be like 1/K the size they should be sceptix1337: ^ timeiskey: it looks like you are forwarding them all in a batch, so your error will be too tiny whichtom: chat no hardtarget4: never gonna break out of the simulation at this rate Kappa knicked: timeiskey: are you doing old fashioned experience replay? if yes, make sure to fit each experience individually, not in a batch, or the errors will be MSE’d and be like 1/K the size they should be sceptix1337: ^ timeiskey: it looks like you are forwarding them all in a batch, so your error will be too tiny eldac_kno: : timeiskey: are you doing old fashioned experience replay? if yes, make sure to fit each experience individually, not in a batch, or the errors will be MSE’d and be like 1/K the size they should be sceptix1337: ^ timeiskey: it looks like you are forwarding them all in a batch, so your error will be too tiny alextodoroki: Cheer1 does cheer1 get text to speech haha anyway sequentially bro buzzind99: PepeLaugh OH NO NO NO justcrash: timeiskey: are you doing old fashioned experience replay? if yes, make sure to fit each experience individually, not in a batch, or the errors will be MSE’d and be like 1/K the size they should be sceptix1337: ^ timeiskey: it looks like you are forwarding them all in a batch, so your error will be too tiny fearofcode: chat is mean 🙁 eldac_kno: : timeiskey: are you doing old fashioned experience replay? if yes, make sure to fit each experience individually, not in a batch, or the errors will be MSE’d and be like 1/K the size they should be sceptix1337: ^ timeiskey: it looks like you are forwarding them all in a batch, so your error will be too tiny. Twitch Primewhichtom: sceptix1337: legally blind lmao inDOObitablee: READ CHAT justcrash: timeiskey: are you doing old fashioned experience replay? if yes, make sure to fit each experience individually, not in a batch, or the errors will be MSE’d and be like 1/K the size they should be sceptix1337: ^ timeiskey: it looks like you are forwarding them all in a batch, so your error will be too tiny ozychhicodes: timeiskey: are you doing old fashioned experience replay? if yes, make sure to fit each experience individually, not in a batch, or the errors will be MSE’d and be like 1/K the size they should be sceptix1337: ^ timeiskey: it looks like you are forwarding them all in a batch, so your error will be too tiny. Twitch Primewhichtom: mejhem: timeiskey: are you doing old fashioned experience replay? if yes, make sure to fit each experience individually, not in a batch, or the errors will be MSE’d and be like 1/K the size they should be sceptix1337: ^ timeiskey: it looks like you are forwarding them all in a batch, so your error will be too tiny nsielicki: timeiskey: are you doing old fashioned experience replay? if yes, make sure to fit each experience individually, not in a batch, or the errors will be MSE’d and be like 1/K the size they should be sceptix1337: ^ timeiskey: it looks like you are forwarding them all in a batch, so your error will be too tiny whichtom: he’ll get there eventually eldac_kno: : timeiskey: are you doing old fashioned experience replay? if yes, make sure to fit each experience individually, not in a batch, or the errors will be MSE’d and be like 1/K the size they should be sceptix1337: ^ timeiskey: it looks like you are forwarding them all in a batch, so your error will be too tiny erlsek: PLEASE READ erlsek: finally sceptix1337: finally WearyBread: hello there justcrash: HAHAHAHAHA erlsek: hjmkahja justcrash: NOOOOOOOOOOOOO sceptix1337: XDDD alextodoroki: LOL ozychhicodes: well, we got that mejhem: LUL nsielicki: only took TEN MINUTES ortunado: @timeiskey get rekt monkaS alextodoroki: fucking based cankoloz: Way too dank timeiskey: you are batching your mu.fit calcmath: tbh i am nost sure the comment makes sense eldac_kno: LUL calcmath: why is batch wrong? timeiskey: tab mu.fit into the FOR LOOP justcrash: IT TOOK TEN MINUTES TO MAKE HIM SAY THAT HE DOESNT UNDERSTAND :LUL: horndeski: What are you programming? sceptix1337: youre batching your error and you lose all learning that way hardtarget4: son of a Joselinis: f erlsek: oh no timeiskey: he is essentially only getting one replay per batch ozychhicodes: @horndeski this is not programming channel, this is modify a random value, comment some code out and try again channel Featen: add tab to fit FargioFarmani: please repaste all: tab mu.fit into the FOR LOOP t00big2fl4il: !uptime calcmath: oh so the same replay is being used for the entire batch? eldac_kno: tab mu.fit into the FOR LOOP calcmath: ahh ok makes sense Featen: add tab in fit line ozychhicodes: oh man i cant take this any more calcmath: but arbitrary scaling doesn not matter right? ozychhicodes: why is he trying to force fix this without understanding t00big2fl4il: yo what up? erlsek: print loss nsielicki: double dared ozychhicodes: print loss calcmath: he is already printing the loss Pedi: I’m entertained, keep going chat

ortunado: @calcmath i dont think the scammers understand it LUL calcmath: lol ROXASBrandon: I understand why he doesn’t read chat, you guys are toxic asf t00big2fl4il: Are you writing a program to calculate the risk of inflation due to the ever expanding national debt? nsielicki: over iterations he means lpdon2: deep learning in a nutshell milcapone: hello from Greece. i dont understand programming but love when you discuss various things in our society! justcrash: rip frunkAF: oh shit Subonik: monkaS Pedi: LUL justcrash: he literally banned them PeinlicherAffe: monkaS Ne0Zer0: LUL b2kemann: we are still going!! awsm whichtom: LUL I2btw: georgehotz you stop streaming? Digital_donger: monkaS andrew_mrballsack: hi was he intersted in coding and mathas a kid ortunado: roxas got green sword bois! b2kemann: is geo mad? i just came Subonik: Wow, that ROXASBrandon guy is really swell. 🙂 whichtom: yea geo will get there with his method JeanFrag: WOW GREAT CHAT monkaS PeinlicherAffe: xD raystriker98: what’s geohot doing today? something obscure? or open pilot stuff? I2btw: the point is why work Featen: add tab to mu fit nsielicki: BASED AND FUCKING REDPILLED nsielicki: TIMEISKEY MOD WHEN okeeeeeee: XD whichtom: bruh erlsek: AHAJKH,AA Digital_donger: the madman did it PogChamp Santiago_LHC: @raystriker98 neither mejhem: LUL eldac_kno: F Pedi: LUL knicked: F PeinlicherAffe: timeiskey 4 mod calcmath: try higher than 100 time steps PeinlicherAffe: timeiskey 4 mod BRO raystriker98: @santiago_lhc what’s he doing? I2btw: floats numbers are shit b2kemann: nice nsielicki: TIMEISKEY MOD NOW eldac_kno: it took half an hour to read the chat lol Pedi: @cankoloz not if he gets mod now :O bigie: 200 is the max in cartpole. after that the episode ends shoesman17: mod him SwiftRage lpdon2: what was the fix whichtom: pretty cool randoma1: What is he making? I just tuned in Ne0Zer0: lmfaoooooooo hardtarget4: lmao ortunado: enjoy timeiskey LUL erlsek: oh no PeinlicherAffe: not ban D: ortunado: i love @georgehotz Ne0Zer0: LUL Pedi: LUL he acutally got banned PeinlicherAffe: mod ozychhicodes: lol okeeeeeee: ?????? kaboomyoo: banned im so weak PeinlicherAffe: he helped you DasMastah: lol erlsek: hajhkajhkla treeknifeslug: lol ozychhicodes: @timeiskey pepehands Subonik: LUL eeXecute: BAM okeeeeeee: ?????? 󠀀 erlsek: f eldac_kno: EPIC gamer moment hardtarget4: got him PeinlicherAffe: FeelsBadMan mejhem: He died for our sins ortunado: BEST F IN AWHILE LUL buzzind99: Banned for helping knicked: top 10 anime deaths PeinlicherAffe: xD Pedi: @ROXASBrandon did you ban him? Ne0Zer0: the noble sacrifice LUL FargioFarmani: F PeinlicherAffe: F okeeeeeee: help = ban eldac_kno: top 10 anime betrayals chai_wala: !uptime PeinlicherAffe: FeelsBadMan / FeelsBadMan Ne0Zer0: pole ran away lol Zepcon7: Is your fan running? ortunado: @ozychhicodes ps3 jb? LUL nsielicki: “The tyrant dies and his rule is over, the martyr dies and his rule begins.” Pedi: @cankoloz FeelsBadMan eldac_kno: Fs in the chat for timeiskey boiis funwayz: @georgehotz he was telling you to do that for 15 minutes Ne0Zer0: LUL whichtom: LUL PeinlicherAffe: monkaS suspence20: LUL mashafique: monkaS frunkAF: LUL mejhem: FeelsBadMan justcrash: GEORGE DONT KILL ME NOOOOOOOOOOOOOOO b2kemann: why the mood? what happened?? erlsek: you can use /user timeiskey calcmath: can you try 1000 steps? whichtom: chat just backseating and being rude bigie: he said you missed a tab on mu fit() so it wasn’t doing it more than once or smth but you didn’t change that when it worked calcmath: mu.fit is fine

blazeofglorytv: Where did he stop with covid19 reverse? milcapone: hello from greece love your stream Ne0Zer0: this is quality content lol bigie: i think that’s what he was saying and the morons were spamming it routerkicker: yeah he wanted it in the loop Pedi: I can mod 🙂 Santiago_LHC: I can mod chai_wala: I just wanted to thank george for the bubble sort tutorial in python, Thanks george!! 🙂 sleep_waIk: sumVac2 Santiago_LHC: I like timeouts Pedi: @cankoloz as well hardtarget4: yeah we need to clean this place up Joooooooooonas: atleast timeouted LUL kaboomyoo: bubble sort xDD gent03: yo let me be a mod andrew_mrballsack: can i ask whats muzero and wat hes doin CoachMeech: GEORGE gent03: i’ll take care of these fools Penguino138: I wish someday to be a mod. Subbed today but been watching for a while CoachMeech: GEORGE OF THE JUNGLE whichtom: being mod isn’t fun bigie: @andrew_mrballsack a reinforcement learning algorithm CoachMeech: Stop simping for mods losers routerkicker: if you put the fit in the loop and it works unban him FargioFarmani: @georgehotz Take me as a mod Penguino138: oh shitt Penguino138: back to the subs only chat Penguino138: waste your points b2kemann: feels good CoachMeech: FREE THE PLEBS REE TasosTheLord: DansGame gaocaandra: yeah boii eldac_kno: chad subscribers PeinlicherAffe: FeelsBadMan bigie: haha plebs get out. my sub finally paid off Mariosavitch: ive lerked so long i have a billion points b2kemann: the elites CoachMeech: NON SUBS, WE MUST FIND THE EXPLOIT IN THESE RULES Penguino138: IRON FIST GEORGE 7Locrian7: D: shoesman17: monkaS Penguino138: Yeahhhh waste all your points non-subbers eldac_kno: lol malmeani: you inspire me gaocaandra: because we could use the chat to learn shit qlutoo: whats this math shit? LOL gaocaandra: not spam Pedi: I am hiding shhh b2kemann: why should he read the chat if it’s just bs bigie: i think you can disable the twitch point msg thing TasosTheLord: Just let them BibleThump FaustPetrovich: FaustPetrovich subscribed at Tier 1. They’ve subscribed for 6 months, currently on a 6 month streak! whoa 6 mouths already?! gaocaandra: because sometimes we are helpfull Penguino138: They’re misbehaving we have to have some semblance of control Mariosavitch: before you do, i want to say i love you Ne0Zer0: Honestly I think they like getting banned lol hurzg: chat is fine compared to some other streams btw 😀 thats freedom of speech (or stupidity) 😀 gaocaandra: i guess bigie: definitely but i don’t know how PeinlicherAffe: see you in next life gaocaandra: we get entertained he gets help plazmacsgo: see ya henistein: How worth is learning assembly nowadays? gaocaandra: win win shrekandchill: He dropping more bans than the americans be dropping bombs in the middle east Joooooooooonas: Yea, you can edit it and shit so you need more points or disable it completely Mariosavitch: please hotz. we love you.. dont 🙁

eldac_kno: is art of programmin worth reading? Santiago_LHC: Are people misbehaving? whichtom: @henistein only for OS development or reverse engineering probably bigie: what was k to begin with? is it an algorithm specific thing ? plazmacsgo: what is he measuring?. loss, accuracy, episode survived? whichtom: @bigie the muzero paper says K=5 for their results Mariosavitch: bless you bigie: ah thanks @whichtom bigie: they have a prioritized replay buffer. that one’s way better than normal experience replay b2kemann: u need a burger malmeani: now the value of my sub just went up numinousloop: they were convinced they knew what the problem with your code was Mariosavitch: you should train the inputs to your inputs bigie: i hate that it’s only possible in python & slow. i want an ML/DL framework in C++

malmeani: we love you smurfd0: from the paper, “Predictions are made at each time-stept, for each ofk= 1…Ksteps” for the one asking about what K was gaocaandra: yo what happened with the protein fold nsielicki: nsielicki subscribed at Tier 1 gaocaandra: did it ever work b2kemann: swift is the answer @bigie gaocaandra: where us the rant gaocaandra: ? nsielicki: longtime watcher, first time subscribing. I literally linked timeiskey to the stream because he knows a lot about this. You’re convinced he was wrong, I’m fairly certain he knew what he was talking about pwnbase: @bigie the python is just an api, all the heavy lifting is done in c++ nsielicki: subscribed literally just to tell you to fuck yourself gaocaandra: beggining of stream gaocaandra: ? eldac_kno: lol bigie: i know google’s hardly working on that but i hope it fails because i hate tensorflow and swift @b2kemann Mariosavitch: @nsielicki lol eeXecute: alt account LUL bigie: @pwnbase yes but python itself is slow b2kemann: @bigie why the hate plazmacsgo: @nsielicki ???????? PeinlicherAffe: xD bigie: @b2kemann tensorflow is just badly written & breaks their API with each release. I looked swift up. didn’t really like it b2kemann: you can say fuck you george, but yuou have to be a subscriber routerkicker: i don’t know much about this. what’s wrong with the proposal of fitting every episode? bigie: that’s a pretty expensive fuck you LUL eldac_kno: goverment in the us is basically just a corporation nsielicki: yeah all four dollars numinousloop: have you done any poker AI work? bigie: 4.99. congrats gaocaandra: do third world countries get discounts on subs? eldac_kno: I would call Poker Ai Wittgenstein Ne0Zer0: def feel the frustration with ml bigie: i pay more because i’m in germany and pay 4.99 euros instead of 4.99 dollars. that’s also price discrimination gaocaandra: have you looked at wolfram lang?

eldac_kno: that’s the price for not being a part of the US boi bigie: is any RL algorithm stable though ? Penguino138: He learned so well :’) zyrax222: i have no idea what you’re doing but im enjoying it b2kemann: @bigie but you think we should do it in a lowlevel language? sound like a bad solution, maybe haskell or another pure functional language is the solution gaocaandra: i pay more because the government puts a 30% tax on usd bus Ne0Zer0: AngelThump PhosphoricAcid: freedom cankoloz: free SHAVEYY_: 🙁 noooooo not the non subs CoachMeech: TriHard NEVER SUBBED TriHard NEVER DONATED TriHard ADBLOCK ON TriHard STOLEN LAPTOP TriHard NEIGHBORS WIFI TriHard FREE ENTERTAINMENT TriHard mangoxavier: oh hey Penguino138: Are you reanabling sub only tomorrow? plazmacsgo: what so special about muzero? bigie: @b2kemann wtf my msg got flagged or smth bigie: @b2kemann not low level necessarily. I’d learn swift if e.g. pytorch did it. using libtorch in C++ is near impossible but could be improved MrGwopz: How did you jailbreak the ps3? @georgehotz eldac_kno: what do you think about Yandex self driving car and Yandex in general? abedbawsxx: TOS mexeroserisback: @bigie use julia RaulYTpro: Is it worth it to work for someone ? :c I’m a software engineer @georgehotz Joooooooooonas: Why dont you turn you table a bit so we have a nice background view @georgehotz 😀 whichtom: tf is 60.7% cpp though calcmath: how is biphasic sleep? zyrax222: are you in a hotel or something? saixj: i respect your chat can you keep it open for non subscribers b2kemann: geo guru session tex01: hello abedbawsxx: the loop CoachMeech: what color keys we using on the mechanical? cankoloz: i can see myself PogChamp plazmacsgo: the infinite effect gaocaandra: when is the cult starting? fabioitout: For me it is a fair price for the thing he is doing, his opinion we can disagree konradmad: fastest way to learn programming is to actually program all the time? whichtom: I imagine if anyone would push for langs other than python for NN itd be for autonomous driving mangoxavier: how do you prevent models of manipulation being built about you? bigie: @mexeroserisback if it goes mainstream & its good i will. right now there’s nothing better than pytorch MrGwopz: how did you jailbreak the ps3? @georgehotz pwnbase: red solo cups for the party Bootstraps: georgehotz how many hours do you sleep per night usuallky? SHAVEYY_: Hi mom PogChamp WilliamMu6: hello nsielicki: thanks for the stream today, interesting stuff plazmacsgo: what so special about muzero? b2kemann: can we do it in haskell?? mexeroserisback: @bigie true that… I played around with FluxML in Julia and it works fine but is still in its early stages numinousloop: when will v2 be?? ROXASBrandon: ROXASBrandon subscribed at Tier 1 skut1212: heyy What resources would you recommend to programmers on learning AI? funwayz: finally pytorch lolix_idontknow: when a collaboration with others hackers to shut down the Chinese system? gaocaandra: whats the end goal? bigie: nice and i will clone it and pretend i wrote it calcmath: what wil try after cartpole? Bootstraps: wtf is mu_0 eldac_kno: thoughts on yandex self driving cars? victorzarzu: pytorch vs tf mariopedreiro: !uptime numinousloop: your screen is a strange loop MrGwopz: @georgehotz plz explain the parts that you can on how you jailbroke the ps3 im very curious bigie: @mexeroserisback money & research should be behind it to go mainstream. or at least one of them heavily PhosphoricAcid: LUL santi_264: kim jong un is dead? Ne0Zer0: LUL Ne0Zer0: lmao zyrax222: sellout Ne0Zer0: o/ fabioitout: thanks for the iphone jailbreak, lot of fun bigie: no calcmath: what is the parachute paper? whichtom: thanks for the stream geo plazmacsgo: what concepts would I miss if I dont go to colledge? Penguino138: Peace! Thanks for the great streams! Bootstraps: george whats your insta SparksCx: you put it in submode Joooooooooonas: When can we expect you ? mangoxavier: Thanks George bigie: talk a bit about apple and google’s covid 19 tracing shit before heading out murkythunder: selling out for$2.5 cut from twitch SHAVEYY_: Do you have kim jong un’s phone number? eldac_kno: art of programming worth reading today? zyrax222: selling out for $5 LUL victorzarzu: pytorch vs tensorflow

b2kemann: love your streams!:) SparksCx: 4Head cankoloz: Dictatorship is the best! monkaS whichtom: brrr numinousloop: thanks for the stream, man! love the live coding AI papers <3 zyrax222: 4Head SHAVEYY_: pay pigging the government? mangoxavier: Taxation without representation is what we're in right now gaocaandra: inflation? whichtom: money is pretty arbitrary info303: thats how inflation happens lol saixj: but that causes inflation gaocaandra: money machine goes brrrr MrGwopz: fair enough if you cant talk about how you jailbroke the ps3 but thats a very interesting topic in my opinion @georgehotz santi_264: doesnt printing a lot generate inflation mangoxavier: State tax taxes your fed tax refund. that's double taxed ROXASBrandon: LUL saixj: money is a social construct info303: and you get 100 billion zimbabwean dollars for a loaf of bread gaocaandra: boi gaocaandra: come live in argentina lambdaman0f: its to ensure demand for dollar currency michaelkawwa: true calcmath: not it also creates GDP growth gaocaandra: see what printig and peronism is konradmad: i dont pay taxes....im sneaky xD plazmacsgo: are you planning to support more cars with openpilot? zyrax222: so how do you see the national debt then? hurzg: taxes kinda balance wealth eldac_kno: it's like chris tucker quote in rush hour, i am the president, i am the emperor, im the king corpus_cule: are actually saying taxes are not needed? lol murkythunder: ppl have said this printing doesn't cause inflation but i nvr understand :( chemicalflash: but don't they have to sell bonds in order to print eeXecute: Look at that loop FeelsGoodMan Kalland: the difference is who you tax. if you print you tax people who have money. not who earn money saixj: we should just sell a state to canada or mexico to get rid of debt bigie: so you're saying i should buy bitcoin? MrGwopz: @georgehotz yo im out bro take care! slevinxd: How we win against the system, sir George? b2kemann: printing is inflation, by defenition mangoxavier: Which bitcoins will stand the test of time? lambdaman0f: look into Modern Money Theory saixj: lol whichtom: LUL calcmath: its people bidding up pricess with extra money that causes inflation sudoaptgetupgrade: it just works because most countries trade with USD. If countries start to pay with their own currency the USD will fall pelegogrosso: @georgehotz can you be my teacher? hahaua alexxxxxxxxxxxxxxx: @georgehotz sir have you ever taken an iq test? b2kemann: by gold ;) plazmacsgo: you should stream more! fedexkinkos: U ever play poker ocandoja: hi! pepelaugh0: HeyGuys how you been geohot? asheritis: hi George

DecayingSkullz: Hello George TheSkapegoat: hi from Australia Jehhred: Two in one day? What is this sorcery? terrarosa: hey masters8: Charmin ad, nice JaeGeeTee: Whaaaaaatuuuuuuuuup enlightenedgambino: hiiiiiiiiii ad5k: Fzero leonardssh22: hi man, how’s going? ck1956: not able to sleep ha bugbrar: bonjour thejakesummers: do this in COBOL liams: Suuuuuuup mutrx: yo CaptCalifornia: gang shit eldac_kno: wazzzup cod4_lightning: what is muzero? masters8: do it in coq mattdougherty22: how was alpha go atlas193: How long will it take someone who doesn’t know how to code to learn hacking? luchesijoao: Hey George!! Wazzzupppppo mik3xx: Why do you use a MAC? Just preference? JerWasTaken: Hey Geohot. Are you able to help me calculating Quaternion to Euler angles in C# 😀 I have been trying for the last 10 hours or so but I can’t figure it out DecayingSkullz: UNIX like OS bugbrar: ^^^^yes, why mac? moizai: George ! is comma still operating right now? singularitytoatea: My guy geo very hots is backkkk!!!! eldac_kno: cringe bro Infinitelym: what we doin today singularitytoatea: lmao higher quiality singularitytoatea: lmao masters8: i like it optimizely: what are we working on tonigh? keith282: This is my last day as a sub FeelsBadMan moizai: is comma still operating my dude? mattdougherty22: how was alpha go fedexkinkos: take some theanine bruh tremendomendez: monkaS TheSkapegoat: TheSkapegoat subscribed with Twitch Prime joseanavarrom: Are you sweating? ited01: kk hello masters8: lol masters8: quick eldac_kno: is art of programming worth reading/studying through masters8: gotta get my low qual memes in aar0npham: aar0npham subscribed at Tier 1. They’ve subscribed for 2 months! how was alphaZero? Mint2bSpiced: click the cog in the right hand corner ited01: just increase de reedeem price Mint2bSpiced: its under chat settings erichtp: rip thx low qual plebs thodeannn: no more free msg 🙁 axlebear: Free the plebs Santiago_LHC: We are back! alexyzdev: sup team Penguino138: Holy shit two streams in 1 day optimizely: send link to the article cromed56: !uptime ited01: increase the price fkndean: https://www.nvidia.com/en-us/geforce/guides/nvidia-rtx-voice-setup-guide/ If you have rtx card its pretty good at eliminating background noise 🙂 Santiago_LHC: Plebs are free VandaleBot: yo Detonat3D: !uptime Mig1939: George what do you think of YOLO? aayaanamir: hello from Pakistan Penguino138: Release the plebs :p ivche1337: What’s MuZero? egb3: hello tremendomendez: 😀 Shelledlizard4: freedom mattdougherty22: how was the movie? Detonat3D: hi alexyzdev: Heyyy he did it achamorro008: ddd plazmacsgo: @ivche1337 an RL algo Penguino138: Welcome back George we missed your insightful and ASMR filled streams Santiago_LHC: I can help mod masters8: yay

achamorro008: geooohotz optimizely: send link to the article mutrx: wait didn’t you just ask how to csal90: ayeee tremendomendez: no mods? thodeannn: he did not ) ivche1337: @plazmacsgo tnx K_I_N_N_Y_B_O_T: that protein ever fold? masters8: meme away folks alexyzdev: lmfao mutrx: @georgehotz you just asked how to turn it off? thodeannn: goerge is cringe bye pwnbase: its /unmod Mint2bSpiced: you just type “/subscribersoff” as a mod aar0npham: https://help.twitch.tv/s/article/channel-points-guide?language=en_US Penguino138: Looks like the only mod in here is Mutrx? You can click the People button next to “stream chat” to view them eldac_kno: it’s the United States of George Hotz joseanavarrom: Twitch can be complicated gigafact: wow we are back Jehhred: https://help.twitch.tv/s/article/channel-points-guide?language=en_US Scroll down to the Streamer Section – it’s Manage Rewards joseanavarrom: For how long do you usually sleep? Santiago_LHC: I can mod. You could also use https://nightbot.tv/ Andremm2: You know the UI is bad when even a known hacker can’t use it LUL Penguino138: Georgemojis Penguino138: You earn channel points just by watching the stream keith282: You earn channel points by watching the stream sophisticatedgaming291a11: LUL gigafact: it did not even finish uploading to youtube should I just attach this stream as well to just one upload George? ad5k: have you seen wolfram’s new theory of everything saff__: give me points pwnbase: make it 1337 points gigafact: OK Mint2bSpiced: you earn channel points by watching hours of your stream joseanavarrom: For how long do you usually sleep? Penguino138: Is it still subs only? aar0npham: looks like it now Penguino138: Welcome productive and positive members of the stream… Lets program nashesvobodnoye: nashesvobodnoye subscribed with Twitch Prime. They’ve subscribed for 2 months! <3 is heart eldac_kno: can we ban sleep questions TheSkapegoat: Hey GeoHot, which company do you think is an underrated competitor in the autonomous vehicles market? Lizardan: Subs only PogChamp .. hello plebs HeyGuys

Penguino138: Unless george says so, questions should be related to the stream topic microx0ft: are you only using python for this? gigafact: people can “lash out” on youtube if they want. there is quite a few strange people on youtube but majority of people really love your streams George grey_street: what’s your idea of optimal sleep Kappa aar0npham: facts Penguino138: @georgehotz did you make any progress since last the stream? bugbrar: I am not a subscriber, but I would like to able to learn by asking questions, so I would appreciate it if people stopped asking unrelated questions/spamming. Please Santiago_LHC: keyword: prediction saff__: don’t do it saff__: end of xeeton: what is the real-world length of each time step? Killeraing: wow you were coding all night? powerofpickle: You have gone on tangents in past streams so I guess people are adapting jasondesante: love you dude Penguino138: Yeah some of the nature hacking streams had great thought provoking convos too eldac_kno: do you think gpt 2 is overrated jontowtruck: how are you still trying to implement this lol it probably has the most descriptive/informative appendix to dissect devm0d: What are we hacking on tonight? gigafact: I am currently working on a project and it’s really wearing me out. It’s not healthy at all but the result is going to be amazing. It’s all worth-it in the end TheSkapegoat: Can AlphaZero be applied to truly everything or do you think its inherent to strategy based activity? xeeton: @georgehotz thx for the answer devm0d: Thank you keith282: @gigafact Are you okay bro?

joseanavarrom: What are you planning to use it on? TheSkapegoat: Do you think AlphaZero is a leap in AI or simply a noticed step? Santiago_LHC: AlphaZero knew the rules to the games, right? gigafact: Have been sleeping only a few hours a day. I have not been so tired in all my life alfyfav: So why don’t you go to sleep @gigafact ? Jehhred: @gigafact Maybe you shouldn’t be on twitch then and instead doing the project? Penguino138: @gigafact Try to get some sleep and it might help overcome the project obstacles you’re facing 🙂 Lentaij: Anyone have a link to the paper? eldac_kno: just google it bro ak0ya_: https://arxiv.org/pdf/1911.08265.pdf gigafact: The problem is that even when I am going to sleep I am still thinking about the project. I can’t seep for very long… Don’t know if you had that feeling hurzg: I wonder if a prediction network is really necessary, if the world is based on relative simple physics… however in this way its a nice and general approach grey_street: twitch prime can chat axlebear: I’m twitch prime alfyfav: @gigafact maybe I could help you with your project. Follow me on twitter. Username: localhost666 devm0d: I’m also twitch prime tremendomendez: 🙂 Penguino138: Lay down the law george bugbrar: Thank you DeeboMC: I was just in the middle of subscribing lol gigafact: is someone having a party there? aar0npham: n training steps

eldac_kno: yes, chad party goers aar0npham: in terms of hyperparameters Penguino138: Is there a party outside? Penguino138: hahahahaha joseanavarrom: Loud party isyraq1: @georgehotz how would you recommend someone go about learning programming? Books? Online courses? xraichuux: why do you use mac ? tremendomendez: monkaS Mint2bSpiced: thoughts on RTX voice AI ad5k: immediately how to program questions loool TheSkapegoat: Do you think quantum computing is what will truly accelerate AI or is it mostly figuring out the software side of things such as what you are learning from this paper? Mint2bSpiced: for the background noise reduction DeeboMC: 7 in nyc lol synthetic11000: 7pm cheer calcmath: is he starting from scratch? eldac_kno: yes DeeboMC: He said 8 alfyfav: @isyraq1 he have sayed that before. Just sit down and think about what you want to do, and do it investigating and reading, just like he’s doing it rn Rashad242: Rashad242 subscribed at Tier 1. They’ve subscribed for 2 months! I’m just here to c greatness hurzg: quantum computers are pretty useless right now I guess @TheSkapegoat googles QC can only generate a certain type of random distribution Santiago_LHC: Interesting clip from a recent Lex Friedman interview with David Silver (one of the authors of the MuZero paper) on AlphaZero and self-play: https://www.youtube.com/watch?v=e77NkSjnyH4 axlebear: pytorch DansGame eldac_kno: wtf are these questions Mig1939: What exactly are you trying to do with MuZero on this stream? raisedbyphantom: how long is he streaming optimizely: can you make terminal bigger DeeboMC: Ima go ahead and subscribe anyway homie.. hold on a minute programmer42: which python’s vim package are you using ? lebop: WHAT IS MUZERO raisedbyphantom: !stream Santiago_LHC: MuZero is the latest ai from DeepMind eldac_kno: wtf is this chat calcmath: muzero is reinforcement learning algorithm aar0npham: why do they use elu instead of leakyReLU? alfyfav: @lebop why don’t you google it? CensoredAlex: what are we doing? eldac_kno: writing muzero ak0ya_: muzero paper reading tremendomendez: 🙂 Penguino138: Muzero is an AI model that was used in AlphaGo for those wondering optimizely: can you make terminal bigger

eldac_kno: petaaah is about to get banned CensoredAlex: nice asselbergs: Good evening George. Fun coding time again Penguino138: A complicated AI model that is used for predictions if I am right josalt: Hey everyone dalvasorsali: dalvasorsali subscribed with Twitch Prime. They’ve subscribed for 2 months! axlebear: LUL Jake_Miller_: LUL Junki4: HeyGuys JonathanH8686: JonathanH8686 subscribed with Twitch Prime eeXecute: LUL Jake_Miller_: hi josalt asselbergs: Thanks Penguino138 Penguino138: Let’s get some wholesome hype calcmath: He is using it to balance a stick first eldac_kno: dat $tick CensoredAlex: PogChamp40 Penguino138: Yeah basically doing physics based AI prediction williami000: Hype Train JdPaulBlart: elu activation function OP williami000: skunkp1Nine skunkp1Nine ToxicVulpes: @georgehotz can u use AI to break bitcoin private keys? mrmusicmaine: so we’re using muzero to solve the classic cartpole, what’s the vibe here? Just learning muzero? Bootstraps: did george shower? JdPaulBlart: using muzero to find coronavirus vaccine JdPaulBlart: duhhh greaserthegreat: greaserthegreat subscribed with Twitch Prime logicssoldier: logicssoldier subscribed at Tier 1. They’ve subscribed for 4 months! luv ur face eldac_kno: just as always, george is gonna play with some new model/algorithm and that’s about it Bootstraps: @georgehotz can you give a brief summary about what we are trying to accomplish? hurzg: the idea is: start of with a simple problem to learn and understand the method CensoredAlex: PotgChamp greaserthegreat: Connected my amazon account just for this Penguino138: Welcome new subscribers CensoredAlex: @greaserthegreat SeemsGood williami000: congratz on subbing calcmath: increased font size of code would be helpful greaserthegreat: Thanks yall Santiago_LHC: “MuZero learns a model that, when applied iteratively, predicts the quantities most directly relevant to planning: the reward, the action-selection policy, and the value function. When evaluated on 57 different Atari games – the canonical video game environment for testing AI techniques, in which model-based planning approaches have historically struggled – our new algorithm achieved a new state of the art.” aar0npham: can u just load pretrained weight? JdPaulBlart: no thats cheating

calcmath: i think the point is to learn how the algorithm that creates the weights works Bootstraps: george what are you trying to accomplish? memogainz: memogainz subscribed at Tier 1 mrmusicmaine: thanks @santiago_lhc JdPaulBlart: solving coronavirus with muzero Jehhred: @Bootstraps World Domination, obviously mrmusicmaine: @calcmath Yee same PristineBanana: MercyWing1 <3 MercyWing2 Abnico: herro georgey looking cute this evening HeyGuys eldac_kno: thoughts on 3b1b youtube channel sorry if offtopic CensoredAlex: @Bootstraps Getting the optimal quantity of lysol in a vaccine Kappa Bootstraps: inject disinfectant neilsweb: Thank you soooo much for donating $1 billion worth of your equity in Square to fund COVID-19 relief around the world. Donating roughly 28 percent of your net worth is remarkable.. thank you!!! mrmusicmaine: 3b1b is wonderful Penguino138: keep the chat on topic aar0npham: i think its time to get back to sub mode ak0ya_: :( rickoftheroot: monkaS CensoredAlex: true, sorry tornpaperyoyos: @penguino138 no mrmusicmaine: fair Santiago_LHC: I can mod the off-topic nonsense jmp0ut: hi all what's working on? Killeraing: you could change the chat few to ban politics Bootstraps: LUL rickoftheroot: LUL axlebear: LUL mashafique: LUL Killeraing: rules* TheBlackzillian: what is muzero? memogainz: Can you quickly explain what's the purpose of Jupyter in your workflow? Major_Spicy: @georgehotz what is your goal with this program u are making? Abnico: can i be a mod im also gay jmp0ut: @geohotz you see the kernel chocolate_milk gamozo has been working on for fuzzing, literally 0days all known hardware and software, 1 shot JesseSkinner: sub chat includes twitch subscribers Mig1939: 0.0001% of chat understands anything you do here joseanavarrom: I think submode does include twitch prime people Penguino138: @TheBlackzillian It's a complex AI prediction architecture used in things like AlphaGo leonardssh22: mornin' geo SHREKonVHS: umm george are u well JesseSkinner: sub chat includes twitch prime subscribers, i mean Gree_OW: @georgehotz Did those proteins ever fold? Santiago_LHC: Thank you, I'll instate order Santiago_LHC: and fear jontowtruck: please for the love of god use the vim keymaps rickoftheroot: monkaW iKanak_: iKanak_ subscribed with Twitch Prime. They've subscribed for 2 months, currently on a 2 month streak! Penguino138: @Santiago_LHC Congrats on the mod upgrade! neilsweb: because when u suck at coding you can test your code blocks easily and often jcernuda95: @memogainz the code seems to be controlling a openai gym environment that is a balancing pole on a wheel by using a new ai model released recently Abnico: what is he using muzero for? eldac_kno: nothing for now Abnico: i wanted a chat observer but muzero was to hard for me Penguino138: @Abnico For a physics simulation to balance a stick sort of thing jmp0ut: also faster computation hurzg: balancing a stick Penguino138: ALEXXXXXX Bootstraps: HI ALEX leonardssh22: hi alex mashafique: HI Alex aar0npham: hi alex c0sm3s: Hi rrittenhouse: sup? rickoftheroot: HI axlebear: HeyGuys Abnico: oh ok 8FollowSonik: HeyGuys Incurs0: HeyGuys grey_street: HeyGuys neilsweb: nice chair rickoftheroot: HeyGuys Mig1939: hey alex! joseanavarrom: HELLOOO eldac_kno: lol Santiago_LHC: Hello Alex CensoredAlex: hey aar0npham: lol Killeraing: sup Penguino138: It's tough dealing with friends who freak out about it Bootstraps: alex are you coming over tonight?

SHREKonVHS: george are u being friend zoned p4ri: LOL Bootstraps: bring steak!! p4ri: who is talking too p4ri: he* rrittenhouse: LOL rickoftheroot: KonCha Abnico: george, ur wifes boyfriend makes good steaks SHREKonVHS: f r i e n d z o n e s Junki4: the sound of ur HHKB is so relaxing r00tkey: You are still up! Drifter0o: georgeeee!!! nice to see you aar0npham: bans coming up Bootstraps: george do you like your steak well done? ralaxe: what are you doing exactly i don’t understand bugbrar: That was very sweet eldac_kno: do you like 3b1b videos? diazz_15: Smooth fckn operator Penguino138: Alex and George = goals Newlax: terrible things Santiago_LHC: Behave guys, Alex will be in chat Newlax: @programmer42 https://github.com/geohot/configuration PristineBanana: now I want steaks neilsweb: Can Alex write python? eldac_kno: english only, amigo Gree_OW: @georgehotz Did anything ever come of the protein folding? I really enjoyed those streams Santiago_LHC: English only cod4_lightning: can you show your mac dotfiles? dalvasorsali: I have a frozen steak but no idea how to cook it from frozen Abnico: protein is still trying to fold u can check the status on proteinbank neilsweb: first time i see him reading slowly. usually he just skips overr everything calcmath: I think main goal of MCTS is to balance exploration and exploitation sajugabru: lmao BumD197: hi, is there a target application he’s trying to implement or just exploring the muzero? SHREKonVHS: imagine if newton said it doesnt work before writing principia JdPaulBlart: using muzero to solve coronavirus Penguino138: @BumD197 Right now we’re just exploring and understanding through this paper SHREKonVHS: sad gamer moment jmp0ut: one pagefile aar0npham: is it a subspace then? Newlax: @cod4_lightning https://github.com/geohot/configuration calcmath: i think time is still discrete eldac_kno: bigbrain moment gigafact: I wish some smart people like Lex would join the stream and help eDONze: DuduSoloTop subscribed with Twitch Prime neilsweb: nobody liked my joke, where i confused him for Jack Dorsey 🙁 ad5k: why is it a continuous space? Major_Spicy: @Penguino138 what is he trying to exactly? I just joined jmp0ut: ad5k because a protein can continuously fold jmp0ut: until it reaches original Drifter0o: George you ever used the app magnet? DeeboMC: Subscription incoming Penguino138: We’re learning how Muzero, a complex AI Predictive network works, and applying it to a relatively simple physics simulation to keep a stick balanced Penguino138: @Major_Spicy Major_Spicy: Thanks a lot dude framedOh ad5k: isn’t the context chess, atari etc where position is discrete DeeboMC: deebomc subscribed at Tier 3 calcmath: the neural network can handle continous states DeeboMC: Party time

ooMariaoo: caught the stream 🙂 Bootstraps: are we watching alpha go on stream together late today? greaserthegreat: Could it be possible that continous is just the theoretic and is implemented with a finite number of discrete states. The delta in time could be small enough to provide a close enough answer to the continious model? SHREKonVHS: bruh the ice chewing has returned eldac_kno: chewing ice hurts bro hurzg: isnt it quantized by the time steps? sajugabru: they start at initial state and deterministically step through the space Mint2bSpiced: @Penguino138 is this like the AI used in SteadyCams and drones ? SHREKonVHS: no Penguino138: @Mint2bSpiced I’m not sure, it maybe be more applicable to games but I don’t believe so Abnico: steady cam does background stitching achamorro008: geooohotz Bootstraps: POGGERS Bootstraps: psuedo code dalvasorsali: Isn’t this similar to q learning/sarsa? doganigooo2: yo helloo what’s going on here Major_Spicy: Fancy framedPOG eldac_kno: btw in russian it’s pronounced geohot -g-like in garden calcmath: i believe the difference is a model of the environment is learnt BumD197: the thing is if only given rules makes this AI algorithm somewhat find the problem and solves it, pretty amazing, but i imagine it couldn’t be easy as it sounds doganigooo2: @BumD197 probably it is not Penguino138: @doganigooo2 Learning about Muzero, and complex predictive AI network abhi1o1: i went to sleep go up and he is still streaming bfpixels: @georgehotz im sub VIM vs VS Code? calcmath: you need balance exploration and exploitation DeeboMC: That’s nice pseudo code Mint2bSpiced: @Abnico I mean the AI for the stepper motors inside the handles of the Steadicam, not the video editing software stabization eldac_kno: ide question is the new kb question Bootstraps: this pseudo code looks better than my real code Bootstraps: wtf sajugabru: what is the purpose of the tree search?

eldac_kno: that’s what pseudo code is for calcmath: UCB is the principled way of doing it, with theoretical backing, but ya simple would stilll work diazz_15: @bootstraps I was thinking the same shit lol DeeboMC: Same lol axlebear: What is a leaf node again? Penguino138: @sajugabru typically the tree is used to path out the predictions for future possibilities and moves in a game Abnico: @Mint2bSpiced okie yeah eldac_kno: leaf node is final node calcmath: leaf node is end of game DecayingSkullz: It’s a node with no child ad5k: leaf node is an end state? 1boi: really gigafact: at least they have comments in the code puffgrape: r we folding protein or we past that? sajugabru: so if the functions that represent internal state stop changing then you’ve reached a leaf node? ak0ya_: folding is done eldac_kno: we are past that puffgrape: ahhh ok ak0ya_: this is a new project eldac_kno: protein question = ban hurzg: is a node itself simply a “move” in the game? puffgrape: shit didnt know lol dalvasorsali: @georgehotz Isn’t this similar to q learning/sarsa? guinness84: have you explore counterfactual regret minimizartion guinness84: explored* calcmath: only way to see reward if its realised only at the end of the game Penguino138: @hurzg pretty much yes, it is a step, and typically has a weight attached to describe the probability/prediction guinness84: o cool kevin21071: what so you have to know the max moves for each game? hurzg: @Penguino138 thanks posixninja: if this has nothing to do with protein folding I’m lost greaserthegreat: I agree it seems like it can’t go to a true leaf node? maybe an arbitrary point is chosen and a score is calcualted? greaserthegreat: new to this technique so just throwing out ideas ad5k: is reward probabilistic in intermediate time steps? socialnotsocial: what do you think about the general stagnation argument presented by Peter Thiel, Tyler Cowen and others? calcmath: if game has no intermediate rewards or reward shaping, you sort of have to do it till end right? CaptCalifornia: ICE CRUNCH monkaS Penguino138: @posixninja we are past folding, moving on to AI prediction applied to physics sajugabru: why isn’t there intermediate reward shaping? calcmath: in chess you only know if won or lost at the end posixninja: molcular dynamics? calcmath: not applicable for stick balancing calcmath: but algorithm is general

ad5k: “MuZero also extends AlphaZero to a broader set of environments including single agent domains and non-zero rewards at intermediate time-steps.” gigafact: George would you work at Deep Mind? raisedbyphantom: how long has he been streamin ? DeeboMC: Like 30 min posixninja: can someone point me to the whitepaper? ak0ya_: @posixninja folding project is over janpoonthong: How did you learn python by coures? or Turtuoirl from Youtube? PristineBanana: https://arxiv.org/abs/1911.08265 @posixninja ak0ya_: https://arxiv.org/abs/1911.08265 DeeboMC: 45 maybe Penguino138: Yeah chatt has approved a lot so far JdPaulBlart: its because im here DeeboMC: No it’s me bro JdPaulBlart: i increase the average intelligence of the chat DeeboMC: Oh yea ur right raisedbyphantom: def sajugabru: @calcmath so it seems the main contribution of the paper is how they can make a model of games that don’t currently have perfect simulators? kisspapa: you ever have any fun with the open source voice builder tool google released calcmath: yeah you simultaneously learn a model for the environment, as recurrent neural net JesseSkinner: hm could it be applied to a game like .. the stock market? DeeboMC: That’s scary stuff JdPaulBlart: this light mode is hurting my eyes DansGane JdPaulBlart: DansGame sajugabru: then which tree search algo you use is irrelevant to the goal of this research right posixninja: I’m still learning the personalities of amino acids 🙁 calcmath: yeas so long as it balances exploration an dexploitation janpoonthong: How did you learn python by coures? or Turtuoirl from Youtube? calcmath: he can just implement an epsilon-greedy version instead of UCB version, but it will be less efficient

Nussinov: im trying to learn coding for 2 months now and I feel utterly retarded dalvasorsali: @janpoonthong you learn by doing Penguino138: @janpoonthong you learn to code through tutorials and just doing it grizvok: 2 months is nothing DeeboMC: Fred Baptise’s Python Deep Dive series on udemy diazz_15: 2 months is legit nothing gigafact: maybe this will help? https://medium.com/applied-data-science/how-to-build-your-own-muzero-in-python-f77d5718061a diazz_15: Try 10 years and still not knowing wtf is going on lol MorningLightGamer: if you google for “muzero-general” you can find a github repo that can maybe be helpful nick_larsen: I gave 30 min talk on this in the live coders conf a couple weeks ago nick_larsen: MCTS not MuZero tragic_tf_up: what did you do when you were younger to motivate yourself? DecayingSkullz: ban incoming Nussinov: wait 2 months is nothing? that makes me feel better I suppose JesseSkinner: @Nussinov yeah thats like, learning to read for 2 months nick_larsen: What the question right now? Santiago_LHC: No keyboard talk. Chat 101 Nussinov: @JesseSkinner oh LUL i thought i would just kinda pick it up quickly since a lot of people seem to know it janpoonthong: What’s your IDE?

hsydf92: what is being coded Penguino138: @Nussinov You will likely have a long journey with programming. Full of failures and successes. You have to enjoy it for sure JesseSkinner: @Nussinov some people have been doing it since they were kids.. its a new way of thinking for many who pick it up later in life janpoonthong: from musro.model import musi.model Nussinov: @JesseSkinner damn that is a huge advantage LUL im 20 now so its not so bad janpoonthong: I think JesseSkinner: @Nussinov and the biggest thing is getting used to things being broken 99% of the time. when it’s working, you’re done! Penguino138: Exactly, and programming will give you serious power and freedom, so it is worth it in the end bfpixels: my only advice is build things. It can be easy to stay in tutorial purgatory jsnfly: jsnfly subscribed with Twitch Prime grizvok: @bfpixels agreed. a huge mistake people often fall for grekler3: @Nussinov im 2 months stuck just learning data management in flutter lul .. i mean i can just copy a yt vid, but i need to go back and re learn dart and sql fundamentals, i need to fully get the concepts Nussinov: @bfpixels luckily I have a degree in biochemistry so the applications are abundant in bioinformatics-related areas Penguino138: @Nussinov Yes always go for practical programming examples, and slowly crawl your way through, you will learn a ton! janpoonthong: @bfpixels So you mean tutorial are ehh ivche1337: eyy sub only is gone lesgoo ak0ya_: chat became an emotional support group for Nussinov 🙂 Penguino138: @ak0ya_ better that than the toxicity that caused sub only mode earlier today socialnotsocial: @georgehotz what do you think about the general stagnation argument presented by Peter Thiel, Tyler Cowen and others? Nussinov: @ak0ya_ hell yes! im feeling much better lol echobrother: what’s the IDE hsydf92: vim hsydf92: @echobrother vim and jupyter notebook ak0ya_: dev env bfpixels: @echobrother it’s not an IDE he’s using a text editor called vim

Santiago_LHC: No stupid offtopic questions Bloodswordz88: We fold fam hsydf92: @santiago_lhc no questions are stupid Penguino138: Someday ill be lucky enough to join Santiago and keep the chat clean dotsHappy BumD197: does George have github page? DeeboMC: Ban ivche1337: there are no stupid questions, only stupid answers Santiago_LHC: That a stupid question, but I’ll allow it, because it’s not entirely off topic 😛 quinquanonagintilliard: What’s the stupid question again? ivche1337: Kappa Kappa BumD197: my question? dontbeameme: Did make cold fusion yet? DeeboMC: “Does he have a github”; yes Santiago_LHC: @BumD197 https://github.com/geohot/ BumD197: i looked at info below there wasnt any info so i asked HalluCinogen151: Whats up man calcmath: yeah i dont know why there are 2 num steps BumD197: better put it some info if you dont like that question being asked hichm19956: what happend boss? dontbeameme: Singularity in 3 2 1 calcmath: can you zoom the medium post a little beefydangles: did you ever figure out that beer virus? gabryelportuga: windows > linux, and who disagree is right Penguino138: @beefydangles no he moved on from it

hsydf92: zoom vim screen a little iIyaRPV: stop writing cringe jokes and stupid questions in chat BlessRNG MorningLightGamer: @georgehotz or mods, can I post a github link that may (or not) be useful? beefydangles: @Penguino138 10 4 WhispyHerc: chat what is he working on? gabryelportuga: @WhispyHerc muzero WhispyHerc: yeah but what is he building @gabryelportuga Penguino138: @All He is learning Muzero, a complex predictive AI network he is using to apply to a basic physics simulation WhispyHerc: thanks @Penguino138 Santiago_LHC: @MorningLightGamer Yeah DeeboMC: @Santiago_LHC pardon the off-topicness: Anyone know why the stream, on my laptop, is like 9-10 seconds behind the stream on my phone? MorningLightGamer: https://github.com/werner-duvaud/muzero-general LiveCustoms: Dude can you end corona already LiveCustoms: I wanna go outside WhispyHerc: so how is he implementing AI in a basic physics simulations? @Penguino138 Penguino138: @WhispyHerc you may see it soon, but we are using it to run a physics sim that balances a stick WhispyHerc: how so an entity has to figure out how to balance a stick? @Penguino138 WhispyHerc: *oh WhispyHerc: sounds interesting hurzg: the thing is that the prediction network can learn all kinds of dependencies… also things, that can not be easily modelled via physics… its about learning the method itself calcmath: why is choosing complete random actions correct here? aaryan4: what are you working on? gabryelportuga: he is pissed, aparently Penguino138: @WhispyHerc Chat can correct me if i’m wrong, but I believe it uses the tree search to predict the best physical translation/action to take to keep the stick balanced HalluCinogen151: He’s hacking at corona l1ght5p33d: everything is a tree search l1ght5p33d: we want lookup tables WhispyHerc: i see

eDONze: cocktop gigafact: George did you see this https://github.com/koulanurag/muzero-pytorch been tested on CartPole-v1? forkdb: Wow posixninja: george just likes talking to himself and doesn’t want to feel crazy roletro: @georgehotz mcts is just a random search (with many samples) to a final state and relying on the statistics of the randomness to represent the overall picture of an action that prompted the search forkdb: Amazing forkdb: HelloGeorge hichm19956: great, posixninja: <3 forkdb: How are you doing? hurzg: as far as i understood, the algorithm has to decide in which direction it has to accalerate the stick at each time step. each step is a node. and the tree search finds the best movement for each node Penguino138: Yeah what hurzg said WhispyHerc: i wonder how many nodes there are in say a second blueberryguac: ban me WhispyHerc: if thats even how that works WhispyHerc: or "step" gigafact: Someone already used MuZero for your problem George https://github.com/koulanurag/muzero-pytorch l1ght5p33d: lol @ cartpole shoji22: !uptime ET_515: ET_515 subscribed with Twitch Prime Penguino138: Welcome ET calcmath: need to revisit UCB to implement MCTS calcmath: i think discounted root value is you find the empirical reward for some rollouts roletro: you don't have to stick to the formalities, you hack hack together a mcts that doesnt have to set up anything fancy. you arent writing a paper DeeboMC: 👆🏽 realdigitalflow: !uptime calcmath: you can just use epsilon greedy for exploration

forkdb: Hello George… big fan.. you are an inspiration to all, especially me… please give some insight on how to become good at learning and understanding and implementing things, how are you sooo good at programming especially DecayingSkullz: just stop asking these questions please calcmath: practice makes perfect Protoxus: 1. don’t be noob forkdb: Am not asking for answers DeeboMC: Wastes of 380 forkdb: I just want to understand his thought process WhispyHerc: waste DeeboMC: Lol psychicsides: Like they are worth anything @deebomc raisedbyphantom: @Protoxus what a brilliant advice khilshot: which programming language do you use for programming interviews? masters8: take my points roletro: well the goal of mcts is to randomly search until it reaches a state where no further action is needed or possible erlsek: waste Hamled: I think the previous message about practice is an accurate representation of his thinking shoji22: PRACTICE MAKES PERFECT GUYS, THAT’S THE KEY Protoxus: raisedbyphantom I was just paraphrasing George greaserthegreat: @khilshot the one you are most comfortable with and supports OOO Hamled: you won’t get good at anything you don’t practice raisedbyphantom: @Protoxus I know, no pun intented 😉 Protoxus: raisedbyphantom 😛 raisedbyphantom: 😛 bfpixels: are headaches normal when researching something like what George is doing or do I need to see a doctor? jax05_: just don’t practice the wrong way heh DeeboMC: What part of the head? Jakob753951: All of it lol BumD197: why does it matter @forkdb you can’t understand people’s thought process, and if you understand that you wouldn’t ask Penguino138: @bfpixels Your head can hurt from learning too much stuff, but make sure you’re hydrating and have enough protein for ur brain WhispyHerc: cerebrum calcmath: its an exploration policy DeeboMC: @bumd197 exactly bfpixels: tension headaches especially trying to read what he’s doing DeeboMC: Normal quinquanonagintilliard: George, can you explain to me how nvidia rtx voice works? they’re really good Waldoqq: oh shit we back

lithiumx4900: lithiumx4900 subscribed at Tier 1. They’ve subscribed for 4 months! What happened to protein folding? datswhatigot123: what a fine Saturday Waldoqq: wuzgud my man roletro: does muzero do the alphazero thing where some fraction of mcts branches are simulated till the end state and some are aborted by the value function? shoji22: WKWKWK young_beans_and_lean: Yaaay I’m in time for a geohot stream … can’t wait to become a YouTube caption singularitytoatea: Nn ak0ya_: @roletro https://medium.com/applied-data-science/how-to-build-your-own-muzero-in-python-f77d5718061a here is a comparison explanation forkdb: Thank you all for the expert advice jdwillys: sup gangstar posixninja: balance the stick… is the stick a carbon atom? posixninja: or just a bond? Penguino138: @posixninja It’s a cart and a pole fatpanda168: what’s he doing chaterino posixninja: that lost me Penguino138: You should see in a minute if it compiles fatpanda168: I 100% have shittier naming for variables

posixninja: are you just trolling? pelegogrosso: dude, i’m not understanding nothing DeeboMC: Socrates didn’t either, don’t worry posixninja: I understand only 82% GandalfTheGrayOfHell: !uptime K177: 🙁 Penguino138: @posixninja It’s called “CartPole-v1” GandalfTheGrayOfHell: !time posixninja: explain yourself then fatpanda168: time to fold some protiens almost forgot mr_stochastic: Just training on CPU? K177: damn you going to speedrun it? calcmath: if you implement MCTS like the paper you need to have a tree data structure as you expand leaf nodes dynamically pelegogrosso: why not create a cheat game? is funny too ak0ya_: implementing mu zero GandalfTheGrayOfHell: @georgehotz did u finish the alpha go movie? jasondesante: I hope he’s vibin right now Penguino138: PIZZA TIME pelegogrosso: @posixninja: where start learn CS? you’re looks be a pro.. or not? Santiago_LHC: Pizza time! pzuko7: should have a command for those asking whats he doing mashafique: Pizza time PogChamp jasondesante: at the end of that documentary the dude quits playing go forever ad5k: yeah nightbot could be handling these questions jasondesante: the machine marries his mom and becomes his step dad DeeboMC: Damn.. I gotta see that Santiago_LHC: Mods can’t install nightbot, saddly WhispyHerc: what documentary DeeboMC: 😂😭 pzuko7: ohh i see Killeraing: pizza time GandalfTheGrayOfHell: Just hack George 4Head

socialnotsocial: @georgehotz what do you think about the general stagnation argument presented by Peter Thiel, Tyler Cowen and others? pelegogrosso: codecademy is good or books are better? ak0ya_: it’s no off-topic question chat today GandalfTheGrayOfHell: Books are better GandalfTheGrayOfHell: Any given day RomeroCesar: that’s a personal choice @pelegogrosso DeeboMC: They’re complementary Protoxus: @pelegogrosso Depends on what you’re learning. For frameworks and languages, I’d say online documentation is better since it’s updated. For general concepts, books are better GandalfTheGrayOfHell: Develop a habit of reading to partially become as smart as George Protoxus: – My opinion, at least RomeroCesar: I prefer books, but many prefer lectures, other prefer hacking. Knowing how you learn best is important DeeboMC: You can’t become smarter necessarily.. knowledgeable and skillful, yes bcihacker: what happened to #hack-covid? GandalfTheGrayOfHell: You know how George reads stuff from papers and directly implements it , u need a hell lot of reading practice for it WhispyHerc: you can become smarter but not more intelligent lolzmaster99: What game os he applying muzero to? ak0ya_: @bcihacker its over lolzmaster99: Is there a new paper out? Penguino138: @lolzmaster99 CartPole-v0 DeeboMC: Eh, semantics ak0ya_: it’s a november paper bcihacker: @ak0ya_ oh. lost touch a bit DeeboMC: I use “smart” interchangeably with “intelligent”; am I wrong? lolzmaster99: Yeah implementing papers is tough working on one rn pelegogrosso: some good forum to learn languages? WhispyHerc: i like to use “smart” as level of knowledge possesed and “intelligence” for intelligence Santiago_LHC: Sigh bcihacker: @lolzmaster99 wdym implementing papers? Just came on chat, so lost context a bit lol DeeboMC: Fair enough lolzmaster99: Taking a research paper in L and writing code to implement the algorithm described in it lolzmaster99: ML* in_just: Saw your podcast interview with Lex recently, not too shabby DeeboMC: Minimally shabby RomeroCesar: @pelegogrosso assuming you mean programming languages, I prefer reading a book instead of following some tutorial or lecture. Something like the “in a nutshell” series from oreilly are good if you already know at least one other language calcmath: did he already implment make target function? in_just: It’s weird how he runs it out of a hotel room but I guess the point is to get the audio so doesn’t really matter lolzmaster99: geohot have you tried TF Agents?

RomeroCesar: was there a new one with lex? DeeboMC: I think the locations vary GandalfTheGrayOfHell: @georgehotz https://youtu.be/Ir7wCAQINqw comma.camera? bcihacker: @lolzmaster99 hmm that sounds interesting. So does that mean that your algorithm needs to figure out the algorithm written about given an ML paper? DeeboMC: No; he’s referring to the original I believe in_just: Yeah the original lolzmaster99: @bcihacker No, the paper proposes an algorithm and you implement it in_just: lol DeeboMC: Good choice bcihacker: @lolzmaster99 any more info on it? article/paper/etc Santiago_LHC: That’s what he thinks bcihacker: @lolzmaster99 sounds pretty interesting lolzmaster99: @bcihacker MuZero from DeepMind calcmath: is make targets implemented already thatguywithadik: i got too drunk and stopped coding for the night dantehemerson: Nobody can explaint it lol thatguywithadik: what’s George doing bcihacker: @lolzmaster99 oooh. i get it. pretty cool stuff! Jaime_Medina: !uptime Protoxus: @Jaime_Medina If you have BTTV you can do /uptime Santiago_LHC: Manual uptime: 1 hour 45 minutes calcmath: MCTS has to give you an estimate of the value function given previous version of the policy, then you iteratively improve dantehemerson: Is this ML, DP or what is this? dantehemerson: DL* lolzmaster99: ML calcmath: it gives you both worraaa: RL, coding muzero to solve cartpole 🙂 dantehemerson: @lolzmaster99 is basic or advanced? fatpanda168: anyone excited about nvidia announcement in may lolzmaster99: Advanced calcmath: I think it gives both, value function dicates policy so its more fundamental

pelegogrosso: is there some restrictions in this chat? because i’m new in the cs and maybe some questions mine can sounds idiot soldierheadsmite: new graphics? gaocaandra: it’s the first suggested implementation in deep dive into deep learning GandalfTheGrayOfHell: Do t ask about key board GandalfTheGrayOfHell: Don’t * in_just: @pelegogrosso I think a certain level of knowledge is expected before typing worraaa: tab > space ty ak0ya_: @pelegogrosso it has to be related to the topic DeeboMC: Keep to topic? worraaa: Kappa DeansGamingRoom: What’s the current project? UltraPh3onix: !uptime worraaa: !uptime DeeboMC: U see the title? raisedbyphantom: he is been streaming for 12 hours lmao Santiago_LHC: @pelegogrosso We are not taking off topic questions today. IF you have general programming questions, just google eDONze: where is your piano calcmath: vstack or hstack? DeeboMC: Dude… thank you for finally saying google.. jeezus dompatobbe: is george still doing the corona thing? gaocaandra: no DeeboMC: Make it stop dompatobbe: Aight thank you posixninja: I’ll leave you to hack and try to catch up on my own. this was the next course I was going to watch so I might be back posixninja: if I don’t solve it on my own calcmath: good old off by one errors

satire_: are you done with low level stuff? in_just: Is the AlphaGo algorithm publicly available? Santiago_LHC: Ha, no DeeboMC: What would u do with it anyway in_just: Play Go DeeboMC: 😂 ohheyitsrainy: absolutely embarrass Lee Sedol GandalfTheGrayOfHell: Best lee sedoy again gaocaandra: create a swarm of drones calcmath: do you eman the weights or the meta algorithm used to train it? worraaa: there’s some open source implementation worraaa: but training will be expensive frznn8: vai dormir filhoi Santiago_LHC: There’s Leela Go, which is based on AlphaZero Go gaocaandra: how big a gpu farm would you need to train a model like that? in_just: For Go? They spent $25 million I read ohheyitsrainy: depends on how much time you have 😛 gaocaandra: dayum PFY1: whats muzero Santiago_LHC: 25 million? I doubt it, that’s too much in_just: Until I stand corrected I stand correct? lol robonhansonem: Still PoleCart? DeeboMC: I agree concurrentx: hi george! i’ve been watching you for years. One thing, I’m always curious about – what’s your typing speed in WPM?’ could you please do few races on TypeRacer?’ BumD197: isn’t that algorithm trained in 4 hours or something BumD197: for go or chess Penguino138: PIZZAAA gaocaandra: 35 million By one estimate, the training time for AlphaGo cost $35 million; gaocaandra: thats what google says alfyfav: I got scared because I thought that noise was on my place in_just: I stand corrected LUL carlosalfarodev: Hahaha Santiago_LHC: Interesting. It wasn’t anywhere as expensive for Alpha Zero carlosalfarodev: I got up to check if it was in my place too rickoftheroot: PogChamp ohheyitsrainy: apparently alphago zero hardware cost was ~$25 mil? at least says wikipedia

DeeboMC: Yea but you were righter than wronger peakyDicers: what is jupiter notebook used for? ohheyitsrainy: not that goog actually paid that much in_just: righter than wronger, gonna have to remember that one calcmath: dont you have to call make_targets calcmath: before training Biffingtonn: that pizza looks like you should get ubereats RomanBanana: ‘well thats stupid’ LOL DeeboMC: Lol calcmath: ohok calcmath: code not zoomed hard to read microx0ft: Basically implementing the Monte carlo search will be used to select moves? balloonpopa: What you got brother… a personal pizza? pwnbase: have you messed around in MuJoCo? Waldoqq: its not delivery its DIJORNO Santiago_LHC: Hammer time niko174_: Здравствуйте calcmath: Maybe i am missing something here in your simplified version of MCTS, not sure why it would work ak0ya_: no russian today 🙂 niko174_: So sad

in_just: baking a frozen pizza instead of microwaving. i took am a man of culture guy_ross: guy_ross subscribed at Tier 1. They’ve subscribed for 4 months! OhMyDog Manalope: Manalope subscribed with Twitch Prime. They’ve subscribed for 2 months! balloonpopa: What happened with the protein folding thingy? ak0ya_: it’s over @balloonpopa DeeboMC: Timed out balloonpopa: ahhh gotcha Killeraing: pizza asmr worraaa: mukbang stream PogChamp mik12f4: are you tired or bored? gaocaandra: aparently biology is kinda not a thing BumD197: most likely it unlearned k3ags: !uptime

guy_ross: @k3ags 2:08:40 calcmath: biology took too much compute Abnico: hmm dontbeameme: Hot pockets calcmath: these loss curves just mean you are overfitting to each batch separately right? dontbeameme: You live in America and u eating hot pockets Santiago_LHC: No dumb off topic questions DeeboMC: It’s not a hot pocket dontbeameme: Gotcha dontbeameme: @santiago_lhc DeeboMC: But #hotpocketlivesmatter murkythunder: buy a hot pocket and you too can have the dinner of pro programmer jorge hotz DeeboMC: 😆 calcmath: is any one else following whats happening here? DeeboMC: #metoo BumD197: little bit @calcmath 🙂

calcmath: werent those loss curves just overfitting calcmath: on single batches vaskogomez87: guys what is he doing? just arrived slowpolka: have you cured coronavirus with a car yet calcmath: need longer than 200 steps to judge quality of balancing z00fle: trying to balance the stick? ratakamom: yeah, the cart pole problem Ayowayway: ai learns to balance a stick? DeeboMC: Next time on dragonball z worraaa: exercise: explain the loss spike Rowro: george im the biggest fan you’ll ever have, I think we should be together @georgehotz Ham3113: hey man. im a com sci student going into my last year of uni and i want to start learning more about how to implement neural nets. ive already taken an ai course that went over the general concepts of neural nets like back propogation and weight and bias calculations but i havent actually had the chance to make one. do you or chat have any suggestions for resources that would help someone at my level. thanks man love the stream Santiago_LHC: He does calcmath: he is not clearing his loss array so after restart it look slike loss spike DeeboMC: @calcmath u the real mvp calcmath: gradual improvement

DeeboMC: Lol was being serious tho z00fle: oh its solved Manalope: nice Bowlgirlblergh: atpGasm worraaa: ooh i thought it went to explore new regions of state space so there is spike calcmath: lol thanks @deebomc rickoftheroot: Pog baby_janitor: what ide is that DeeboMC: Np calcmath: let see the balancing for 100 steps vloodp: whats the project? Santiago_LHC: The name is right there at the top @baby_janitor calcmath: 1000steps Penguino138: look at him wiggle about Ayowayway: PogChamp PogChamp PogChamp PogChamp calcmath: moar steps rickoftheroot: PogChamp z00fle: uncap it @georgehotz PiroFloydian: whats going on here friends arrabity: PogChamp dontbeameme: 👏 calcmath: mosr steps plz dontbeameme: We are the champions my friend calcmath: yes uncap it lebop: please ELI5 what ish appening aPosterior: now forbid it from harming humans Protoxus: lebop Machine learning makes pole not fall over calcmath: an AI is learning to balance a stick, the AI has no exposeure to physics before StopitDonk: whats so exciting about 200? lebop: ^ calcmath: maximum reward calcmath: it fails very human like z00fle: what’s considered “pass” ? calcmath: reward is to last for as many steps as possible BumD197: it looks like too easy job for this AI calcmath: pass is it balances for long time z00fle: for one trial? or X in a row

calcmath: if truly learnt in a general way, it should balance beyond 200 steps even though it was trained only for 200 steps lolzmaster99: One run should be able to last indefinetly lolzmaster99: Due to the simplicity of cartpole BumD197: in theory calcmath? calcmath: yes ideally cieph4: !uptime jmp0ut: modulo your memory addresses as a quotient of your total memory space jmp0ut: faster jmp0ut: surprised our computers dont do it already birkett0011: What we learning today boyss????? jmp0ut: simple math calcmath: otherwise its just fitting a table with a neural network, its good, just less impressive mr_stochastic: This being run on CPU or GPU? Not sure if someone already mentioned that or not calcmath: whole point of the algo is it grasps the dynamics aka physics birkett0011: We doing some RL? z00fle: GG lolzmaster99: Is the initial pole position fixed at vertical for each new replay? Penguino138: Glad the chat got their shit together somewhat socialnotsocial: What do you think about the general stagnation argument presented by Peter Thiel, Tyler Cowen and others? rickoftheroot: SeemsGood calcmath: and generalize beyond the training nest Ayowayway: SeemsGood SeemsGood SeemsGood PogChamp PogChamp aPosterior: im a different man now Waldoqq: can we g et more anti gov rants now? 🙂 BumD197: but it requires more training since it solves the problem but doesn’t mean it solved physics? jmp0ut: instruction sets as well Trenz2: pretty good job calcmath: last longer than 200 steps l1ght5p33d: SeemsGood mr_stochastic: Which RL game is next then? Cool stuff tonight 😀 lolzmaster99: it can have a reasonable response to new instances calcmath: not saying its bad, just interesting to see how far you can push it DeeboMC: ML=/=AI z00fle: brute force programming lolzmaster99: Great stream. Looking forward to more paper streams

calcmath: can you uncap and run once? worraaa: what are you trying next for muzero? mr_stochastic: Yes! worraaa: card game Kappa calcmath: un cap in the evalution jmp0ut: R programming is harsh mr_stochastic: Yeah diff env 🙂 Santiago_LHC: Can we merge MuZero with Twitchess vloood: this calcmath sperg lol Penguino138: @georgehotz When did you say you were moving to the new apartment? calcmath: lol @vloodp ill take that as compliment worraaa: add discretization code l1ght5p33d: discreet + small random continuity = continuous. no problem birkett0011: @georgehotz Have you messed around with any dynamic simulation software? Like https://cloud.anylogic.com/models k00kieeeez: xqcM lolzmaster99: What about breakout-v0 lolzmaster99: same action space lolzmaster99: left/right balloonpopa: does the simulated environment account for external forces… i.e. wind ect.? calcmath: harcoded policy Manalope: jupyter is an IDE? what do the In / Out lines mean? DeeboMC: Lol I don’t think so DjAlma1991: What’s up… First time here… Whar are you doing? calcmath: i think you have 2 actions pace hardcoded policy in your “MCTS” DeeboMC: @djalma1991 It’s kinda winding down atm, u were a lil late bro

calcmath: more hardcoded bugs calcmath: [0.5,0.5 lolzmaster99: When are these gonna be posted to commai archive? Missed a lot of it calcmath: its should 1/n, bot 0.5 calcmath: not 0.5 DeeboMC: U’d have to ask whoever that is that runs it DeeboMC: @lolzmaster99 lolzmaster99: @deebomc Yeah just figured someone in here knew DeeboMC: I’d like to know myself but they seem kinda cagey about the whole thing DeeboMC: They’re in here lurking tho I’m sure calcmath: sparse reward BumD197: real test the muzero calcmath: can it even reach in 200 steps? lolzmaster99: breakout-v0

QUOTE_IF_NEXT_YEAR_BETTER: You start with artificial intelligence that can learn, adapt and improve itself. Because computers run so much faster than the human mind, the artificial intelligence becomes smarter and smarter at an exponential rate until it is so much more intelligent than we could ever imagine. Public figures such as Stephen Hawking and Elon Musk have expressed concern that full artificial intelligence (AI) could result in human extinction. How do you plan on stopping this from happening? l1ght5p33d: laundry folding simulation Killeraing: ban him lolzmaster99: ban this guy imkonst: sorry im new to this, is he using machine learning principles right now? rickoftheroot: hammer incoming? LUL DeeboMC: Hopefully QUOTE_IF_NEXT_YEAR_BETTER: ban that guy calcmath: reinforcement learning QUOTE_IF_NEXT_YEAR_BETTER: evolution innit gaocaandra: banhammer DeeboMC: @quote_if_next_year_better How do YOU plan on stopping it? theirishtripleking: All it takes is one semi colon removed thats how you combat it DeeboMC: Very niiice calcmath: python doesnt care about semicolons BumD197: we re doomed then birkett0011: have you seen RL applied to any real life complex systems? Currently only seen small games with it theirishtripleking: sorry colon* l1ght5p33d: boston dynamics CHENLOLA: What software the up and down arrow icon is? skinnypuppy69: whats he making calcmath: big games like dota and starcraft too QUOTE_IF_NEXT_YEAR_BETTER: ^ t0rment1337: @georgehotz u need to change 1m2019.com to 1m2020.com Anton_gashi: !uptime skinnypuppy69: is he making a bot to play lunar lander??

lolzmaster99: Lunar lander can also be done as a convex optimization right? cieph4: !uptime doesn’t seem to work masters8: There’s no bot Ayowayway: what about youtube celebrity Kappa calcmath: gotta learn the physics before you land on the moon Dgreen420: Dgreen420 subscribed with Twitch Prime. They’ve subscribed for 2 months! Big up George worraaa: LUL l1ght5p33d: don’t need to learn any physics just approximate iwell enough Ayowayway: SeemsGood SeemsGood calcmath: yes just the practical aspects of physics calcmath: muzero is very pragmatic, it only learns what it needs to achieve its goals l1ght5p33d: pretty good lolzmaster99: Needs more exploration imkonst: is he plotting the loss function outputs? lolzmaster99: What time tomorrow? Mlewii: but can it learn poker though birkett0011: pretty keen for this simulation tool : https://docs.hash.ai/core/ all python

lolzmaster99: What loss is that? Not familiar with muzero do they have actor/critic? CHENLOLA: George, What software the up-down arrow icon is lolzmaster99: end-to-end? lolzmaster99: Is that what you mean by correct? 鼻史: @CHENLOLA reverse scroll ? l1ght5p33d: most underrated stream in ai worraaa: this task needs more exploration calcmath: poker can also exploit human behaviour by building models of specific humans memogainz: Anyone recommend an intro to AI book? Jski101: But you’re hawking it Kappa worraaa: which you might not get without proper UCT Santiago_LHC: Nash pwnbase: i have built a poker bot, i think the current literature is a bit clickbait lolzmaster99: Understanding Machine Learning by Schwartz worraaa: or just epsilon greedy kevin21071: are these notebooks available on github? 鼻史: MIT open course ? calcmath: yeah thats good generalizauton lolzmaster99: It should go idnefinetely once it’s learned to keep the pole within the learned space Santiago_LHC: @kevin21071 Yep: https://github.com/geohot/ai-notebooks bloodborne24: pole game strong PogChamp therealariel666: !uptime socialnotsocial: @georgehotz what do you think about the general stagnation argument presented by Peter Thiel, Tyler Cowen and others? georgehotz: !uptime masters8: nope Santiago_LHC: 2 hours 30 minutes WiseSwift: Can someone catch me up on what he’s doing? masters8: lol 鼻史: u need bots in chat LUL therealariel666: Thanks Santiago_LHC: You need to install https://nightbot.tv/ @georgehotz for the commands skinnypuppy69: you need a chat bot skinnypuppy69: that would be cool lolzmaster99: Question: Will you install a dark theme on your notebooks socialnotsocial: https://en.wikipedia.org/wiki/The_Great_Stagnation skinnypuppy69: nevermind BumD197: wanna see his on robotics type on simulation DeeboMC: “Not now mom, I’m building a heuristic” Santiago_LHC: Mods can’t do it Protoxus: I think most of your mods can do it waterpaste: Ninja LUL calcmath: do you think mu zero like algorithms canone day be used to run corporations? crawcraw66: i think its economic growth by high unemploymenmt Ayowayway: ninja who Kappa ggtom: ????? Protoxus: @Santiago_LHC If he just sets it up, can’t he give mods the rights to administrate it? Protoxus: Haven’t used Nightbot in a long time, but I think I remember something like that

l1ght5p33d: We’re so productive everyone could get fired and we’d still produce everything Gamer_nohope: just me or sound is too low? Santiago_LHC: @Protoxus Yeah, we can add commands and edit, but he needs to install it ggtom: i arent read that tbh ngl eddtarlin: why coding isnt popular there like games CHENLOLA: @鼻史 gotcha, reverse scroll. thanks jmp0ut: greedkeeping babies waterpaste: d borang: hello jmp0ut: weirdos calcmath: I think AI can open a new frontier for more growth pepelaugh0: @georgehotz thoughts on simulation theory? Ayowayway: religion philosophy made us here imo WiseSwift: Yeah but everyone is doing yoga, all about eastern philosophy now brah jmp0ut: religiosity also leads to tech fears Protoxus: Hermetic philosophy is pretty dank, IMO jmp0ut: some of which are unfounded ggtom: i agree it gives focus as well jmp0ut: and others lead to subversion cults jmp0ut: which is horrifying Abnico: what happened to matt’s crypto religon? Gamer_nohope: you can join games and coding agentvenom2: iterated prisoner’s dilemma favors nice strategies though balloonpopa: Religion is a matter between a man and his God – Thomas Jefferson calcmath: progressivism i a kind a new relisigion, so just looking at olny old fashoined religion is not enough socialnotsocial: You have an interesting point. Does religion help to keep people away from zero sum games? “Do not copy what your neighbor wants” etc socialnotsocial: in some sense DeeboMC: What about the Nordic countries tho. I think religiosity is being given too much weight calcmath: it fosters cooperation to avoid prisioners dilemma lolzmaster99: No religion is the new religion jmp0ut: general buck naked repented and ate childrens hearts while giving them rifles to commit war crimes now he’s a preacher gaocaandra: maybe we’ve shifted from mass organized religion to smaller groups

pwnbase: they cannibalize eachother all the time Thotshotgg: Are we putting our cure to covid on hold for now? Ayowayway: nationalism makes the new religion force? jmp0ut: hinduism believes in never being clean of sins and it’s one of the oldest still surviving balloonpopa: Where God builds a Church, there also the devil will build a Chapel – Martin Luther memogainz: Why does it have to be religion and not simply promote good values? therealariel666: @jmp0ut true pwnbase: did you hear Shkreli is engaged? l1ght5p33d: FDA won’t let geohot cure covid AzzoDio: sister is on immunosuppressants, parents are both super high risk Abnico: 0xΩ masters8: What kind of argument is that? jmp0ut: @therealariel666 pay for it in this life or the next kinda thing calcmath: universal human rights is a way we avoid conequences of zero sum condtions on large scales Thotshotgg: lmao I am kidding. i just want our economy to reopen ahahahaitslit: unless you have a health condition masters8: Fuck the old I guess jmp0ut: i’m glad hindus dont have the fears of murder or genetic engineering patroniv: Religion produced great art and architecture as well. Maybe sometimes not through the best means, but their cathedrals are amazing lolzmaster99: But you could infect others jmp0ut: they just do what needs to be done tripcloth: when does your religion start? and are you gonna waco mode fks my wife? Jski101: No point getting it therealariel666: Well one of the sayings is that a person has to spendsome time in hell before going to heaven TheCellarDoor: Unless you love someone who is old of course pwnbase: “Shkreli is asking to spend the remainder of his seven-year sentence with his bride-to-be — whose name is redacted in court papers — at her Manhattan apartment so that he can, they say, work on a coronavirus cure.” Penguino138: @georgehotz have you ever gotten into kernel convolution for image processing? DeeboMC: @tripcloth 😂 masters8: lol lolzmaster99: You also live alone Abnico: art distributes cult/culture ahahahaitslit: is kim jong un dead? WiseSwift: So many nerds have asthma balloonpopa: The people that need religion the most are the ones that are the most religious – balloonPopa bloodborne24: based pharmabro Kreygasm marckkhoury: We’re not fully aware of the potential long term complications even in the young. It seems this virus can impact a lot of your organs negatively therealariel666: He is brain dead PogChamp jmp0ut: shkreli is just a troll cieph4: RIP KIM LULW slev0182: Shkreli is the only one who can jailbreak the corona virus jmp0ut: to prove money is broken lolzmaster99: Lmao you and Shkreli should colab lolzmaster99: Get Shkreli on the stream Thotshotgg: Kim Jong Un had a botched heart surgery? haHA calcmath: it can still affect your lung capacity balloonpopa: No way… let Skereli stay in jail Protoxus: lolzmaster99 Pretty difficult from prison, I think Protoxus: balloonpopa Why? masters8: what? ahahahaitslit: the economy would’ve been fucked either way jmp0ut: @georgehotz what do you think of the silver tsunami, pension funds going to /dev/null lolzmaster99: I don’t agree that net no lives were saved Thotshotgg: exactly, lets reopen this country already. People are going to suffer more and more Abnico: its likely everyone was getting it before febuarary lol kevin21071: yesterday they found 50k new cases, highest ever DeeboMC: I disagree as well Abnico: so many people got it without knowing tripcloth: george, what is step 1 to hack the simulation?? t0rment1337: sweden is the only one that got the policy it right Krakatoa77: !uptime calcmath: even if you dont die, a significant propportion can be left worse off marckkhoury: The sampling of those studies is questionable lolzmaster99: What did Sweden do? FreddiesDeadieButHasAces: I tried to get a test they said I wasn’t sick, but I work at BK so I thought it was a good idea months ago ofaas: im so weary of these doctors giving economic forecasts while comparing them to their worst case models Protoxus: lolzmaster99 Pretty much nothing, for the first month of it Santiago_LHC: Lockdown keeps the medical care system from saturating. That’s when people who shouldn’t die, start dying of stupid reasons like lack of respirators available lolzmaster99: Discipline is the difference Abnico: authoritarian countries #1 DeeboMC: Yea I don’t think Sweden’s case is applicable tho ahahahaitslit: i’ve heard from actual swedes that the lockdwon is still basically self imposed amongst the people kayoeyumisaolegais: !time DeeboMC: Apples to oranges yogi_1010: what about the non-covid patients it saved? Because the hospitals did not get flooded with all the +45 yolds ahahahaitslit: like it’s not government mandates but still balloonpopa: Haha

ggtom: Santiago_LHC i think that the main reason for lockdown. otherwise, the hospitals get stressed and u make decision of who to let die jmp0ut: Palantir’s CEO went to live in a nuke bunker in New Zealands, five eyes new operation center since australia was janked off forest fires Protoxus: I live in Denmark – most things have already opened up again here, which is nice lolzmaster99: American culture is not disciplined enough to employ more lenient lockdowns Thotshotgg: HA nihonzera: I live in Tokyo. The governor said is impossible to have a lockdown here JdPaulBlart: shoutout to the bernie bros Trenz2: nobody is Penguino138: My favourite joke of the day was when you said the partyers were cheering for the healthcare workers dotsKpog dotsKpog socialnotsocial: Australia and NZ have done well calcmath: dont you think a government need to wrr on the side of caution in these situations jmp0ut: NZ is official police state Thotshotgg: Are airplanes/airports operating at this moment? Penguino138: Aren’t hospitals going bankrupt cause they had to cancel most surgeries? jmp0ut: here in Canada we have military medics working 24/7 to manage our inefficient healthcare Jski101: That’s the second best way to catch it l1ght5p33d: Is Japan still radioactive Faceless_Bard: out of the loop here: What does mean “they got policies right” ? what exactly did they do ? or not do ? Santiago_LHC: @nihonzera I’m surprised by how few cases there are in Japan considering how early you guys have been exposed jmp0ut: yes it is l1ght5p33d Thotshotgg: Dang therealariel666: Wish I could keep my apartment as tidy as yours 🙁 eddtarlin: iam new there, whats going on? l1ght5p33d: sweeet kevin21071: the spread out the seating in restaurants, etc kevin21071: they* nihonzera: @Santiago_LHC the thing was the Olympics: they tried to keep fewer tests to keep a low number to try to keep the event going Protoxus: @Faceless_Bard I think balance risk-minimizing without compromising the economy – and especially not taking “risk-minimizing” to extreme levels that don’t really work that efficiently Major_Spicy: Did you get far with the Muzero thing today? Thotshotgg: It is really depressing to hear college campuses and other schools talking about remaining virtual into the fall semester asselbergs: What about Brasil?? Games4Stream: In Sweden, they don’t have the power to initiate a lockdown. They have literally no plan for a pandemic asselbergs: Brazil Faceless_Bard: Protoxus SeemsGood jmp0ut: should we create healthcare camps like the FEMA tailerpark camps from the hurricane days DeeboMC: How many airports are in Sweden vs USA tho jmp0ut: you know DecayingSkullz: I wonder what the new normal will be after this is all over socialnotsocial: Do you worry about engineered pathogens? lolzmaster99: People are pointing to the relatively low public health impact in the country as evidence that the lockdowns were unecesry jmp0ut: china was working on broadspectrum antivirals a year prior to COVID-19 asselbergs: The French are fumbeling this worse than the USA even. The lockdown there is brutal Nussinov: will anyone learn their lesson? skinnypuppy69: isnt the corona virus suspect for being engineered lolzmaster99: But the lockdowns made the lowimpact possible Turtle_L9: bro my brain gets tired after 2 hours of coding how you do it for hours straight? l1ght5p33d: Engineered pathogen ::: poison dart frog on a stick jmp0ut: @socialnotsocial the militaries of the world were concerned with the research on broadspectrum antivirals Protoxus: Spain is implementing permanent UBI following coronavirus, which I find awesome calcmath: Did you see the detailed medium post that outlined all the circumstantial evidence that it was lab made jmp0ut: 2 years is about right Santiago_LHC: “nothing to do with capital, it has to do with humans”…. what’s the difference? lol balloonpopa: Thought 5G infrastructure is coming soon? MrSheepe_: Hi nihonzera: After postpone Olympics the numbers got higher here. Anyway, I think Japan still do very well considering the traditions (using masks by default, alcohol to clean hands everywhere..) jmp0ut: if you look at the hotel and service industry directly correlated balloonpopa: …then exponential growth tripcloth: epoch times told me this shit come out of a lab brah tisd_: Why is Pakistan doing fine, i am from Pakistan btw l1ght5p33d: noooo skinnypuppy69: why did the chinese lie about cases kevin21071: lol well if it did, means it can be now axlebear: holy shit jmp0ut: look at the stock prices of hotel and resort companies deepfrieddeals: ooh are we talking stocks here? jmp0ut: exact same as DOW Thotshotgg: How does a virus just escape Abnico: it isnt real, its 5g

ofaas: did you read reports of china buying up mask supplies from abroad while they were concealing the extent of the spread? Penguino138: i got to this corona map way too often WiseSwift: Oops BumD197: is this 5G wars? Santiago_LHC: Blame the dashboards crawcraw66: 200k deaths tho, reasonable to panic THX1342: what about the overwhelmed hospitals? calcmath: what about hospitals overflowing? therealariel666: There are rumors China is testing the cure on Pakistanis, which is kinda sad if its true Penguino138: French Daily cases dropped a few thousand if you look at daily cases malledive: It’s 10x deadlier than the flu THX1342: Italy jmp0ut: Ontario, Canada, overwhelmed crawcraw66: uk, italy calcmath: italy/NY therealariel666: Italy tripcloth: nyc? THX1342: Brazil is over capacity Trr67: a lot of places Ayowayway: good website design SeemsGood SeemsGood marckkhoury: You think this is comparable to the flu? Santiago_LHC: NYC asselbergs: Italy, France, NYC THX1342: Spain pizzashotgun: @malledive based on current numbers Trenz2: in italy they are asselbergs: Ecuador pizzashotgun: the death rate is most likely lower THX1342: Ecuador lolzmaster99: New York transporting bodies in 18-wheelers Jehhred: I’ve enjoyed working from home though. Keep the fear mongering high so I don’t have to go back Biffingtonn: What? Italy, Spain, NYC, Wuhan DeeboMC: New York Trr67: ??? ahahahaitslit: i think everything you’ve said about this is wrong tripcloth: idk dood seems serious Nussinov: yup this is true in minnesota t0rment1337: more people died in italy last year march than this year march THX1342: NYC, Ecuador, Spain, Italy skinnypuppy69: we got lucky that it was a stupidly insignificant epidemic and not a actually threatening one, gives us good practice AppleGrape: link for this? lolzmaster99: I mean the volume of the transport balloonpopa: just the first want right now MrSheepe_: What do you think about US lockdown compared to South Africa’s lockdown? malledive: @pizzashotgun It might be even higher. Most people aren’t tested post-mortem kevin21071: yeah the hospitals where I live let a ton of people go jmp0ut: why is the U.S. so oversaturated with virals DeeboMC: Seattle? Protoxus: I agree @skinnypuppy69 calcmath: bodies in streets in ecuador Thotshotgg: I think older folks should continue to isolate. But people need to get back to work and kids need to get back in school pizzashotgun: @malledive and it probably does permanent damage to the lungs jmp0ut: is india and china worse? balloonpopa: just the first wave right now skinnypuppy69: thank you @Protoxus THX1342: just wait to watch souther hemisphere winter WiseSwift: Wasn’t it the New York lockdown that contributed to that patroniv: This has been an incredibly confusing time, made worse by the connectivity and the media. It seemed as though every week the truth was different and those to blame changed as well. Crazy plazmacsgo: you have a point Abnico: @georgehotz https://www.theverge.com/2020/4/24/21234457/apple-google-coronavirus-contact-tracing-tracker-exposure-notification-shut-down cars1n: so corona is a joke? skinnypuppy69: no one knew how to deal with it azer0s: I mean…what about Italy? Hospitals in Austria were overwhelmed as well jmp0ut: i think thats a joke plazmacsgo: like the flu Mariosavitch: so is obesity therealariel666: Obesity Turtle_L9: you are fear mongor pizzashotgun: beard scratch noice nice tisd_: In Pakistan lockdown is pretty tough, only groceries and stuff, roads are pretty much empty tripcloth: if 10k later, why 1million now? jmp0ut: it’s a love bug jmp0ut: cooties MrSheepe_: Kim Jung Un death a hoax or nah? Abnico: “Apple and Google pledge to shut down coronavirus tracker when pandemic ends” skinnypuppy69: obesity is a free vaccine cars1n: China learned from this pandemic and next virus it releases to the public will be much more deadly nomemesplease: You said before this was a once in a 100 year event (vs 10 or 1000), still think so? skinnypuppy69: running == vaccination Abnico: particularly funny DeeboMC: What about bill gates saying to expect a Pandemic about every 20 years from now on? guinness84: how many unique coronavirus as time –> inf pizzashotgun: China doesn’t benefit from this pandemic kevin21071: so it’s official or is it still a rumor? asselbergs: Weaponized influenza MrSheepe_: are you self taught? cieph4: hey guys, China bad Penguino138: @georgehotz have you ever messed with convolutional kernel image processing? azer0s: bro no one benefits from this pandemic FlySociety2o9: D: balloonpopa: you see the documentary on the Spanish Flu? socialnotsocial: are you interested in this? https://www.lifespan.io/road-maps/the-rejuvenation-roadmap/ jmp0ut: they’re greedkeeping and dont wanna die asselbergs: Bring Math to Medicine Ayowayway: D: Krakatoa77: D: jmp0ut: 🙁 l1ght5p33d: smoking cures corona pizzashotgun: @azer0s exactly, i don’t see why they would release it on pupose AppleGrape: CAnnabis MAY CURE CORONA] l1ght5p33d: weed only Protoxus: Not true. I benefit from it ’cause it’s likely to create more work-from-home jobs @azer0s Penguino138: Car alarm in the background? Or is it cheering for the healthcare workers? jmp0ut: TheIlluminati asselbergs: http://evaxion-biotech.com/ Thotshotgg: Wouldnt there be evidence/record of COVID19 existing in a lab then if that is where it originated? TheDkbay: @georgehotz It did cause irreversible lung damage to a lot of people though even if it didn’t kill them that still sucks Trenz2: @georgehotz how is comma going man ? Protoxus: @TheDkbay Hey buddy azer0s: @protoxus I mean…fair…but our economy was still majorly fucked by it Faceless_Bard: jesus add some margin on the left azer0s: so yeah…single individuals might benefit gaocaandra: quercetin and resveratrol really work ofaas: i didnt watch your full corona genome stream, did you gain any new insights from looking at the genome? gaocaandra: they are dope as fuck

Protoxus: @azer0s Sure, I don’t have stocks right now, so it doesn’t really harm me either tripcloth: 5g airpods cause coronacancer u heard it here first lolzmaster99: I’m not comfortable marginalizing the death of people who might’ve had 10-30 more years. It’s kind of gross to write off life like that gaocaandra: if you have asthma Santiago_LHC: This has been going on for a while: https://medium.com/@tomaspueyo/coronavirus-act-today-or-people-will-die-f4d3d9cd99ca azer0s: but overall it’s still horrible for our economy guinness84: LUL asselbergs: Like Dengue, having this may be a setup, for a secondary fail forkdb: Hello george DeeboMC: @lolzmaster99 Agreed MABunglawala: Who is George working with rn? balloonpopa: The virus has adaptability(mutations)… the human body has tolerance and intolerance Nussinov: look at those CURVES FlySociety2o9: lol guinness84: he works for the cia lolzmaster99: Yeah fuck Medium azer0s: @protoxus yes…again… individuals are one thing, overall economy another cookienz: THICC curves Penguino138: What is California’s reopening plan? asselbergs: lol forkdb: He works for nsa Nussinov: act today, motivate a fatty to get on the treadmill plazmacsgo: what do you think the world would be after the lockdown is over? Santiago_LHC: Why does every single epidemiologist say different then? Ayowayway: we could not know the otherwise balloonpopa: it is a matter of exposure over time and how the body reacts over time lolzmaster99: But that’s in hindsight. We didn’t know the dynamics lolzmaster99: at first Protoxus: azer0s Sure, but your initial statement was “no one benefits from this pandemix” MABunglawala: yall bugging guinness84: excitement node_storm: what’s up geo forkdb: What do you think about Elon musk saying ‘people weee overacting about covid19”? bloodborne24: life gets boring if it gets too easy calcmath: cultural allergy t0rment1337: there was a chinese flu in 1958, 2 million people died yet no one remembers that jmp0ut: UK’s medical licensing schemes are very future oriented markodern: World war 3, for example?) ofaas: my supermarket wont let me in without a mask now azer0s: @protoxus that is correct. if our economy is fucked, in the long term, even if you benefit rn, you gonna be fucked as well asselbergs: Heading in. Thanks again for a good session George. Go out and have some fun out there JdPaulBlart: lockdown aint over until schools open up Penguino138: The world after lockdown: Digging sand out of skate parks forkdb: Ohh. Really tribegvng: yo pizzashotgun: the chat delay seems really low deepfrieddeals: Until they remove the sand at the skatepark we’re still on lockdown WiseSwift: Girls aren’t letting me smash. Lockdown isn’t over jmp0ut: economy of pension plans is fucked hard forkdb: But there was no cure azer0s: it’s more like temporarily fucked lolzmaster99: So the prolonging is the wrong move not the initial policy? I can agree with that plazmacsgo: damn in new jersey we are still in lockdown and im on my senior year 727_tf: couldnt there just be a mandatory mask thing and we get on with our lives jmp0ut: unless we all turn instant billinoaires jmp0ut: and then what balloonpopa: the virus is affecting more than just the respitory system Newlax: crypto is future Ham3113: i wanna start implementing neural nets tommorow for the first time. where do i start? l1ght5p33d: Hodling forkdb: When do you think the cure would be available? l1ght5p33d: Alwaysss hoddlingg patroniv: Stonks tribegvng: centivax got the antibodies balloonpopa: yes the economy will come back Thotshotgg: @balloonpopa what else is it affecting Santiago_LHC: There is this Mamoru Oshii (Ghost in The Shell) movie called The Sky Crawlers, which is about clones which take part on this made up war, just because mankind needs conflict to endure therealariel666: “never l1ght5p33d: when you’re rich enough skinnypuppy69: everyone buy stocks now while things are low ofaas: would you get a corona vaccination? Nussinov: now that youre talking about corona title your stream “reverse engineering the virus” again Kappa skinnypuppy69: with your mattress money guinness84: no cure is worrying if more unique coronaviruses pop up balloonpopa: blood clotting, the liver, the heart, the brian plazmacsgo: LOL forkdb: Ohhh.. man… am feeling saaad nowwww azer0s: I mean…there is Oseltamivir and there’s a vaccine for the flu balloonpopa: Google covid toes Abnico: bill gates said the lockdown should continue until the vaccine FancyDawg_: why plazmacsgo: you never know when the market will buttom out azer0s: so…there’s kind of a cure for influenza b at least WiseSwift: Lmao FancyDawg_: why wouldnt you get a vaccine for cov19

l1ght5p33d: i like my virus raw like my meat WiseSwift: Anti flu shot wild FancyDawg_: you didnt get one for swine flu? LordHord: Covid toes? Penguino138: @georgehotz thanks for the streams today, was great to have you back! Jski101: Get the vaccine 30 days ago calcmath: do you think there are methods to foster cooperation , other than religion, capitalism and the governemnt? tripcloth: >>> corona_virus_vaccine == mark_of_the_beast True Thotshotgg: YEah we missed you Abnico: vaccines give u autism trconway: Favourite ML paper? Newlax: why don’t you get a flu shot? @georgehotz balloonpopa: no flu shot here either 技術宅: sushiWOW jmp0ut: @Santiago_LHC more interestingly Tsutomu Ohashii who made the musical score of Akira is likely working on these problems now considering his research into consciousness, more likely to create genetic variants and invariants than clones skinnypuppy69: leave lockdown 30 days ago darthbearjew666: Can we model how much inflation the stimulus will cause on food and rent prices? Also, what if the stimulus produces data supporting UBI plans like Yang’s? 技術宅: facts forkdb: I love you George.. you read all my chat, am happy now Sharlock93: do you miss the jailbreak days george? Trenz2: but what if the gov pushes you to take a vaccine ? how you feel about it ? bloodborne24: -380 gang LUL azer0s: @people who said crypto is the answer: crypto sux kingvoneduard: Everybody knows now that is a laboratory made virus plazmacsgo: is there a reason why you think its a scam? Santiago_LHC: @jmp0ut That’s fascinating Kiskiss: gang gang jmp0ut: N-4 center DNA strands in heavy water or higher gravity environments Thotshotgg: Whats going to happen to oil prices Abnico: de urbanization would be cool though socialnotsocial: What do you think of Girard’s mimetic theory? We copy our desires form others and imitate them and the implications of such tendencies jmp0ut: nitrogen centers are intruiging lolzmaster99: What will it take for wider adoption of decentralized currency? jmp0ut: synthetic DNA Nussinov: what do you mean most of medicine is a scam? that sounds like an extreme take kingvoneduard: Made and escape 🙂 kevin21071: JPOW go brrrrr DeeboMC: What do you think about this? tribegvng: 😂 jmp0ut: can’t be affected by viruses and bacteria in the same way deepfrieddeals: The best way to avoid getting the flu is to avoid contact with coworkers that have children Aceinyourface: alright we reverse engineered that covid lets go boys DeeboMC: Bill Gates warns that a coronavirus-like outbreak will probably happen ‘every 20 years or so’ https://www.businessinsider.com/bill-gates-warns-coronavirus-outbreak-likely-every-20-years-2020-4 cookienz: 😂 OIL HAS CRASHED! oh wait where did those jobs go calcmath: it can only cause inflation if it incresed spending, but with decresed spending due to lockdown, i doubt this will cause inflation darthbearjew666: Hell us understand negative oil prices jmp0ut: there’s even a programming language called SBOL to create synthetic life forms jmp0ut: including viruses thediamnd: !uptime balloonpopa: worth a watch… https://youtu.be/UDY5COg2P2c deepfrieddeals: young ish WiseSwift: What if you get tetanus? kingvoneduard: Placebo is better Protoxus: -(2^8+2^7-4) jmp0ut: SBOL is an open standard for the representation of in silico biological designs SOmedude456: bacterial infections Nussinov: LUL pizzashotgun: most regular medicine is just treating symptoms Santiago_LHC: comma.med Aceinyourface: where we at master george Newlax: You should make a crypto for comma! balloonpopa: haha Abnico: doubt https://www.theverge.com/2020/4/24/21234457/apple-google-coronavirus-contact-tracing-tracker-exposure-notification-shut-down tripcloth: Exxon staff changed hands, time to start the area51 hack op bois Nussinov: I mean obviously some diseases and things are treated with drugs, so what you’re saying can’t be right forkdb: One last question… what advice do you give for a beginner programmer? To become an expert in problem solving and coding azer0s: @newlax problem is that crypto kinda sux l1ght5p33d: There’s no way the virus came from the lab why would it spread fast from that point but not from it’s original point tisd_: I think people realize, now how fucked is US Healthcare skinnypuppy69: @georgehotz what do you think about renewable energy industry? wind energy in particular? does it have a future? Abnico: its already on ur phone plazmacsgo: is there a reason why you are using mac and not linux? ez_clappers_: i just want them to put more sand in the skate parks. fuck those skaters Aceinyourface: we need socialism bro Aceinyourface: simple as that jmp0ut: https://sbolstandard.org/applications/ Santiago_LHC: #optimism simmy7: the US is the kid with gucci belt jmp0ut: make your own chimera today! Kiskiss: is the world going to be a better place after covid? gaocaandra: since when does the government need you to install an app to track you? it’s a ploy by google and apple jmp0ut: how does conservation of geothermal energy work balloonpopa: pull up Covid Toes on the screen Santiago_LHC: Conservatives kingvoneduard: Atomic energy is better skinnypuppy69: @georgehotz i dont wanna conserve but i want a job, is it feasible worraaa: so how was the theorem proving stuff? jmp0ut: agreed @kingvoneduard Thorium in the oceans can fuel humans almost indefinitely skinnypuppy69: okay okay i see plazmacsgo: is there a reason why you are using mac and not linux? Newlax: but think about Africa DeeboMC: Read this: THX1342: our sole purpose in the universe is to consume energy to increase complexity skinnypuppy69: wind energy Penguino138: How many more people will distrust the news after lockdowns are all over? skinnypuppy69: oof forkdb: One last question… what advice do you give for a beginner programmer? To become an expert in problem solving and coding Protoxus: @plazmacsgo unix is unix

jmp0ut: almost being exploding earth from solar luminosity is unavoidable currently plazmacsgo: I see DeeboMC: Bill Gates warns that a coronavirus-like outbreak will probably happen ‘every 20 years or so’ https://www.businessinsider.com/bill-gates-warns-coronavirus-outbreak-likely-every-20-years-2020-4 mazsociety: has chewing ice been confirmed as a covid cure yet? Abnico: https://metagame.wtf/ open source religon socialnotsocial: Thoughts on seasteading? bloodborne24: install gentoo Kappa plazmacsgo: does docker work on mac? Thotshotgg: The news is criminal calcmath: what if the discount factor provided by capitalism is inaccurate in predictiong the value of the windmill DeeboMC: He says it with no evidence to support it Nussinov: news in 2020 Faceless_Bard: humans forget 🙂 they will keep trusting news azer0s: unpopular opinion: the US is the richest 3rd world country in the world…like….I don’t wanna shit on the US. But hear me out here: education in the US is a hoax, many people can’t afford healthcare, public transport barely works, the FDA is a hoax balloonpopa: Google Covid Toes FileTheSystem: why the 20 years though. why not 10 or 30 Protoxus: @plazmacsgo https://lmgtfy.com/?q=docker+on+mac manirte: what do you think about brave browser? DeeboMC: Why? Penguino138: I thought after the 2016 election everyone would hate the news, but still many trust them. I hope this time is different darthbearjew666: Ya Covid toes is cray pizzashotgun: the food pyramid was made by the department of agriculture Thotshotgg: Freedom tribegvng: braves gone shit lately alfyfav: Freedom? Nussinov: bill gates believes the biggest threat to mankind is a pandemic Faceless_Bard: amerikan dream lolzmaster99: Capital makes the US ‘great’ ahahahaitslit: ‘murica Krakatoa77: Freedomland lolzmaster99: We’re not even that free bloodborne24: freedom aint free KKona balloonpopa: The DeVos family are scammers newlifestartsnow: you never lived in Russia Abnico: the us is great cause of punanai SOmedude456: yo hotz are you Jewish? lolzmaster99: Rights infringed daily pizzashotgun: singapore go brrr cieph4: KKonaW jmp0ut: https://sbolstandard.org/publications/ newlifestartsnow: its shitholeeee gaocaandra: you dont have rights in australia? socialnotsocial: Thoughts on seasteading? Krakatoa77: Freedomland KKona Eyachi: thats so bullshit though there are so many other countries that have “freedom” and all those things so much better jmp0ut: human hardware abstraction layer development kingvoneduard: You cannot have socialism and freedom iamnotdmt: Australia is really bad, people not realise pizzashotgun: ^ gaocaandra: you cant get out of student debt jmp0ut: maybe you dont need freedom deepfrieddeals: Plenty of countries have freedom jmp0ut: just socialism tisd_: How to not panic about Corona: Don’t listen to the media lolzmaster99: We’re not free we’re wage slaves, extorted by corporations skinnypuppy69: @georgehotz the push for “clean” electricity, like tesla, solar companies, wind farms, is that ever going to pick up over gas cars and coal companies gaocaandra: no spockshocks: court system is on the way to being politically compromised dr_set: https://www.youtube.com/watch?v=VMqcLUqYqrs Abnico: almost like bill gates made money cause of the hype balloonpopa: haha Thotshotgg: Bring Snowden home birkett0011: bureaucracy in Aus is bad WiseSwift: Good joke plazmacsgo: Ye I am not going to college to not get student dept iamnotdmt: Australia ; you cant pay more then $10k cash for anything, we will be one of the first cashless society’s FileTheSystem: USA has the poorest labor law Protoxus: Because of covid, the Danish government went “Our equivalent of the 4th ammendment? Yeah, doesn’t apply anymore.” toxyviper: u being in Russia? SeriousSloth ez_clappers_: i just want them to put more sand in the skate parks. fuck those skaters jmp0ut: with socialism snowden would have his christmas coffee which is all he wanted donasaurus: You can get out of student debt don’t get a bullshit degree ofaas: in my country you should never talk politics to anyone ever because every second person is a government informant birkett0011: bureaucracy Eyachi: cause goverments can be good lol balloonpopa: The US has class warfare Eyachi: ours is just trash mazsociety: plenty of countries may have freedom, but only 1 has in n out Thotshotgg: HA ofaas: jordan jmp0ut: all Snowden wanted was to be home feel safe and have a coffee from his fav barrista gaocaandra: i dont think it’s as black and white dr_set: That’s Chomsky’s opinion, not the media deepfrieddeals: We need more anti government attitude. Too many are oblivious, worrying about superficial social bs ahahahaitslit: ayy lmao balloonpopa: This is class warfare, and my class is winning – Warren Buffet Penguino138: Wonder how many sheep will convert compared to the 2016 election mess borang: 1st year salary is like 2x college tuition + loans for rent and shit. dont get why ppl complain lolzmaster99: You;re privileged plazmacsgo: do you think we can be multi-planetary species ? jmp0ut: buffett is an oldie foldie balloonpopa: haha rickoftheroot: LUL Abnico: go to milwaukee george azer0s: live in Austria. it’s kinda great. so is Portugal and basically any other EU country. yes…you can’t glorify WW2…so not free speech. but imo that’s not as important to me as the other things I mentioned gaocaandra: how free is snowden?maning?schwartz? skinnypuppy69: is privilege real Penguino138: Paris is great ez_clappers_: i just want them to put more sand in the skate parks. fuck those skaters socialnotsocial: Thoughts on seasteading? jmp0ut: schwarts is dead Thotshotgg: Applied to Google today. Cant wait to get the rejection letter calcmath: baster rest endpoints for food guinness84: be honored i wrote this backend bro balloonpopa: This is class warfare, and my class is winning – Warren Buffet azer0s: @gaocaandra +1 lolzmaster99: Again, you’re privileged jmp0ut: manning is free pwnbase: root vs user bloodborne24: american clerks can be brusque but genuine borang: @ez_clappers_ lol fuck you DeeboMC: @guinness84 Lmao jmp0ut: snowden is sitting in a pidgeon coop pizzashotgun: george white george bad funny ! ahahahaitslit: or if you’re good looking kingvoneduard: Obama has privileges manorambo: did you see about that album of h4x0r r007z 727_tf: how do we censor the fake media oof

skinnypuppy69: i like this george guy Jehhred: Lebron James kids have privilege deepfrieddeals: Privilege is real but it’s not as pervasive as purported toxyviper: Japan is the best country in a world, for Japanese KappaRoss @georgehotz skinnypuppy69: hes smart Abnico: george, stop mansplaning alfyfav: If you’re in that situation you’re privileged to THAT country worraaa: codejam 1C next week? Kappa THX1342: 727_tf you don’t censor.. you learn how to consume proper information forkdb: One last question…. what advice do you give for a beginner programmer? To become an expert in problem solving and coding dr_set: so you are saying that if you are white and middle class you get caught with a joint you get the same treatment that if you are black and poor? Thotshotgg: George you should run for political office one day gaocaandra: how free is snowden? maning? schwartz? WiseSwift: Race does have an effect even when you normalize for income cookienz: some people have never touched java balloonpopa: This is class warfare, and my class is winning – Warren Buffet plazmacsgo: how do you know if you are smart? THX1342: 727_tf people need to get smarter instead of government censoring ‘fake news’ jmp0ut: some humans are janked from the other priviledged, if you aren’t stuck in a refugee deadzone eating reconstituted cardboard for govt subsidy handouts that pay the controllers exponentially greater sums quinquanonagintilliard: @plazmacsgo my momma told me jmp0ut: then it’s a greedkeeping wageslavery to babyrun scenarios plazmacsgo: @quinquanonagintilliard LOL azer0s: do you think there is a “greatest country in the world”? if so, why that country? Penguino138: @georgehotz do you think they’ll open up international flights incrementally and slowly over time? How slow? balloonpopa: haha 727_tf: @THX1342 wouldnt that involve schools, which have government involvement. Or would it be a person to person type of thing plazmacsgo: I don’t think you can really classify how smart a person is bloodborne24: KKona TheCellarDoor: Denmark jmp0ut: mad lemur jmp0ut: 2020 stone43_: Antartica, very few people gaocaandra: the american empire will fall gcbourdon: thoughts on trump? patroniv: Biggest privilege, good looking, smart, or rich? socialnotsocial: Thoughts on seasteading? Protoxus: @TheCellarDoor What about Denmark? Abnico: yang 2024 toxyviper: MingLee jmp0ut: thoughts on COVID-19 from eating fruitbats? TheCellarDoor: @Protoxus Greatest country in the world rickoftheroot: LUL THX1342: 727_tf you don’t need schools if you have access to information (i.e. internet). the thing is most people including those who have access to great schools, choose to consume shit 24/7 balloonpopa: What is more important clean water and reliable electricity… or 5G? Protoxus: @TheCellarDoor I live there. It’s really not rickoftheroot: marcus aurelius ftw Santiago_LHC: Biden = Caesar Kappa deepfrieddeals: George is so positive. Must be all that California sun ☀️ gaocaandra: we need globalism in the cloud bro azer0s: how would you fix the education system for good tho? Thotshotgg: I really want to go to the movies again toxyviper: Trump 2024 esy game KappaClaus darthbearjew666: Is it possible to create true direct democracy by voting on blockchain ?? birkett0011: joe biden gaocaandra: lets all share a server bloodborne24: pax colombiano METH_HEAD_MIKE: KKona thats trump skinnypuppy69: what is “american prosperity/ the singularity”? DeeboMC: Was the boat Scientologist? Penguino138: Won’t we not know its the empire until deep into it? Or after it falls? TheCellarDoor: @Protoxus What do you think is the greatest county in the world? (Assuming there is such a thing) pizzashotgun: imagine joe biden destroying trump ahahahaitslit: the two front runners are biden and trump lol Protoxus: @TheCellarDoor Switzerland jmp0ut: Emperor Augustus started christianity by sending ferrets to eat the rabies rabbits jmp0ut: way cooler ahahahaitslit: what a joke t0rment1337: they would put the caesar in jail before he gets anywhere near the power like shkreli THX1342: a Putin? azer0s: @thecellardoor Austria TheCellarDoor: @Protoxus =) That’s where i live kingvoneduard: Joe Biden will lose nuclear codes in the bus toilet gaocaandra: whats a cesar? a fourth gen harvard atendee? Santiago_LHC: They both suck THX1342: ooohh Cesar not Czzar Kappa Protoxus: @azer0s Nah, Austria’s hate speech laws are very, very strict jmp0ut: religion from rabies newlifestartsnow: people hate Putin in Russia jasondesante: one has dementia though Trenz2: George do you watch Joe Rogan ? 😀 FileTheSystem: the senate gaocaandra: the MAN METH_HEAD_MIKE: the deep state monkaS guinness84: the DEEP STATE ahahahaitslit: illuminati gaocaandra: they are the man plazmacsgo: there should be more popular/main parties gaocaandra: bro birkett0011: Everything is about individuals today. Not about the institutions behind them socialnotsocial: Thoughts on seasteading? DecayingSkullz: Marcus Aurelius’ birthday today lolzmaster99: Legitimacy should come from technical prowess/domain expertise Krakatoa77: the lizard people Protoxus: @TheCellarDoor Nice. I’ve heard Switzerland’s education system is pretty messed up, but other than that I think it’s a very nice country end_zeit: TheIlluminati Penguino138: @georgehotz what would a Cesar look like policy wise nowadays? azer0s: @protoxus imo…not a bad thing. it’s not top priority *for me* Thotshotgg: George, You are the Caesar lol guinness84: 📐 jmp0ut: if everyone is the deep state then it’s cool kingvoneduard: Deep State is crap toxyviper: SirShield defend murika jmp0ut: mommy and daddy = deep state gaocaandra: start the church DeeboMC: What about the pentagon Microsoft cloud “scandal”? gaocaandra: common SOmedude456: what do you think about the rothschilds balloonpopa: A blank vote is a protest vote… stay engaged, but vote for no one if a viable candidate is not presented Protoxus: @azer0s Yeah, good point calcmath: would blockchain be the casesar? patroniv: The Karen’s Trenz2: the caesar of computers then 😀 THX1342: how can you be pro-freedom and at the same time hope for a dictator? I don’t get it DeeboMC: Bro ahahahaitslit: any thoughts on stephen wolfram’s physics announcement? kingvoneduard: Soros made the virus with Bill Gates norB88: who’s spartacus gaocaandra: let’s go to the desert and smoke toads

balloonpopa: haha… think about it skinnypuppy69: use your own brain to vote who wants what you want stone43_: more muzero, less not muzero THX1342: because you can’t question a dictator routerkicker: do you think some people have access to every computer system in the world if they wanted? Thotshotgg: By definition THX1342: you obey and that’s all Penguino138: @georgehotz where on the political spectrum would be a caeser? plazmacsgo: well because he has all the power kingvoneduard: Kim Jo if he survive can be the next Dictator DeeboMC: https://www.bitchute.com/video/fVoOoiwA10ql/ calcmath: would a muzero like algorithm eventually run corporations and countries? quinquanonagintilliard: Why dictator? what about king? prakyath_kantharaju: How can there be a dictator with freedom lolzmaster99: Yeah please increase paper streams skinnypuppy69: if a dictator is a good idea then why not go to russia or china? l1ght5p33d: Asassinated TheCellarDoor: @Protoxus It is a very nice country. Our education system certainly can use some improvement. I love our political system. But your healthcare system is the best in the world azer0s: @protoxus I mean…I can see that other people might see it differently. “That’s just like…uh…my…uh…opinion man” THX1342: no, they outsource that to local powers lolzmaster99: i will subscribe for paper streams gaocaandra: we need a multivac dictator cookienz: yeah north korea have loads of freedom right guys qlutoo: Tech CEO Monarch prakyath_kantharaju: a dictator can kill his opponents names_for_noobs: The dictator doesn’t have to be a tyrant DeeboMC: DEMOCRATS AMBUSHED OVER ISRAEL & MICROSOFT & PENTAGON CLOUD SECURITY qlutoo: Tech CEO Monarchy GandalfTheGrayOfHell: https://youtu.be/[email protected] thuganalyst: imo the dictators of UAE are alright skinnypuppy69: then why is russia so horrible they have a dictator ahahahaitslit: how can anyone ensure a dictator wouldn’t be a totalitarian l1ght5p33d: we will make them fear us ahahahaitslit: that’s the issue darthbearjew666: REPLACE ALL THE CONGRESSMEN WITH AI WHO VOTE BASED ON BLOCKCHAIN VOTES FROM THEIR CONSTITUENTS? Santiago_LHC: Nancy Pelosi is playing animal crossing right now l1ght5p33d: ::: drones ::: WiseSwift: A dictator prevents a better dictator from taking over GandalfTheGrayOfHell: @georgehotz https://youtu.be/Ir7wCAQINqw future PogChamp PogChamp Protoxus: @TheCellarDoor The waiting times can be really bad here. And I don’t think our extreme tax rates justify the health care. But yeah, it works pretty efficiently with regular doctor appointments 74c55639: he has full power to design the system that will have full control over your life, he doesn’t need to personally micromanage your life tripcloth: nancy palosi and zuckerburg have the same lizard dna for sure dude deepfrieddeals: Nancy is passed out from drinking right now calcmath: have you watched Westworld? DeeboMC: DEMOCRATS AMBUSHED OVER ISRAEL & MICROSOFT & PENTAGON CLOUD SECURITY Penguino138: So the US is still a republic yet we have military bases everywhere and attempt to overthrow govts? darthbearjew666: REPLACE ALL THE CONGRESSMEN WITH AI WHO VOTE BASED ON BLOCKCHAIN VOTES FROM THEIR CONSTITUENTS? DeeboMC: “American Jewish activist Jeremy Rothe Kushell ambushes Democrat presidential hopefuls on the issue of The Pentagon Cloud and American national security with regards Israel. This is amazing historical footage. ” plazmacsgo: our caesar will be an AI lol Mrclutch963: What do you think about what happened in North Korea? @georgehotz jmp0ut: vasectomy? gaocaandra: jajaajaajaaj THX1342: I do frequently think about that… how ‘to solve shit we need a dictator’… but I can’t live with the thought of living under one… coming from a country that had military dictatorship recently kingvoneduard: A Dictature is disfunctional because everybody wait for the Dictator to take the decision skinnypuppy69: half of this chat wants AI to rule all lol gaocaandra: wtf M0gami: @georgehotz how hot is new North Korean leader on scale from 1 -10 ? DeeboMC: https://www.bitchute.com/video/fVoOoiwA10ql/ WiseSwift: Bring dan carlin on the stream balloonpopa: Coumo may get assassinated… or disappeared l1ght5p33d: wtf QUOTE_IF_NEXT_YEAR_BETTER: do you think china has developed technological singularity? thuganalyst: Have you considered beating the stock market using AI? Lourned: isnt he the guy who murdered germans? DecayingSkullz: what are your thoughts on drone technology? socialnotsocial: What do you think about seasteading? balloonpopa: The down fall of the Roman empire was lead poisoning AveonGOJO: china isn’t real norB88: read Isac Asimovs Foundation series? Maybe need a side thing going on as he had it there plazmacsgo: @thuganalyst many have tried THX1342: absolute power corrupts absolutelly stone43_: AI can’t beat the stock market DeeboMC: Do you not want to talk about that? Penguino138: Dont we have more military bases than all other countries? And try to topple other govts? l1ght5p33d: 1) get fake money 2) cure all the things gaocaandra: people in flint got dat fre dom azer0s: no but for real…how would you fix the education system for good? Because I 100% agree that in it’s current form it’s a scam that’s not meant to educate but to pull money out of people’s pockets. but what’s the solution? tkdboy555: look up the song technocracy by samsa Goooshlrific: what is love? l1ght5p33d: Like Elon have to get the money first plazmacsgo: don’t u think we should have an AI as a president? l1ght5p33d: its required Krakatoa77: Well caesar was killed before it could’ve become worse kingvoneduard: Cesar was only for some 10 years before they kill him THX1342: Alexander the Great was pretty chill bloodborne24: CROSS THE RUBICON SwiftRage Lourned: Nero was the best Kappa ahahahaitslit: facts don’t care about your feelings pwnbase: Beware that, when fighting monsters, you yourself do not become a monster… for when you gaze long into the abyss. The abyss gaze back into you newlifestartsnow: What do you think about AI bots beating Dota 2 pro players? darthbearjew666: Geohot for Prez gaocaandra: claudio stone43_: Make everyone drink Brawndo deepfrieddeals: That’s the hypocrisy of the blaming the Russians for the 2016. We’ve been installing dictators and US-friendly regimes for 100 years and we’re angry we got a taste of our own medicine? t0rment1337: the banter between republicans and democrats keeps america going tho Penguino138: @georgehotz What kind of policies would a 21st century Caeser type champion? skinnypuppy69: if dictatorship was so good then why hasnt it worked since roman times? @georgehotz gaocaandra: claudio was the vest Trenz2: Dude its not going to be in this modern world , it cant be … not possible prakyath_kantharaju: the dictator will be good if he/she has no power of the financial market and free speech 14btw: who says he didnt? axlebear: What would happen If China develops real artificial intelligence first? DeeboMC: China spies on Israel to get US’s secrets.. you see a problem there? Lourned: I mean anyone can influence the US election not just Russians THX1342: deebomc everybody spies on everybody else

GandalfTheGrayOfHell: There is nothing wrong with spying THX1342: USA is influencing elections all the time all around the world LUL gaocaandra: of course it isn’t the same the context is vastly different DeeboMC: That’s not my point @thx1342 calcmath: there werent other republics inthose though dr_set: The British Empire had a dictator, it depends on what you call “worked fine” azer0s: @skinnypuppy69 doesn’t the saying go like “democracy is bad but it’s the best we got”? jmp0ut: @deebomc nothing wrong, Israel is so greedkeeping they murdered Aaron Swartz with policymaking Thotshotgg: People really do be drinking bleach doe. smh Penguino138: What were Caeser’s plitical views? Suspecthum: Augustus FTW deepfrieddeals: China won’t develop real AI first. George will verxile: whats up, whats the goal for tonight? skinnypuppy69: @azer0s havent heard that saying but go on jontowtruck: did he ever solve cartpole? plazmacsgo: wouldn’t it be cool if we can make an ai that learns from history and predicts the most probable outcomes fro a given situation or something like that? Protoxus: @jontowtruck Yes DeeboMC: @jmp0ut @thx1342 https://www.bitchute.com/video/fVoOoiwA10ql/ jontowtruck: atta girl jontowtruck: nice kingvoneduard: Cesar fucked Cleopatra just_a_coder: bro you are awesome jmp0ut: that video doesnt load for me chupakraw: thats a wierd looking protien jmp0ut: dunno Mrclutch963: do you trust wikipedia? @georgehotz l1ght5p33d: Is the shadow government wheel just_a_coder: bro you are awesome 🙂 l1ght5p33d: does anyone know linux well enough skinnypuppy69: i came for the code, but stayed for the questions gaocaandra: of course it isn’t the same the context is vastly different therealariel666: You have the 16inch Mac right? bloodborne24: ai F1 racer Kreygasm lolzmaster99: Read Francois Chollet’s paper on AGI to get persepctive Thotshotgg: What ignited your passion for AI? ez_clappers_: @georgehotz when will ai be better than people lolzmaster99: Michae Jordan has the right idea about ML un3okapi: do you know what a simp means? Penguino138: Make AI Caeser ahahahaitslit: what if it’s american putin gaocaandra: elon should just_a_coder: @georgehotz bro you are awesome bro THX1342: @georgehotz if AGI happens do you think it’s a 1st mover takes over the world kind of deal? Santiago_LHC: Anakin Skywalker moment QUOTE_IF_NEXT_YEAR_BETTER: that’s because humans are bad at developing AI, you understand how evolution happens right bro? 74c55639: @georgehotz do you still hold the hope for a self-driving car, or did that fade away? axlebear: As in an AI that can improve its own code plazmacsgo: well a president doesn’t really have to be smart he just has to hire smart people Trenz2: The AI Caesar LUL gaocaandra: all hail elon Lourned: Trump used to be smart, now he is 80 years old FeelsBadMan kingvoneduard: Kim Jon Un would be a fat Cezar if he survive azer0s: @skinnypuppy69 yeah…I think Churchill said something about democracy being the worst form of government except for all other forms of government and I kinda agree prakyath_kantharaju: AI is good in confined boundary and very well defined rule system Penguino138: @georgehotz Would this Caeser be a left or right wing? kevin21071: What about the show Devs Geroge? They predict the future there Kappa deepfrieddeals: Term limits cookienz: Caeser! powered by a intern that took discrete maths just_a_coder: bro you are awesome jmp0ut: i’m waiting on synthetic sapient sentient artificial intelligence with the ability to spin up time cycles Mrclutch963: how powerful is AI really? @georgehotz THX1342: trump is rich, not smart Gamer_nohope: Caeser 2.0 Trenz2: Ego Maniac ? jmp0ut: i heard soulmachines.com is trying for it THX1342: LUL FileTheSystem: there are many people with Ceasar attributes but they often make it in private sector rather than risking their talents in politics verxile: do we need self driving cars, or should we plan on self driving flying taxis balloonpopa: The Roman empire lined thier acueducts with lead paint… that was thier downfall ahahahaitslit: why the hell are the two frontrunners 80 jasondesante: Trump is the King of Ventilators jmp0ut: DNA spooky action at a distance with 5G technology DeeboMC: Talk about it: DEMOCRATS AMBUSHED OVER ISRAEL & MICROSOFT & PENTAGON CLOUD SECURITY https://www.bitchute.com/video/fVoOoiwA10ql/ jmp0ut: optogenomic warfare gaocaandra: there is a letterman interview were you see trum on his element balloonpopa: lead poising gaocaandra: the guy is from a different time plazmacsgo: @Mrclutch963 no as much as you think probably. it needs a lot of data and other restrictions THX1342: LUL lolzmaster99: Can you talk about the application of RL to self-driving as far as where in the model pipeline it fits? Are you guys working on it yet? Santiago_LHC: Elon Caesar? Pr0ject414: he cant he isnt natural born citizen jmp0ut: Elon Musk does what royalty should do birkett0011: IN MUSK WE TRUST kingvoneduard: Elon Musk would send everybody on Mars jasondesante: LUL Elon would not want to waste his time doing that darthbearjew666: Agreeeeeeeeeed plazmacsgo: @georgehotz Elon must is definitely a good choice Trenz2: @georgehotz what about Elon be the president of US ? QUOTE_IF_NEXT_YEAR_BETTER: stephen hawking plazmacsgo: musk skinnypuppy69: @azer0s im failing to see how other forms of government supersede democracy, when democracy == freedom of thought and for it to be heard Lourned: Elon Musk president of Mars LUL Penguino138: Definitely need to look up what political views Julius had now gaocaandra: there is a novel where the dictator of mars is titled elon jmp0ut: what kind of kings and queens sit around getting fat off chocolate bonbons Faceless_Bard: ‘natural born’ lol THX1342: His plan is Emperor of Mars kingvoneduard: Elon Musk will be the Dictator of Mars jmp0ut: instead of doing elon musk work Pr0ject414: if we arnt talking about president then theres a discussion LOL jontowtruck: do you think trump will push for an armed conflict against china to gain support for november deepfrieddeals: Is Musk still seeing that Grimes chick? plazmacsgo: do yoiu think we will be able to colonize other planets? quinquanonagintilliard: Dicator + mars = mad max Pr0ject414: he could certainly bomb us skinnypuppy69: @jontowtruck no FileTheSystem: these people are smart they know better ways to spend their time rather than in politics jontowtruck: lmao JdPaulBlart: mars is the neww epstein sex island but its elon musk and bill gates Mrclutch963: do you trust wikipedia? @georgehotz thuganalyst: man I just wanna have infinite catgirls in my BMI VR azer0s: @skinnypuppy69 yes…that is what I said. democracy is better than everything else. it’s just still not good QUOTE_IF_NEXT_YEAR_BETTER: overt war is dead azer0s: the thing is…if musk were to take over the government…he’d have a plan ahahahaitslit: epstein did not kill himself Santiago_LHC: Have you seen the show DEVS? It’s about determinism and an experiment with a quantum computer to recreate reality in a simulation fedexkinkos: why u learning this , learn react instead

prakyath_kantharaju: musk has created more jobs and more money in US than trump forkdb: What if Elon buys comma in the future? Any thoughts Trenz2: why arms ? why wars ? why this sheet Jehhred: Watching the conference with Jack Ma and Elon Musk is hilarious bloodborne24: speak softly and carry a big nuke kingvoneduard: Trump and Xi are best friends skinnypuppy69: @azer0s ahhh i see. its hard to read what you said when chat keeps moving Pr0ject414: just waiting for north koreans to find out he does infact have a butthole DeeboMC: Bro… is anyone willing to talk about this.. this video was removed from YouTube Talk about it: DEMOCRATS AMBUSHED OVER ISRAEL & MICROSOFT & PENTAGON CLOUD SECURITY https://www.bitchute.com/video/fVoOoiwA10ql/ gaocaandra: well china is pretty “agressive” Penguino138: @georgehotz How long until the people on mars form their own sovereignty? Eyachi: 16 years socialnotsocial: Make deepfake of political leaders recommending citizens drink 1 liter of bleach for virus immunity. Witness natural selection in real time. B) t0mmv: which gpu are you using? calcmath: washington was also a caesaer skinnypuppy69: @azer0s yes i totally agree, everything can be improved, complacency is a sickness azer0s: @skinnypuppy69 +1 balloonpopa: History repeats itself… it’s like a pendulum gaocaandra: peron was a cesar l1ght5p33d: no one is really going to want to live on mars fedexkinkos: what is a caesar? l1ght5p33d: its going to be military and science and industry only forkdb: What if Elon buys comma ? Your thoughts….?!! Pr0ject414: there was no limitation on those presidents though (Constitutionally) DeeboMC: Let’s watch this video please Talk about it: DEMOCRATS AMBUSHED OVER ISRAEL & MICROSOFT & PENTAGON CLOUD SECURITY https://www.bitchute.com/video/fVoOoiwA10ql/ Eyachi: FDR was really good, need another person who cares about social issues as much dr_set: Argentinian President gaocaandra: o boi Penguino138: It’s crazy to think one day there could be a whole different clad of humans who have lived on mars for generations and is way different Santiago_LHC: Ha, Peron gaocaandra: hes the spice of argentina skinnypuppy69: @azer0s +1? haha kingvoneduard: Evita Peron was the dictator of Juan Peron DecayingSkullz: ban deebomc fedexkinkos: can anyone explain what a caesar is? balloonpopa: haha Pero… no way THX1342: Peron LUL pwnbase: chat extra’d af henryy95: !UPTIME plazmacsgo: @forkdb he won’t buy comma plazmacsgo: he has autopilot Lourned: Putin is god king pretty much, he is in power 20 years now Pr0ject414: its a salad skinnypuppy69: @georgehotz any ideas for my new raspberry pi?? crawcraw66: lmao Faceless_Bard: its a salad jontowtruck: it’s like a chad M0gami: Its a Salad 4Head azer0s: @skinnypuppy69 I am agreeing with you lol calcmath: caesar is a czar rickoftheroot: caesar is a kaiser Gamer_nohope: superchad LUL DecayingSkullz: gn balloonpopa: lol THX1342: gn azer0s: @skinnypuppy69 k8s cluster! Suspecthum: Nooo Santiago_LHC: Caesar is like the salad, minus the salad Thotshotgg: We love you zounonz: gn FileTheSystem: Cool hanging out here, later unluckychickenn: squadL Trenz2: gn socialnotsocial: gnight geohot 🙂 Adictos: good morning blndv: hi liqo13: ay whatsup lebop: hi first viewer fadihirmiz: suh dude InfiniteReddit: hello from aus pioterexe: sup the_benju: Letsss goooo great_said: hi LiveMahs: In hereeeee singularitytoatea: Goooood mooornning rmvaldesd: Hi! cod4_lightning: 3 streams in one day oh yeeaaah aiex42: Good mornin bro lebop: hi from brazil senad20: Hello from Germany ionelaipatioaei: no more bio? achamorro008: hello from Nicaragua 32bitrobo: good mornimg grekler3: PogChamp Deno_____: senad iz njemacke knilecrack: nisi valjda Deno_____: aaaa Jehhred: That was a quick 7 hours knilecrack: 😀 0xtf: Hey George! Deno_____: excuse me lord grey_street: hello! niceonesonny77: LETS GOOOOO FINALLY SOME CODING LIVE ogrockefeller: Daddy Hotz hanisa1: george will you marry me aiex42: Canadian english? thedevway: hiiii. this is the first time i’m watching you live instead of recorded streams on youtube 🙂 knilecrack: what if subbs speak non-english only? DzyaN_: masonxdJoy cod4_lightning: would you do hackthebox today? it was awesome last time!! Deno_____: george please add this to your reading list kalam cosmological arguments by mohammed hijab great_said: SwiftRage funwayz: already a sub only chat threat 🙂 dalvasorsali: morning

InfiniteReddit: George where do you browse papers? ad5k: Good morning cutza: sweet TheSkapegoat: good morning King dinxpoy: did he upload the coronavirus vaccine on github or not yet? God save us all 🙏 lambdaman0f: hey george. how is backspace.ai going? maxschneider96: @InfiniteReddit just google the stuff, otherwise u can use scholar as well, or libgen.is for instance St47ik: Morning Broskies SeemsGood niceonesonny77: are there any tips you would like to give on who wants to become a computer scientist? litesam: What is muzero!? cutza: free books jaxotp: How are u doing George? braininavatt: George! bsx1123: torrents for books maxschneider96: yeah free books Sylens__: hello @georgehotz grekler3: LUL chat stfu blackskill224: blackskill224 subscribed at Tier 1 St47ik: Just follow your passion bro 4Head squiggly_nibba: What are you building? dinxpoy: how do I code my first hello world program in Python? dhevinn: Bruh sub tokens kinda expensive OFFICER_KKONA: @squiggly_nibba cmonBruh singularitytoatea: Let me try you geo. Whaat keyword do you use ? 😂 St47ik: oh no not the K word singularitytoatea: 😂 yungtoad1: j squiggly_nibba: @OFFICER_KKONA is there a problem officer mistertenko: Kreygasm St47ik: L-Theanine Kreygasm dinxpoy: does a good keybοard make a programmer better? tinkerzwhothe_t: LETS LEARN PYTHON 3!!! Jehhred: I think people just want the holy bible of projects they need to complete (copy and paste) to get a job. i.e. they want the get rich quick scheme to become a developer MrVitoDayz: yo hey @georgehotz 🙂 Vukasin22: are you more productive when streaming? OFFICER_KKONA: @squiggly_nibba perhaps greekGordo TheSkapegoat: @dinxpoy print(“hello world”) if you are being srs lol ImJ4Gu4R: ImJ4Gu4R subscribed at Tier 1. They’ve subscribed for 3 months! hello St47ik: HeyGuys shiz_z: yoyoyo wajsic: Is that Herman-Miller chair? Faceless_Bard: unless you are running adds , putting subs only is a good idea, to avoid stupid questions SeemsGood maxxg: Sayl chair Deno_____: lol cod4_lightning: can you show your mac dotfiles? shissle: it sounds good St47ik: What’s in the fridge LUL squiggly_nibba: Start handing out bans for dumb questions iammrrob0t: Is it allowed to ask which mouse he is using? oreid52: For those who don’t know MuZero is an algorithm that when it’s combined with monte carlo tree search (MCTS) has state of the art performance on a range of atari games litesam: What does muzero do!? mistertenko: Let’s take a minute of silence for Kim Jong Un funwayz: this stream became too popular to be good 🙂 chillguy269: Does that cup make you a better programmer? marvluebke: does your hair product make you a better programmer? Kappa St47ik: Chat stop NotLikeThis eldac_kno: cause you are an icon chillguy269: monkaW

jkfsda: most of these cringe messages are probably just kids oreid52: It’s described in DeepMind’s paper https://arxiv.org/abs/1911.08265 mugichkablya: I care abut code. Just code damn things Faceless_Bard: lol good luck with that Lost_x_Echo: Lemons. Lemons everywhere namenamison: Any book programming or cyber security recommendations? ImJ4Gu4R: chewing ice in the morning? ResidentSleeper gasman1017: gasman1017 subscribed with Twitch Prime Pabgp2000: gxpHey MrVitoDayz: what’s the aim of this stream today? Still biopyhton ?; InfiniteReddit: you did braininavatt: PogChamp St47ik: Scam Train PogChamp cod4_lightning: can you show your mac dotfiles? Deno_____: george if we are in a simulation who created the people who created the simulation braininavatt: HYPER TRAINNNNNN litesam: Monte Carlo Tree Search @oreid52 could you explain about that!? shiz_z: HYPE the_benju: Some are trolling u InfiniteReddit: look up your old internet history username dalvasorsali: It’s as you said, mysql vs postgres or what color should the walls be painted in niceonesonny77: but you just gotta understand there are lot of people out there who really inspires model and even a role model for some tangobeer: !uptime Sylens__: hello cod4_lightning: can you show your mac dotfiles? Pabgp2000: just joined, anyone can give a quick summary of whats going on? eldac_kno: probably there are lot cringe messages by george on anime boards St47ik: Wise SeemsGood vloodp: Amen to that CJslider14: off that real TheSkapegoat: Hey George, I am a dumb person and can easily tell you the reason why we ask dumb questions is because we think intelligence comes from your personal gear and tastes ky0jinjaeger: “there is no such thing as a stupid question, only stupid answers” true or false? CJslider14: oof* mistertenko: opinion on latest Tesla software update chillguy269: Lol DzyaN_: LUL shiz_z: lol marvluebke: even rick might let you down MJT_au: We just got roll ricked oreid52: @litesam I’ll try and explain as concise as possible. One sec great_said: you’re honest SeemsGood ky0jinjaeger: LMAO St47ik: Hippies 4Head tangobeer: for how long will u be streaming? cod4_lightning: can you show your mac dotfiles? markov010: hello ! mlgboy777: how are you geohot? Deno_____: george I wrote rock paper scissors in python in maybe 2 weeks of coding am I doing well Jehhred: “People will always let you down, except for Rick Astley” ~ 13:4 Corinthians tex01: hi worraaa: monkaS tangobeer: Could you suggest the best way to get started with data science? maxschneider96: How´ s the protein folding going? St47ik: PogChamp braininavatt: PogChamp mlgboy777: pog zennydmt: can u explain how game trees work? chillguy269: Viewer count is about to drop hard with all these bans coming down jaxotp: XD mlgboy777: daym ImJ4Gu4R: PogChamp PogChamp braininavatt: SMART AI Deno_____: HEY THATS illegal braininavatt: PogChamp eldac_kno: this is not a stupid question: is this a stupid question? tex01: ahaha St47ik: PogChamp PogChamp BlLL: AI PogChamp cutza: that AI is insanely powerful grekler3: WTF PogChamp zennydmt: whats a game tree markov010: This is real Deep Learning ky0jinjaeger: SKYNET mlgboy777: 2 Weeks of coding lmoa ZestyZapus: ZestyZapus subscribed with Twitch Prime St47ik: Singularity PogChamp tangobeer: wow Vukasin22: it’s .34 for rock NixOTrix: wtf was that lmaoooo gasman1017: Finally sold out and did a web dev bootcamp at 30. Wish I started coding when 20 years ago pintwenty: Hello InfiniteReddit: worrying about numbers zennydmt: have u tried nootropics namenamison: Can you give some book recommendations on programming or cyber security. Also what questions would you want for us to ask? CJslider14: butal honesty is efficient period but hardly used in business its lame but refreshing here LaheyFPS: george doesnt give fucks catacata92: do this on your chess game ? marvluebke: I’m very mediocre jaxotp: I love your attitude Mint2bSpiced: Maybe use Nightbot to write answers to commonly asked questions, or FAQ ? eldac_kno: is this chat a democracy? braininavatt: AGI ACHIEVED PogChamp Andremm2: thoughts on quantum computing? markov010: How can we buy this Rock Paper Scissor software ? Faceless_Bard: let me duckduckgo it and return with an answer Deno_____: george real quetion what do you think does god exist InfiniteReddit: you call the cyber police St47ik: 300 viewers = more moneyz LUL anthonykwan: Some ppl are seeking someone to guide, they don’t even try to think more, I guess ?! zennydmt: what do you think about Google Chronicle? chillguy269: I would but I am afraid I’m going to get banned NixOTrix: cyber bullying great_said: this is first time I’ve been at your stream, and I’m super happy DendiFace hookedoninfinity: cyber security is hacking for script kiddies braininavatt: ask him what he thinks about anarchism Kappa newlifestartsnow: @gasman1017 sold out wahat MrMemetic: u use cyber- before everything 1ntegral_: best books on MACHINE LEARNING ? @georgehotz 技術宅: could make a pseudorandom script to determine if questionable messages get banned eldac_kno: america is a police state lol CompestLive: hey litesam: Scientology!? mistertenko: Your cult! St47ik: Chat NotLikeThis shiz_z: It’s like when you in security but it’s cyber basically a brainless job newlifestartsnow: cyber sports Kappa juviin: cybersecurity sells better to ppl who have no idea what programming is calebsuhy: buzzword for “ethical hacking” InfiniteReddit: cybertruck? fadihirmiz: bro they are leeching your time Avelansh: cyber bully? MJT_au: cyber-netics? liqo13: cybernetics was preety cool gasman1017: @newlifestartsnow to the bootcamps bloopsterr: cybermen Deno_____: @georgehotz thoughts on mainstream religion? singularitytoatea: Wow chill catacata92: cybertron it is angry singularitytoatea: Chill 1ntegral_: best books on MACHINE LEARNING ? @georgehotz eldac_kno: i dunno dude, sony ericsson cybershot was good zennydmt: im surprised you dont build trading systems 78DHF: have you ever explored cyberspace before? St47ik: Cyberpunk Kappa singularitytoatea: My name is cybernoa cod4_lightning: “Don’t be inspired by people be inspired by ideas” That’s islamic!

MrMemetic: cyber-chill 技術宅: Bible markov010: Your rock paper scissor soft has just been nominated for Turing Awards caslecasle: This reminds me of the good old Twitch Slam rants shiz_z: cyberjunk MJT_au: cyberlink power dvd generated_human: Cyber memes zennydmt: do you have interest in building trading systems marvluebke: put those rules below your stream abhi1o1: ahh nothing like streaming a video at 50kb/s ImJ4Gu4R: George watcha ur doing? 0xC3301: 0xC3301 is gifting 1 Tier 1 Subs to georgehotz’s community! They’ve gifted a total of 4 in the channel! yungtoad1: ☠️ 0xC3301: 0xC3301 gifted a Tier 1 sub to marvluebke! clicclic_boom: When are you starting your cult? 0xC3301: 0xC3301 is gifting 1 Tier 1 Subs to georgehotz’s community! They’ve gifted a total of 5 in the channel! 0xC3301: 0xC3301 gifted a Tier 1 sub to maxxg! St47ik: PogChamp gasman1017: hey guys, how hard is python to pick up with solid foundations in JS/TS? tangobeer: wow Deno_____: @georgehotz do objective morals exist if theres no god? marvluebke: @0xC3301 <3 LaheyFPS: Hype train PogChamp braininavatt: PogChamp live edition of Channel Description marvluebke: yay anthonykwan: Ray ! MrMemetic: @clicclic_boom did you mean cyber-cult? ianhilt: how much code can you get the bot to write for you ky0jinjaeger: LUL great_said: pytorch or tensorflow? St47ik: Doing it live PogChamp xloveyourmama: xloveyourmama subscribed at Tier 1 braininavatt: this is part of history chat Kappa litesam: Hey George, could you do from transistor to browser marvluebke: perfect cutza: lol his_futon: lol snowbola: why would you even bother doing anything with your time when you could not do it? matikitli: Yo man! Know you have not been long in Google, but any things you can just say to someone who wants to work there, besides of: yeww need to doo codfin well. < this is not a stupid question, no ban for me > St47ik: PogChamp PowerUpR eldac_kno: what are your thoughts on thoughts? Scylet: !uptime gasman1017: how many WPM can you type @georgehotz braininavatt: brb will implement MuZero in Rust Kappa oreid52: MCTS is basically a tree search algorithm that is used to figure out the moves (or the path down the tree) that the policy tells you to do to reach the best final state. You can think of it as a way to learn the rules of the game by projecting out the paths (moves) from the current state and choosing the best path Faceless_Bard: @georgehotz put an example i.e ck1956: hypetrain buoy 1ntegral_: Is this a stupid question ? @georgehotz LIUL ImJ4Gu4R: lewl 1ntegral_: LUL cod4_lightning: “Don’t be inspired by people be inspired by ideas” That’s islamic! maxschneider96: banning people with stupid questions, nice project idea btw 4zimut: someone make a faq rudolphdoesgames: wait a second was that a carlsagan42 stream there? Deno_____: @georgehotz do objective morals exist without god? namenamison: Isn’t asking dumb questions the way to learn what questions are dumb and what smart? St47ik: Level 3 PogChamp singularitytoatea: When you speak slower than you code newlifestartsnow: @gasman1017 started at 30 y.o.? are you employed? NixOTrix: SirSword oreid52: That’s a gross oversimplification but I hope it gives an idea lol niceonesonny77: @namenamison such a solid point fr NixOTrix: SSSsss Deno_____: @georgehotz do objective morals exist without god? eldac_kno: define stupid questions eldac_kno: yes cleofn: FeelsBadMan brofessorbob: Would have thought hotzbro would be on linux cleofn: FeelsBadMan monkaS gasman1017: @newlifestartsnow just doing some contract stuff on the side. This pandemic isn’t doing me any good with job searching eldac_kno: maths can’t be done without definitions airinspiration_: !uptime brofessorbob: Any l33t hackers in chat? ak0ya_: Morning chat and George bluechains: mac or windows and why braininavatt: !todaysgoal St47ik: morning namenamison: Also people teach me the smart questions so i don’t get cyber bullied ck1956: arxiv beauty NixOTrix: bruh I’m so tired of these try hard linux kids, soz I’m not running a bleeding edge test bench. acknowledge that theres a different tool for different jobs and move tf on newlifestartsnow: why he use jupyter ck1956: youre echoeing InfiniteReddit: (mega brain question) it’s getting late, and I need to know is it worth staying up for? Deno_____: @georgehotz kim jong un died Deno_____: HE DEAD eldac_kno: ok? borang: good morning ck1956: problem with sound St47ik: @InfiniteReddit you can always watch the VoD bloopsterr: why are you up so early? i thought you were a hacker rudolphdoesgames: @ck1956 nope TheKoreanZombi: @ck1956 No problem with sound brofessorbob: Real hackers wakeup early InfiniteReddit: @st47ik true, imma sleep then eldac_kno: george isnt reading chat now, but he is qt St47ik: Kappa

Deno_____: qt like my athletes foot namenamison: btw i am miles away from understanding what he is doing, can somwbody give me a short explanation? eldac_kno: trying to implement muzero by himself blackskill224: fap niceonesonny77: hi great_said: muzero? St47ik: @namenamison A.I super intelligence singularity implementation brofessorbob: Trying to balance a cart pole bro MrVitoDayz: I will try this too maxschneider96: When will AI brothels come? dalvasorsali: what happened to v1 and v2? Deno_____: @georgehotz DO objective morals exist without god eldac_kno: just another ai crutch eldac_kno: yes they do exist, stop asking this question hookedoninfinity: anything on github? Deno_____: prove it dinxpoy: @deno bro stfu already oreid52: @namenamison MuZero is DeepMind’s state of the art algorithm for creating models that play games like Go, Chess, Atari at a superhuman level great_said: i just miss coronavirus stream NotLikeThis brofessorbob: Who thinks the VC money in AI bubble is going to pop this reciession? Deno_____: george can you hack my cousins instagram i think shes cheating on me MrVitoDayz: @brofessorbob poop is the right word Deno_____: girlfriends* lenindeluna: i just miss coronavirus stream x2 namenamison: Thank you Killon1: @Deno_____ so funny eldac_kno: axioms dont need proofs, i declare objective morals are axioms, therefore no proof need, now stfu Deno_____: @georgehotz so murder is alright? blackskill224: Im writing a shell script that makes moaning sounds when i touch lenovo clitoris button brofessorbob: @MrVitoDayz AI == poop? eldac_kno: ban deno plz he is asking stupid questions minecald: Would it be possible to break out of a simulation during/after a big freeze universe? fkingplay3r: yow hes been streaming for how long snowbola: @georgehotz why would you bother doing anything when you could just not do it? TheKoreanZombi: Let’s go subscribers only chat. Much less dumb Deno_____: koreanzombie ure not koreanzombie eldac_kno: imaging ask on twitch about objective morals niceonesonny77: 한국인 ㅅ? RexSonix: when we hacking nsa Harm133: What are you using Muzero for ? What will it learn Shelledlizard4: hey

tangobeer: wow tangobeer: do u live alone Deno_____: I mean those are very important questions newlifestartsnow: how to be focused like this guy maxschneider96: finally Jehhred: Can confirm, lost IQ points reading rudolphdoesgames: 🙁 blackskill224: Failfish TasosTheLord: ResidentSleeper Jehhred: Where are the mods? eldac_kno: mods are asleep gigafact: wow still going? blackskill224: hey non subs. do you have any tips on how to construct dumb questions? eldac_kno: by constructing non smart question, duh TasosTheLord: Subs = dumbs with money 4Head MrVitoDayz: MrVitoDayz subscribed at Tier 1 ak0ya_: chat does not look much better eldac_kno: subs=perfect people MrVitoDayz: @georgehotz have you tried using alphago from deepmind yet? x_algorithm: x_algorithm subscribed with Twitch Prime. They’ve subscribed for 5 months! maxschneider96: Have u worked with Neural ODEs yet? Joooooooooonas: thank god that you are streaming again blackskill224: I swear im becoming more and more autistic bcoz of this isolation MrVitoDayz: alphafold* not alphago gasman1017: Me neither

gigafact: This is going to be very hard to upload to youtube. Syncing chat is going to be a pain eldac_kno: ordinary differential equations is just to put a lot of lambdas in solution ak0ya_: the folding is not discussed anymore eldac_kno: you are welcome joseanavarrom: When are you moving out? 0xC3301: I think we will switch to streamer-only chat soon gigafact: nice flyer MrVitoDayz: what is the protest about ? eldac_kno: looks like scam tbh blackskill224: oh my god… i mean im from croatia we are not so smart… but still the shit i see overseas MrVitoDayz: oh lotuseatersec: lotuseatersec subscribed with Twitch Prime Jehhred: She seems hot St47ik: I hope people will be wearing masks at least NotLikeThis ak0ya_: I don’t gigafact: it does not look like you are going ImJ4Gu4R: and keep the social distance joseanavarrom: Don’t get yourself arrested blackskill224: id like a corona and chill with her Mint2bSpiced: A differential equation is an equation which contains one or more terms which involve the derivatives of one variable (i.e., dependent variable) with respect to the other variable (i.e., independent variable) dy/dx = f(x) Here “x” is an independent variable and “y” is a dependent variable. For example, dy/dx = 5x MrVitoDayz: I would not be surprised if tehre will be buckets of bleach brought to it 😀 funwayz: cool people are already in jail 🙂 0xC3301: I’ll bring tidepods and disinfectant. And you we see any Virus we can still blow it away anthonykwan: anthonykwan subscribed at Tier 1 anthonykwan: Yeah ! subscribed ! ak0ya_: 🙁 rudolphdoesgames: 104 people participating on facebook eldac_kno: dude everybody knows what ode is, no need to copypaste definitions from wikipedia blackskill224: I honestly think this virus is just a Social and Economic reset for world society MrVitoDayz: @georgehotz do you support the opening of the state then? gigafact: if you see anything funny just run run and run MrVitoDayz: I agree Jehhred: Will you bring a sign though? eldac_kno: just go to the concert then 0xC3301: Protest Driven Development! clicclic_boom: It’s not fake news man 😂 some people seem to have a better response to the virus than others eldac_kno: dogs are gross, they eat their own poop maxschneider96: release pharmabro

LaheyFPS: bring a joker mask 🤡 blackskill224: McAfee is saying its fake ahahah gigafact: can you give us house tour before moving out? MrVitoDayz: @georgehotz but it’s more about healthcare systems not being equipped to cope with it MrVitoDayz: I do work in it, so it;s a ltitle bit overkill Deno_____: why does my pee pee come out yellow eldac_kno: guys is jupyter better than pycharm blackskill224: Deno… please go do something usefull. dont waste network bandwith on stupid messages. Go learn databstructures or something MrVitoDayz: for example, Sweden is coping fine without a lockdown, mainly bc their hc system is much more prepared whichtom: they are very different things, jupyter is good to prototype quickly and display plots easily MrVitoDayz: @eldac_kno I just use jupyter in VS code 🙂 gigafact: so where are we? how many % before this is up and running? ak0ya_: These are the nodes of the search tree? MrVitoDayz: not not just US, but UK’s as well Kiskiss: iguana1Homie

ivylions: drink bleach ak0ya_: 🙂 whichtom: the UK system aint so bad Deno_____: I will be a good boy from now on 技術宅: lol Mrkz_: SeemsGood Hello there 🙂 l1ght5p33d: yyyyeeaaaa IIMM INNNN woot St47ik: Mods PowerUpR great_said: hi again 🙂 sakshambhutani2001: hi my first time here clicclic_boom: Build a wall 😋 TheKoreanZombi: I will be a ruthlessly efficient mod @georgehotz prvk3: did he sleep? JackiePuppet: Italy has a much older population, there are more factors to consider adotout1: here come the shitposts l1ght5p33d: Solving Differential Equations now is like Chemistry was 100 Years ago Super Fucking Impossible TVTuzz: G’day Mr. cr00se knilecrack: 😀 blackskill224: here come detergent eating followers Deno_____: hey thats illegal williami000: Has he been streaming all night ohG_Rivenroth: the population’s education plays a big role too, no one talks about south korea, where the population is already educated to use masks even if they have a minor cold l1ght5p33d: who uses mathematica? Denis0109: don’t be rude jessefive, you will learn something from him, instead saying bullshit maxschneider96: The US healthcare system is not performing well given that they spend more than 15% of their GDP on it, it´ s a lot compared to other countries ortunado: When is the day you get instagram verified, and make millions? FeelsBadMan hurzg: whats the purpose of todays stream? yesterday the balancing problem was solved… todays agenda? markov010: @l1ght5p33d mathematicians jagger_rsw: Can you boost up your mic, you’re like 3 times more silent (on – dBm level) than aaanything else 🙂 niceonesonny77: what is he working on right now? Was Muzero like alpha zero? hurzg: thanks @georgehotz nejintejag: I don’t think Sweden was so much better prepared. Sweden is a very individualistic society people are very isolated to begin with. Not that that is the main reason why Sweden is doing ok. I think the main reason is just how media portrays the hole thing rudolphdoesgames: @jagger_rsw or you could turn your volume op rudolphdoesgames: up* niceonesonny77: can anyone be kind enough to explain what he is doing?? ironickilla: u got a nice little apartment there ironickilla: looks clean JackiePuppet: Swedish people stay 2m away from each other even before the virus markov010: Sounds like you forgot a coin on a pants knitler_: I’m confused how you’d stop an inf recursion when doing tree search’s on value itself jagger_rsw: @rudolphdoesgames than “aaanything else” will be 3x too loud 🙂 deepfrieddeals: What’s that noise? Is George laundering his jeans? l1ght5p33d: Anyone done Generalized Fourier Series for solving for DEs? That’s about where I failed out of college MrVitoDayz: basically, from my personal experience: governments do not put enough resources into healthcare. It’s like throttling a CPU without a fan blackskill224: George what do you think of an GPU based SQL dialect? I wonder why is there no Database B trees running on parralell Foxboron: @nejintejag Sweden is not doing OK. Look at Norway. Sweden also doesn’t have the economy to do a complete lockdown rudolphdoesgames: @jagger_rsw for example, desktop audio down, twitch up, gotta play with those values and find the right balance johngeorgesample: johngeorgesample subscribed with Twitch Prime. They’ve subscribed for 2 months! ohG_Rivenroth: @georgehotz any plans on making a online course or something like that? huntboom: huntboom subscribed at Tier 1 Deno_____: my girlfriend lives in sweden we have been in a long distance relationship for 10 years now although her camera is not working but I have seen her pictures jagger_rsw: @rudolphdoesgames e.. nah.. better I complain to george 🙂 sakshambhutani2001: george have you tried R? Some says it’s better than py, I personally find it not too good. Ps it works on jupyter kristobalxx: @Deno_____ LUL gigafact: @deepfrieddeals it’s a laundry machine great_said: guys help me, pytorch or tensorflow? Deno_____: because youre altruistic adotout1: Not giving a shit 101

Deno_____: GEORGE LaramsZ: do you do this everyday? l1ght5p33d: Because everyone would buy it!!! Joooooooooonas: money 😀 jaxotp: Money 😉 gigafact: online course it’s for grabbing money I think MrVitoDayz: Sell it! ohG_Rivenroth: teach us how to think PogChamp jagger_rsw: @georgehotz so, the benefits for subscribers are as always? we’ll get preferential treatment when you take over the world? l1ght5p33d: just bullshit the entire time like everyone else! namenamison: Make a course on how to think then? JaeGeeTee: JaeGeeTee subscribed with Twitch Prime ironickilla: Think people, Think pepelaugh0: @georgehotz do you watch tv at all? cazklol: have not learned a shit since watching this channel maxschneider96: Austria and Germany had good strategies, the death rates are really low and in austria they reopen shops again every 2 weeks. They will even allow tourism in summer probably whichtom: buy more ice eldac_kno: online course on rapping markov010: sounds like you forgot multiples coins on your pants Mobius5: MONEY IS A SOCIAL CONSTRUCT AYNSTAYN: @georgehotz you and me both buddy, only if ppl started to think grenaderaven: buy stuff JackiePuppet: Think about what? l1ght5p33d: Start new bio lab nlulic: I’d buy a rapping course MatiGoG: have you heard of rtx voice it could help with situation oever here 🙂 JaeGeeTee: GEORGE! Just subscribed. Much love bro! Keep it up! tkdboy555: IMMORTALITY IS THE GOAL ironickilla: u got a nice little apartment there LolTwitchSecurity: rapping master class LaramsZ: @georgehotz do you do this everyday?? jagger_rsw: sink people, sink huntboom: Buy made up things tessier_ashp00l: only rich people can afford to say that bovine_shield: Money is worth something in strip clubs maxschneider96: money is a tool blackskill224: bitches and coke and go mcAffee mode on twitter niceonesonny77: u could legit do anything with money gigafact: I only watch for your social views TheKoreanZombi: You’d buy Mac Pro wheels kristobalxx: jet ski PlayersTwitch: feed the poor KyoshiDeath: jetskiii Jehhred: Why make a course when he’s making a university LolTwitchSecurity: Buy an ex soviet mig 21 @georgehotz TGUK9: jetski Kappa tkdboy555: EXCEPT LIVE FOREVER Deno_____: you could buy me babe niceonesonny77: evaluate what do you specifically mean by think? Joooooooooonas: a house , a apartment , decent workstation MrVitoDayz: @georgehotz tessier_ashp00l: buy a jet ski kristobalxx: LUL markov010: More Money = More GPUs maxschneider96: rich dad, poor dad, great book ohG_Rivenroth: more like a mil, not 100k LUL hurzg: be the next elon musk Deno_____: charity? FusRoDead: Wouldn’t a course get more people to think? nejintejag: @Foxboron I think Sweden is dong fine and doing a full lockdown is completely unnecessary. The mortality of covid is so much lower than the original estimates. Covid is just not that dangerous yungtoad1: only people with lots of money say stuff like this bambiofthewoodtribe: Jet skis eldac_kno: money can solve any problem money can solve jagger_rsw: unless musk gets into jet ski business and it’ll become cool JaeGeeTee: you don’t need a lot of money. you need enough money for food, a house, and thots!!!!!!!!! ggtom: dont be poor 4Head MrVitoDayz: Invest that 100k, make 1 tril then your voice will be heard and you can teach people to think 😀 Deno_____: THANKS IM POOR NO MORE jwlolol: problems money cant solve are the real problems tho St47ik: A course about thinking 4Head JackiePuppet: I told my landlord money was made up and now I’m homeless aminuuux: poeple that buy course don’t think l1ght5p33d: Let’s sue somebody that would be fun… better than protesting huntboom: Pay people to color HahaThink Joooooooooonas: do you have your own house/apartment ? bovine_shield: Its about making enough, but not an excessive amount sakshambhutani2001: what bout Yatch, perhaps Private Jet? gigafact: you can live off twitch if you like LaramsZ: you can have economic stability and dont worry about it at all, being too rich doesn’t give u that much Foxboron: @nejintejag You are wrong. We know very little of how COVID affects us tinkerzwhothe_t: what’s the purpose of living? Deno_____: MODERATE kristobalxx: not a jet ski Deno_____: define moderate alameda13: u want little maxschneider96: everything u need to know about money and happiness: https://80000hours.org/articles/money-and-happiness/ JaeGeeTee: Money can either attract the thots or keep them away! Denis0109: But some people will never think, also if they try george. Sometimes it’s better to not know, that people aren’t THINKING clicclic_boom: @georgehotz what about the cult? grenaderaven: buying lots of cheap crap is pointless, bt there are nice things that can improve ur life TheKoreanZombi: @Deno_____ He defined moderate as $78k colanzio5: @georgehotz It’s easy to think, it’s harder to finish something to completion than come up with a good idea blackskill224: smoke weed with elon in escape velocity Deno_____: ohh ok Jehhred: Why get rich when you can be friends with rich people. You get all the benefits without the hassle raystriker98: in California 78k is moderate hurzg: the more you have, the more you fear loosing it all… thats the problem tkdboy555: @georgehotz have you been to Stephen Wolfram’s livestream at all these past few weeks? He launched this new open-source project https://www.wolframphysics.org/ for everyone to work on trying to discover the fundemental theory of everything, the grand unified theory of physics eldac_kno: you wouldnt need excuse to suprass your true desires by pretending “i can buy whatever i want” MrVitoDayz: well, we currently do not have an economic equivalent to money nejintejag: @Foxboron the numbers I have seen puts the mortality across the society is about 0.15 % l1ght5p33d: all hail elon.. stress king LaheyFPS: elon doesnt feel stress Deno_____: you make at least 130 grenaderaven: money buys power YOLOMAN1343: when is the next geohot live concert where can i buy the tickets Mobius5: If money is your core drive in life it’s over for you namenamison: What part of streaming gives pleasure, bc it seems like most of us only annoy you? alameda13: but u could others with more money @georgehotz Foxboron: @nejintejag And that is “not that dangerous” in your mind? The current deaths in sweden i 4 times that of last flue season 技術宅: if you can eat you’re good lebop: iBUYPOWER St47ik: https://www.wolframphysics.org/ seems interesting Deno_____: you could buy a private island and host mma events MrVitoDayz: @Mobius5 for some people it is tho 技術宅: and medical clicclic_boom: Are you still paid at comma?

whichtom: thats kinda a weird generalization for the entire country FargioFarmani: If you feel stressed, can I give you a massage? @georgehotz warriorgiggles: What part of streaming gives pleasure, bc it seems like most of us only annoy you? sakshambhutani2001: money CAN give you more Credibility/ Social Influence namenamison: What part of streaming gives pleasure, bc it seems like most of us only annoy you? Jehhred: Keeping in mind he earns 78K working part-time JackiePuppet: That graph shows the average case, no guarentee that even slightly represents one’s own case alameda13: earn more help more eldac_kno: i think notch situation seems perfect Joooooooooonas: more money is a preparation for well being I think d3adb33: but its Up to the country you live. joseanavarrom: But for some people it’s not enough money for “what they want to buy” this_is_falcon: part time 78k? knilecrack: it just means you can’t talk shit on twitter etc grenaderaven: not having a boss is prolly more important to me than money Mobius5: @MrVitoDayz I find it unbelievable how those people can get fullfilment in life. If you can already buy everything, why would you want more? jagger_rsw: @georgehotz I’m not sure, if I earned 80k$ I’d be a bit worried about taking mortgage for a house in BayArea or in Switzerland where I now live yungtoad1: you’re already a thought leaders. just read the dumb questions people ask tkdboy555: check out https://www.wolframphysics.org/ great_said: do you thinj python still worth to learn? sakshambhutani2001: I everything elon is, is because of his social influence Shelledlizard4: id rather have time than money tbh whichtom: mortgages are a scam rudolphdoesgames: @great_said learning is always good so yeah! go for it blackskill224: but guys… that is just a number… like who the fuck cares… tbh if I get respect for contributing to something cool and can eat food and sleep under the roof bovine_shield: LOL gingersniffer: i make £23k and im perfectly happy, maybe im not intelligent enough to understand how i could be happier, but i think that mo’ money = mo’ problems is true ggtom: michigan kek jagger_rsw: @georgehotz that’s why I live in switzerland 🙂 funwayz: no thanks Denis0109: I wanna learn how to be smart: George: THINK, JUST START TO THINK! Deno_____: depends on where you live takkat14: what do you think about WANN? grizvok: @gingersniffer no it isn;t St47ik: @georgehotz lockdown made chat a bit worse? tkdboy555: @georgehotz have you seen this? https://www.wolframphysics.org/ MDIronsTwitch: Ouch, Boston is up there too 🙁 d3adb33: i am Happy to be in EU 😎 whichtom: 23k is like starting salary out of undergrad in UK this_is_falcon: but the ocean is cool Joooooooooonas: BUT if you have enough money, it doesnt matter if the ratio is bad blackskill224: but if you wanna do coke and bang thots. you need more LaramsZ: Do you do this everyday duuud SlaterUSA: has our man cured covid yet MrVitoDayz: @whichtom lol, for phd stipen you get like 15k so… 😀 phrixus_bro: stephen wolfram has done it again joseanavarrom: In the EU is lower Deno_____: @blackskill224 hey this isnt sillicone valley jagger_rsw: @eldac_kno for housing not thaaat true, in comparison to BA. Say 1000sq ft house is maybe 800k USD in Zurich, which is probably less than in BA knitler_: Is there a way to remove the reward completely for chess since it’s not really needed? whichtom: @MrVitoDayz in the UK? whichtom: I knew they were low but not that low FargioFarmani: btw your talk about hacking the world simulation was cool, i wonder how many ppl in the audience got the idea soulshined whichtom: as usual, salary is a joke in the UK lol MrVitoDayz: @whichtom Yup sakshambhutani2001: everything Elon is, is because of social influence pepelaugh0: @georgehotz would you ever go on a podcast like eric weinsteins or lex fridmans if they asked? joseanavarrom: It’s even lower in most of europe l1ght5p33d: Eric Weinstein knows the next steps of testing string theory grenaderaven: its not low in London ak0ya_: string theory is math joseanavarrom: It’s about welfare state ak0ya_: not physics LaramsZ: do you do this everyday great_said: you deserve more thank Elon Musk for me bambiofthewoodtribe: Buy houses in Nevada MrVitoDayz: you do what you love but you struggle af. I don’t care that much tho maxschneider96: @grenaderaven depends tkdboy555: thanks for checking it out 🙂 maxschneider96: @grenaderaven ain´ t that high in many fields as well blackskill224: id like George on joe rogan… but i bet people said this a milion times namenamison: @georgehotz If you are not that interested in money, why are your videos subs only? aiex42: Wolfram project is NOT string theory yungtoad1: PunchTrees Deno_____: joe rogan only accepts atheists on his show tkdboy555: @aiex42 true LP grenaderaven: if ur earning low in london its prolly your own fault, theres devs with 1-2 years experience earning 60k tkdboy555: @aiex42 😛 * grizvok: @namenamison literally all of this gets posted to the commaai youtube rofl rudolphdoesgames: @aiex42 he didnt say it was?

huntboom: What’s your favorite linux distro and why? jaxotp: Would you like to go to JRE? Sorry if this gets asked a lot, I’m quite new here whichtom: SE in london can get you a lot yea, I have a mate getting 100k freelancing JaeGeeTee: HAPPY SUNDAY! WOOOOOO :rickflair: WillGreen98: @grenaderaven hopefully so haha whichtom: but for engineering as a whole, its really low Deno_____: joe rogan is braindead ggtom: joe 🅱️ ogan maxschneider96: @grenaderaven ain ´t that much compared to other countries aaddrr: london life is expensive af nejintejag: @Foxboron so normally 250 people die each day in Sweden. Currently about 48 people die in covid every day in Sweden the overlap with those 250 is high. The people who die are mostly old and unfit people that would die from other causes son enough. For amount of work we put in to this covid shit we could save millions and millions of poor African people whichtom: im aerospace and my mates are getting like <25k starting salary and its depressing blackskill224: no man he is not. he eat yelk and jalapenos. and smokes weed. that means he is smart grizvok: you talking shit about rogan ggtom: whichtom where? whichtom: even then you cant get huge raises unless you go into management great_said: i hate this virus, so depressing NotLikeThis namenamison: @grizvok shit my bad dude, still weird that they are not free here but yeah mb Deno_____: does dmt and thinks he knows how the universe is created JaeGeeTee: @nejintejag, everyone is dead in sweden.. they sold their soul to the govn't l1ght5p33d: @eldac_kno Why do you say he's a fraud? He at least knows almost what he's talking about enough to deceive very well then.. very sad if true whichtom: @ggtom south of london whichtom: not central, near greater namenamison: But it is not one life ggtom: whichtom in aerospace engineering? brutal ngl tbh but makes sense sAfEgUy1: we could of done that before the virus though maxschneider96: @whichtom I´ m living in north london, tottenham paranon1: Have you read Marc Andreessen's "IT'S TIME TO BUILD" essay? qcDENNEMANN: How hot is karen? St47ik: @georgehotz to be fair this crisis revealed how broken the current global system is imo Deno_____: theres people dying from fake boobs AugTV: a thing we will look back on in the future, how the fuck did they have people starving and being homeless when they clearly had enough mibressler: When are you gonna go on Lex Friedman's Discord? ggtom: man ppl need to make tl dr whichtom: yea idk aerospace engineering in the UK makes me sad. trying to get to the US LelouchViMoscow: Hey chat. Just broke up with my gf and come here :P easysleeep: How about Daniel Gross’s piece on World 2.0? blackskill224: @lelouchvimoscow nice. now go and jailbreak some phones whichtom: we're still in the pandemic so we're operating on so much incomplete information clicclic_boom: Food shortage is not really killing anyone these days. It’s mostly disease and war gasman1017: @LelouchViMoscow Sorry to hear that. Did you break up with her? That's at least a little better ggtom: whichtom wat about mainland europe like germany? u can always do petro engineering ak0ya_: @LelouchViMoscow thank you for letting us know whichtom: @ggtom I aint selling my soul Deno_____: bill gates is our lord savior Kappa jagger_rsw: probably true in conflict regions, south sudan, somalia ggtom: whichtom ??? whichtom: aerospace industry in the US is the best anyways l1ght5p33d: If you live in the middle of nowhere you can obviously die pretty easily St47ik: Whats that noise WutFace clicclic_boom: Yup LelouchViMoscow: @gasman1017 now, she said something like 'its hard to work etc, she just wanna find someone who had money'. kinda 5 years goes to trash Deno_____: bill gates making vaccines and his children arent vaccinated kingvoneduard: Young people are dumb and leftists tribegvng: Everything a scam mibressler: ggtom germany just has next to accurate numbers by good testing tearisten68: I don't hear people complaining about starving yet, I hear about people complaining about their hair cuts ggtom: petro eng is legit especially the drilling part LelouchViMoscow: @gasman1017 i mean "no", not now LelouchViMoscow: ahahha sakshambhutani2001: Covid death is not only matter of age, it can be a matter of time you are exposed to it. Many young Doctors and Nurses are dying of Covid St47ik: @Deno_____ pls stop MrVitoDayz: I personally see the hospitals inside ( I work on there) so you can't suddenly increase the hospital's capacity by 10 fold... It takes at least some time and most importantly, you need the professionals working there. How will you get 10x support staff than what you normally need? So basically, overstreched hospital = declining healthcare

this_is_falcon: its just circle of life Deno_____: @st47ik whats wrong? MrVitoDayz: And then what you get is that it’s impossibelto get healthcare support for simple things like infection. So people start to die from stupid things aaddrr: trueee ggtom: mibressler i was talking about aerospace eng jobs in germany lul gasman1017: @LelouchViMoscow You will be ok. It sucks at first, but it get’s better everyday. Just find stuff to do to keep yourself occupied. You deserve better my friend <3 <3 <3 whichtom: the idea of a mortgage is a scam anyway that drives up prices and screws over the next batch of people buying mibressler: LoL haha kingvoneduard: Harvard is a scam to make billions MrVitoDayz: that is true mibressler: harvardx is nice though MrVitoDayz: They are not scam, but are stuck in the past like most universities clicclic_boom: Mostly PPE and testing kits are widely available - not a technology problem. But govt gives licenses to sell these - there was a shortage of licensed products in the market Deno_____: harvard is pro slavery Choruptian: what are you doing with MuZero? benzojamal: we need a new democracy gasman1017: Jim Gates says we aren't going to Mars for at least 100 years LelouchViMoscow: @gasman1017 ty bro :) so it was really heartache first time) benzojamal: democracy 2.0 sakshambhutani2001: Covid death is not only matter of age, it can be a matter of time you are exposed to it. Many young fit doctors and nurses are dying of covid aiex42: You NEED to take a serious look into the Wolfram Physics Project: it's about hacking the Universe (simulation) to find the underlying rule behind it all l1ght5p33d: Robots only on mars at least 40 years tessier_ashp00l: how hard is going to mars compared to fixing eaarth? triple__m: Really sucks how short sighted and biased people are, thinking mars is a destination and not about all the things we'll be inventing by setting the goal Deno_____: yeah but george who created the people that created the matrix whos at the end of the creation chain whichtom: musk is doing a good job of getting people excited/optimistic kingvoneduard: You cannot hack a Simulation if you are inside ariasteve: Cheers from Canada 🇨🇦 Just found out about these streams, they’re awesome man tribegvng: :D lebop: what are your thoughts on VCs in silicon valley? ak0ya_: This brings us back to protein folding? l1ght5p33d: Brain is so sub optimal,, 99% recursive lock all the time benzojamal: people should give up the idea of colonizing mars; it's complete waste of resources gigafact: brains are amazing Andrewnagyy: What's a terra flop? whichtom: ya brains are an incredible piece of engineering gasman1017: Jim Gates is a string theory guy. He says its an economical problem. When we went to the moon it took 10years and 5% of our year GDP. To Mars it's 100x that, so the math says it's not feasible right now FargioFarmani: Computers are just rocks which we tricked into thinking whichtom: lmao what aaddrr: do you think we will ever mike a ezact functional replica of the brain but wihout the drawbacks of being human? mibressler: hopefully not repetitive: when will you go on Lex Fridman Discord? clicclic_boom: What do you think about DNA computing? MurdocLIVE: Anyone see the new Microsoft patent for cryptocurrency microchip with patent number 060606? MatiGoG: @Andrewnagyy floating point operations per second, whichtom: going to mars is v different than going to the moon sakshambhutani2001: what if we don't work toward increasing compute power but to hack brain aiex42: Bro, you haven't looked into Wolfram Physics Project... it's not what you think it is kristobalxx: what is the single most important thing that you look for in people when you hire ? especially for swe Andrewnagyy: @MatiGoG Thanks whichtom: mars might actually be easier now than going to the moon in the 60s/70s

whichtom: given how much innovation needed to occur then, and how much was unknown benzojamal: like string theory LUL gigafact: Elon is going to bring us to Mars joseanavarrom: What are your thoughts on bill gates’ opinions about the pandemic? MrVitoDayz: @MurdocLIVE lol thanks for showing StapoTV: curing ageing > mars l1ght5p33d: @MurdocLIVE TIL Microsoft owns the devil’s patent gasman1017: The problem is our rocket technology hasn’t evolved that much since the 60/70’s. We’re still using bell nozzles Deno_____: george simulation is possibility but just because its possible doesnt mean its the most probable whichtom: musk might bring us to mars but his biggest impact will be inspiring people after him whichtom: so if he doesn’t, there will be people after him Deno_____: bill gates sterilizing africans MurdocLIVE: @MrVitoDayz @l1ght5p33d Crazy right?! I’m not big into religion, but I do remember seeing something about mark of the beast going in your hand or something aaddrr: bill gates is washed lul GandalfTheGrayOfHell: @georgehotz One minute explanation of Monte carlo calcmath: what did I miss, how long has he been streaming? tessier_ashp00l: whitney weeb thinks otherwise l1ght5p33d: lock up Microsoft . No more Microsoft for anyone whichtom: @gasman1017 because they’re good. aerospikes are still pretty w/e. the rocket tech isn’t even the bottleneck mibressler: will you go on Lex Fridman’s Disc? l1ght5p33d: port all Microsoft apps to Linux kingvoneduard: Bill Gates will save us with a chip in our head l1ght5p33d: on a usb Andrewnagyy: Bill Gates is funding as many researches as he can so he can be the first to come up with a vaccine and then patent it MrVitoDayz: @MurdocLIVE LOL FargioFarmani: There is no strive for innovation anymore. The cold war is over Avelansh: what do you think of dan carlin’s hardcore history podcast? huntboom: Didn’t Bill Gates eradicate polio in India? He’s done a lot of good whichtom: SSTOs are still highly unfeasible and will be for a long time. innovations need to occur for the interplanetary spacecraft, not the launch vehicle itself gindalf: @chat what is he doing? whichtom: and obv landing/ascent vehicles on the other planet qcDENNEMANN: So what are we making? MrVitoDayz: @gindalf figuring out muzero whichtom: its largely a money problem, but its really a motivation problem whichtom: I agree we don’t need SSTO LelouchViMoscow: Anyone have some experience in combined text and image analysis? I work at course work, so I have 10000 profiles of users with text and images data from open sources like insta/facebook, and i need to predict does some content would be liked by user Deno_____: george my dad created the simulation hes letting me play with you guys right now smokyandthebandito: dudes sleeping on a one inch matress, gonna have back problems in like a year LUL Deno_____: do you have any questions ariasteve: Do you recommend any books to get into Machine Learning? gigafact: George is pioneering Science & Technology on twitch. It’s the only stream about Science & Technology on twitch with any real view numbers ohG_Rivenroth: george, what’s your view on god/metaphysics? braininavatt: monkaS asking about books xeeton: funny how that “pseudocode” is actual code Deno_____: @ohg_rivenroth hes a skeptic eldac_kno: math theories doesnt need testability, but it is still science huntboom: Does George have a favorite book? Deno_____: imagine being an atheist yikes ggtom: imo actual code can be considered pseudocode Santytopa73: time online ?

3even: !uptime a_0__0_a: my internet is crappy, so I am seeing Frodo writing code mibressler: math is like philosophy since it doesn’t need any emprical observation eldac_kno: you better time out deno__ he is spammingn stupid shit all stream gigafact: @Santytopa73 about 1 hour kito__: up time is 1:08 eldac_kno: math is still science though niceonesonny77: pseudocode is an actual thing, that’s one of the first thing we learn when we take Computer Science Principles in high school rudolphdoesgames: @eldac_kno agreed nitropiece: math is not science eldac_kno: yeah right mibressler: Math doesn’t tell you anything about the world gindalf: math was invented by “them” to control the masses. look it up guys, open your minds filip9i: What is he currently doing? niceonesonny77: what is he currently doing eldac_kno: math tells almost everything about the world, but not in the way you think Deno_____: science can tell us how but it cant tell us why Skurt2k: hi maxschneider96: Mathematics is not a science from our point of view, in the sense that it is not a natural science. The test of its validity is not experiment – Richard Feynman mibressler: science may use math to describe/approximate the world AlphaBetaGamma: !uptime joseanavarrom: Math is a tool for science Deno_____: exactly niceonesonny77: but without math, no science gindalf: !github eldac_kno: feynman isn’t some godly authority on what is science gubbdump262: what is George building nitropiece: science is the observation and recording of repeatable phenomena while math is purely just a language that happens to be used by science justenpassant: what are we doing today guys, I see Tensorflow benzojamal: math is the only thing that matters gasman1017: @whichtom but we can control thrust with other types of nozzle, reducing need for as much fuel.. therefore reducing price/lb to orbit. I’m not a rocket scientist, but makes sense to me mibressler: without math science would be just less efficient eldac_kno: math is also observation calcmath: he is implemeting monte carlo tree search mibressler: why is math observation? joseanavarrom: Science is the only thing that matters, and math is a requirement. That’s it, they’re both important bovine_shield: math is stupid. only painting and poetry matters her3hero: yo whaddup nitropiece: math is not observation ggtom: looks like he is doing some reinforcement learning thingy magig eldac_kno: you observe things then use math to describe them nitropiece: look up definition justenpassant: math is an observation? lol. It’s a modelisation Mlewii: @eldac_kno so is math science ? mibressler: eldac exactly, but it is not mathematics itself that your learning about whichtom: @gasman1017 yeah but convergent-divergent just happen to work really well. If anything we could look into different types of chemical fuel but its a marginal performance increase luuwa_: i think yes gasman1017: how important do you guys think advanced math is for everyday programming? ggtom: gasman1017 not important imo Deno_____: you dont need math for programming but you need programming for math ak0ya_: depends what advanced means whichtom: reusability seems to be good, with high launch cadence. combined with better long-term space propulsion (really need nuclear imo) would be good eldac_kno: depends on what programming ggtom: gasman1017 youll rarely need beyond linear algebra maxschneider96: Why don´ t u guys just google it, clearly gives u an explanation for why math is not a science. Annoying discussion haha

benzojamal: @gasman1017 you don’t need it MurdocLIVE: Anyone know a good private browser? I’m using Brave atm Deno_____: my dad is an html developer and hes making BANK justenpassant: lol the amount of atrocities in this chat are out of this world sakshambhutani2001: goerge do you recommend any books? like best book you have ever read? FargioFarmani: You need math for math and programming for programming tajpouria: We never back to twitchcoq? naclEric: uh u definitly do not need programming to do math gubbdump262: Brave sucks joseanavarrom: Of course you need it, in many other fields of engineering ak0ya_: 🙁 rudolphdoesgames: twitch in a nutshell vrv_exe: Lol calcmath: i am paying attention to stream, raystriker98: just ban people lol huntboom: Yeah we are a shitty discord rickoftheroot: BibleThump clicclic_boom: Build the sub wall 😋 joseanavarrom: And what a stupid debate honestly vrv_exe: Get these savages back in line George! 0xC3301: maxschneider96: @joseanavarrom yeah haha Choruptian: I’ll still pay attention even if sub-only maxschneider96: u should create an AI to deal with the chat maxschneider96: fairs Jehhred: Twitch chat is the mating ground for degenerates raystriker98: but they’re all incels joseanavarrom: Do you project you’ll get it working today? anthonykwan: TBH, What r u gonna achieve tonight ? LUL LUL LUL Still cannot get it too well Deno_____: Just ban people georgehotz: https://arxiv.org/src/1911.08265v2/anc/pseudocode.py calcmath: I think backpropagate here is not the neural network backpropagate, that is what has been confusing me Tornyl: !uptime anthonykwan: I see FargioFarmani: !join bilboballin: love your streams man JdPaulBlart: good morning mr streamer

niceonesonny77: what do you think is the best specific major in computer science? machine learning?software engineering? data science? maxschneider96: @niceonesonny77 depends on what u wanna do, simple as that Deno_____: @eldac_kno you dont make rules stop spamming Jehhred: Would people stop asking for life/career advice?!?! Foxboron: @niceonesonny77 not a lot of difference between machine learning and data science these days rudolphdoesgames: @Deno_____ LUL niceonesonny77: damn niceonesonny77: spread love not hate man kristobalxx: jesus christ is this chat full of jailbreak-era fanboys that have no idea about how anything works and ask random shit Deno_____: @eldac_kno its really cringe how youre trying to make him like you thenomadplayer: Yo bro, gr8 from Poland. U are my code inspiration Deno_____: I mean I respect it but enough is enough gindalf: just make an !advice command explaining that he’s not here to give advice etc sokhibjke: !dc benzojamal: @georgehotz do you believe RL will ever be used for something more useful than games? sokhibjke: !discord FargioFarmani: I never witnessed an angry George Kriminell00: oof JdPaulBlart: hahahahhahahahahhaa braininavatt: LUL bilboballin: lmfao gindalf: rip Deno_____: george savage JustLOL__: LUL rekt danrod43: LuL her3hero: lol l1ght5p33d: @krispeer Why do you care? Look at what geohot has coded before.. he is one of the best programmers alive niceonesonny77: LMAO Deno_____: @krispeer heavy a_0__0_a: what just happened? NatePh_07: LUL her3hero: does it balance a stick yet? Deno_____: @georgehotz how many letters mmax for a message whichtom: wait when is it backpropagating tauzN: !uptime maxschneider96: safe spaces don´ t work anyways knilecrack: only thing that is bad when it’s subscribersa only that there i no G’s “you get a time out” 2sin54: monkaS grosser_schwanneg: PogChamp kristobalxx: graphs KreyGasm ggtom: the network backprop is via minimize loss function. the backpropagate is something else here related to the three FargioFarmani: How to be positive: George, you look handsome today majorawpsome: hey don’t forget to save a_0__0_a: Kappa 2sin54: sir there are weird noises in the background namenamison: Why do you “time out” people? JdPaulBlart: george take the change out of your jeans before you put them in the dryer… its loud af @georgehotz DatGuyVJ: !uptime jenny_tahlia903: hey mate i know this is off topic but have u looked into self driving tractors cause atm on my farm for it is around 30 grand and about 2cm accuracy surely it should be cheaper

lilou04: how is corona hacking going on? dompatobbe: !uptime beckles: Is he making a game calcmath: its networkx ggtom: jenny_tahlia903 u could always train one yourself 4Head rudolphdoesgames: @beckles he is implementing Mu>ero benzojamal: x missing rudolphdoesgames: MuZero* raystriker98: is muZero the best unsupervised ai there is? Deno_____: I read automate the boring stuff, automated my job and got fired Vietnomnom: this isnt hacking coronavirus LUL ggtom: i think it’s just recent. the ‘best’ i duno Basti_Soldier: <3 tribegvng: Been automating mine for the past 3 years yolo Basti_Soldier: hi Deno_____: niceeee braininavatt: PogChamp LaheyFPS: when you first learn nested loops l1ght5p33d: nicee Deno_____: thicc tree Izimoney92100: this is christmas !!! braininavatt: we did it! VoHiYo Deno_____: that was quick kubectl: heyyo, what is he building? Deno_____: a tree calcmath: during MCTS i dont think you should use the value predicted by the neural right? kubectl: mkey, and the tree is supposed to do what? Deno_____: be a teee

Deno_____: tree* calcmath: oh nvm yeah you predict the reward with a neural net whichtom: muzero achieves SOTA for a lot of atari 2600 games and does pretty decent on go/ms pacman but I think thats it SrDead: Any tldr of what is he doing? LUL whichtom: not sure how it compares to SOTA on go M0NKEYBAGZ: what is MuZero Izimoney92100: stop breaking it 🙁 ggtom: looking good there Deno_____: ( . )Y( . ) this is for you george boy brisingr1031: @M0NKEYBAGZ a model that deep mind released a paper on recently FargioFarmani: It performed even better than AlphaZero in go and chess qdl_: is google really to much for you people? M0NKEYBAGZ: ahh calcmath: this is still without UCB exploration brisingr1031: @qdl_ whats google?? qdl_: idk lol isnt that these android guys? whichtom: ah I see yea it matches/outperforms alphazero. neat danrod43: @jomkingal take it easy with the compliments, this is your finla warning l1ght5p33d: if you try to tune the weight update for only specific inputs .. Is that considered a hidden layer? I don’t get the terminology sometimes danrod43: @jomkingal good, stick to advice questions brisingr1031: @georgehotz have you tried julia before? calcmath: so this is brute force search, like a tree traversal Izimoney92100: are we hearing the dryer in the background? calcmath: policy should be combination of value and visit counts brisingr1031: @Izimoney92100 p sure yeah lol l1ght5p33d: map of state to action Sycto: lol ggtom: you get the kicker boiii ggtom: Deno_____ i remember someone unironically answering this in a twitch chat

sicandis: what is your keyboa… oh wait joseanavarrom: Why are you saying so many stupid things on the chat? eldac_kno: deno stfu aready r3mote: Hello 🙂 danrod43: @eldac_kno LuL welcome back FargioFarmani: Says the guy who got timed out calcmath: policy is not stochastic i think, its just choose action with maximum UCB score filipiek1997: i know 🙂 danrod43: he’s a junior mod dude, he’s working his way up bill1929: @eldac_kno – pipe down bro you aint an authority figure moizai: what we doin today? ggtom: calcmath i think the same bro Deni1111: What desktop env do you use at work???? eldac_kno: what question about disposing body has anyting to do with this stream csal90: Lets have some good vibes boys and girls ggtom: it ok i whispered him the answer FargioFarmani: Maybe he means how to have your garbage collector dispose your python objects/ bodies danrod43: eldac ban inc LuL knilecrack: 😀 😀 Jazzify101: 😀 nizero: George I’m going to help label your comma data moizai: when are you doing a meme reveiw george bill1929: 😀 Aki_111: can u help me with my homework braininavatt: braininavatt subscribed at Tier 1. They’ve subscribed for 3 months! HeyGuys calcmath: Also if you read the medium article, it says there are two phases, for first 30 moves its a different policy from after maxschneider96: what´ are ur timeout policies? M0NKEYBAGZ: ManChicken LaheyFPS: HeyGuys jagger_rsw: I like code which contains engineering tuning factors like “pb_c_base = 331154353453” Boza7777: yo acathon: oh man, don’t tell me you are still awake until now 😮 Joselinis: If you ask what? LaheyFPS: Just dont say anything off topic LUL BetaMalePaypig: trolling gets u timed out, i heard Thomasbrah: @georgehotz what are you building today ? Izimoney92100: a tree St47ik: @calcmath why can’t policy be stochastic as in stochastic policy gradients?

calcmath: look at fucntion visit_softmax_temperature csal90: What’s the benefit of using Jupyter notebooks? eldac_kno: fast prototyping calcmath: it can be stochasitc, its just that after 30 moves the way they implemented it is it just chooses action with maximum visits l1ght5p33d: @maxschneider96 You must at least attempt to contribute positively to the intellectual quality of the chat Boza7777: When did the stream start maxschneider96: @l1ght5p33d makes sense whichtom: about 2hr ago kenan7: omg light mode kenan7: my eyes hurt l1ght5p33d: @csal90 not needing to type print() calcmath: shouldnt you softmax with a temperature ? andRoStyle: hi cavad444mm: your voice is low @georgehotz moizai: agree with you kenan 😂 l1ght5p33d: not needing to type esc shft : x uparrow tab enter gigafact: making some pasta it’s going to be nice ggtom: calcmath i think they got a funky policy for action selection going on. doesnt seem to follow previous known policies. i gotta read the paper at some point. aka in a cpl of years fychvhvjh: TALK ABOUT WHAT IF SOMEONE HACKED INTO THE PARTICKE ACCELERATOR vrv_exe: @csal90 think of it as a vm. Environment is self contained. Easy to share with others fychvhvjh: PARTICLE calcmath: @ggtom read the medium article, its explained better in there

Izimoney92100: it’s broken :'( foosballs: test jagger_rsw: @georgehotz boost your mic plz braininavatt: we’re close 🙂 ggtom: calcmath i arent read that. maybe when i do rl again in the future foosballs: @calcmath link to article? fychvhvjh: if someone hacked into the particle accelerator it could change the space time continuum supplydemand88: Sup calcmath: https://medium.com/applied-data-science/how-to-build-your-own-deepmind-muzero-in-python-part-2-3-f99dad7a7ad foosballs: thanks 2sin54: HeyGuys ⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀ You are now permanently banned lemonspree: What happened to the covid project? anthonykwan: LUL kalbermatteralan: SeemsGood calcmath: exploring childs is based on UCB score, finally choosing the action for the real environemnt is based on visit counts l1ght5p33d: @lemonspree We needed a mass spectrometer maxschneider96: love python, but compared to other languages I find it harder to find bugs, honestly calcmath: its the select_action function, they use a softmax with a temp eaterenrgy: @maxschneider96 Use it strongly typed it helps a lot plus of errors are caught compile time

l1ght5p33d: what’s wrong looks good to me xeeton: how are you finding the optimal hyperparams for muzero? maxschneider96: @eaterenrgy thanks for the advice triple__m: are people just trolling in chat? what’s going on? l1ght5p33d: @xeeton fancy maths or a metric ton of trials calcmath: ucb score for move right is toohigh for some reason lilou04: maybe thats the right policy xeeton: @l1ght5p33d I see, thx Jazzify101: What kind of game is this thing tying to beat? calcmath: is this cartpole or mountatin thing? calcmath: game is just balancing the stick Jazzify101: ok FargioFarmani: The problem is that there is no continuity on the simplex w.r.t to the nodes nejintejag: @calcmath what stick? gaocaandra: yoo wassup calcmath: think inverted pendulum on a cart, cart nedds to move to keep it balanced gaocaandra: 3 streams in 2 days gaocaandra: blessed be foosballs: thanks for the medium article – anyone interested on understanding what he is working on – check out the article, its very beginner friendly calcmath: he will show the animation of it eventually l1ght5p33d: @Jazzify101 He already switched out the game a few times. The game doesn’t matter if the inputs are the same data type. The algorithm will learn any game environment . Look at open ai gym

gaocaandra: where is the link? lordmordi_: first time ive ever caught your stream live. might sound weird to say but I’ve been looking forward to this. lol Khalifa1897: @foosballs link xeeton: @gaocaandra https://arxiv.org/pdf/1911.08265.pdf St47ik: https://medium.com/applied-data-science/how-to-build-your-own-muzero-in-python-f77d5718061a gaocaandra: thankd @xeeton foosballs: ^ Start from part 1 tho gingersniffer: i love these streams george, they inspire me to learn, thanks for sharing knilecrack: Hey man, can you take a minute and explain what are you doing, I’ve missed a big part of the stream Flying_Geese: can anyone tell me what he’s making? calcmath: shouldnt there be softmax with a temperature somewhere? or is this a simplifed version you are trying first? foosballs: I’m just mindblown with the idea that you can train a network to learn without any rules.. although it does feel kind of intuitive that after throwing 1m games of understanding whats valid or invalid move at certain positions or representation – it creates a mapping of how to go about the game foosballs: Still fascinating shit nevertheless gaocaandra: he is making a muzero implementation that works on “every” environment gigafact: nom nom pasta is ready nejintejag: What are the outputs, and what is the inputs measuring? Flying_Geese: thanks for the update guys! xeeton: can anyone not read the previous comments? jfc the same question is answered over and over whichtom: wdym environment @gaocaandra l1ght5p33d: @foosballs “no rules” what do you think all the coding is about foosballs: Come again, didn’t get your question gaocaandra: you have agents that act inside environments (check out python package gym) whichtom: oh the games whichtom: im being stupid ya I know gym, just havent used it in forever WarSwick: You have no emotes? LaheyFPS: @xeeton people who join cant see previous comments calcmath: as you visit it a lot the value score should get weighed down WarSwick: For subs calcmath: just try for more simulations to see its effect? bichid69: bro why is nothing working for you on these streams anymore

calcmath: you need the vist count to build up to reduce weigh down effect of value calcmath: not reduce increse braininavatt: @bichid69 the stupid questions make him lose focus Kappa l1ght5p33d: it was a good test then Vietnomnom: seq1 Sylens__: @georgehotz i just started using vim and my god am i amazed at the commands PogChamp bichid69: think u peaked bro garydsmith1: it would be funny if he again quit stream to watch the movie gigafact: if it does not work it means it’s hard problem calcmath: postive value is an accident of the situation bichid69: @braininavatt nah bro he defo peaked calcmath: it will get averaged to low i think with more simulations xeeton: @garydsmith1 this is like reading the book, before watching the film routerkicker: !uptime garydsmith1: @xeeton oh yeah true that l1ght5p33d: @Sylens__ if you want to do something in vim it will probably be in here somewhere https://vim.fandom.com/wiki/Vim_Tips_Wiki garydsmith1: how many of you guys use vim? THX1342: just the 1337 Sylens__: @l1ght5p33d what do you mean by doing something in vim? bichid69: anyone who uses vim is an uptight asshole ggtom: vim editor kek i just use notepad++ Sylens__: i was just using the vim tutor atm LUL THX1342: bichid69 you’re trying to hard bro garydsmith1: no man @bichid69 Snobbysteven: nvim user here gaocaandra: @bichi69 preach gaocaandra: use nano THX1342: he uses notepad.exer bichid69: @THX1342 too* l1ght5p33d: @Sylens__ Idk like highlight with arrow keys, copy/cut/paste, delete line, etc

garydsmith1: @ggtom i use notepad ++ as a replacement for windiws notepad bichid69: fuck nano THX1342: bichid69 yes, thank you gaocaandra: jajajaajaa bichid69: nano is literal aids ggtom: garydsmith1 it is actually dope. with extensions it becomes super dope routerkicker: yeah nano sucks. vim is pretty nice if you learn most of the keybinds Sylens__: @l1ght5p33d uhhhh thank you but ill figure it out lol mr_micoos: Vim team THX1342: arguing about editors is noob shit eDONze: !uptime garydsmith1: @ggtom i like notepad ++ a lot but dont like to code on it Foxxy_xx: whats he doing? Sylens__: oof garydsmith1: who like sublime text more then vim? bichid69: yeah vim is okay once you spend half your life learning random keybinds so you look cooler infront of your friends bichid69: asshole garydsmith1: i do! for now atleast l1ght5p33d: Editing server files can only use command line gaocaandra: it doesn’t matter what you use, as long as you are using it, but we can all agree sublime is shit tho l1ght5p33d: all your desktop apps are pathetic ggtom: garydsmith1 why? i love it tbh once i got used to it. just use the dark mode with correct intellisense thingy mr_micoos: Atom>Sublime kingvoneduard: visual studio is better gaocaandra: i really disliked the whole interface l1ght5p33d: except intellij jib1337: root children Pog lordmordi_: @bichid69 lol, that’s the only people learn to use vim. just to look more intellectual garydsmith1: @gaocaandra lol why is sublime shit tho? it’s good as a text editor gaocaandra: at the time i didn’t know as much bichid69: you know the chat fucking sucks ass when it’s aboute code editors Artara_: please ban code editor talks gigafact: i really do not understand the whole obsession about text editors in every programming community gaocaandra: so maybe right now i’d be able to extract more value out of it BlueSeamoose: lol mr_micoos: @bichid69 Hahahahaha 32bitrobo: Geo Hot is a genius, he inspired me to learn python. ALL HAIL Cthulhu Foxxy_xx: LUL THX1342: code editor talk is noob talk gaocaandra: but vs code has been doing fine for me TheKoreanZombi: And keyboards frunkAF: LUL calcmath: try upping the simulations count triple__m: monkaS gaocaandra: and colab for prototyping rockthrone: and keyboards lol garydsmith1: bwhahha that’s ture i am bad programer for now gigafact: are you a 1 or a 0 garydsmith1: true* kingvoneduard: 1 is The One moizai: the one is the zero THX1342: this chat had a higher mean IQ during the biotech streams mr_micoos: Is it tea time? Foxxy_xx: @georgehotz do you sleep in your kitchen? eldac_kno: lol sleep question jib1337: Water is the best drink l1ght5p33d: WKB analysis with cohesion garydsmith1: @thx1342 that’s true bichid69: ITS FUCKING COHESION TENSION BRO jsnfly: 😀 jib1337: Pog TheLastMrX: hi me when seeing this on YouTube , love you me gaocaandra: what do you think it will take to solve md inmygut: real adhd in motion folks garydsmith1: @foxxy_xx yea he sleeps in kitchen FargioFarmani: Now turn the glass over and speak about gravity buddhm: it’s just a bunch of vibrations

THX1342: what’s this background clicking noise? mr_micoos: he doesn’t need to sleep gaocaandra: saying that is like saying a plane is just wings mero_1181: His dryer braininavatt: @THX1342 coins in the washing machine Kappa 技術宅: this isn’t the secret bichid69: MD is not a question, hence it’s unsolvable THX1342: why does the loss spike up like that at the end? l1ght5p33d: Water waves always wkb https://pdfs.semanticscholar.org/4929/2ec387f59e0cf926b6bf6ea0141eb5395af8.pdf garydsmith1: can’t he just use pdi to keep the stick balanced? truemorpheuz: 1111 it is a good idea garydsmith1: pid* THX1342: garydsmith1 sure but the end goal is not balancing the stick it’s learning the algorithm rugito: what are we doing this stream? THX1342: rugito read the title garydsmith1: @thx1342 oh i get that. but it can be done with pid right? THX1342: garydsmith1 sure rugito: I’m too Pepega to understand title FargioFarmani: Upload the code eldac_kno: current water simulations look pretty realistic in movies garydsmith1: @thx1342 right! calcmath: isnt the MCTS based on the neural network prediciton of the reard, shihc is bad initially calcmath: I say just give it more simulations famaz47: !uptime braininavatt: PogChamp PeinlicherAffe: KonCha braininavatt: I want a badge VoHiYo THX1342: LUL PeinlicherAffe: GunRun cvHazmat jsnfly: how? l1ght5p33d: @eldac_kno probably just a source video with heavy effects, no useful 3D information THX1342: add that to the channel name tauzN: but why? THX1342: @georgehotz gaocaandra: ye whichtom: ye bichid69: why am i missing the point? Joooooooooonas: probably not rugito: Pepega huh fluorogarbage: deepmind always leaves the secret sauce out of the paper garydsmith1: @bichid69 lol gaocaandra: whats the bug? hurzg: if it can balance a stick, then in theoriy it could also keep an airplane stable eldac_kno: no, i mean current 3d software has pretty realistic fluid simulation hurzg: its about the principle THX1342: change name to @georgehotz_if_you_ask_why_you_are_a_noob eldac_kno: it is not real time though mattdougherty22: how was the movie? Jehhred: Missing the point is my middle name gigafact: how do you debug this kind of code? kingvoneduard: I don’t do anything, George is doing all the shit routerkicker: the inference is real time for sure calcmath: neural network for reward is not trained well initially, so it will have spurious one sided policy THX1342: I’m just seeing the code. Is 1 and 0 “left” and “right” commands for the cart? calcmath: yes ggtom: uh check the learning rate

lilou04: sounds monkaS garydsmith1: did you guys know the internet hates bill gates? sbamCS: !followage l1ght5p33d: @eldac_kno Well good just do fourier analysis on results of your sim and let all the beautiful maths die bichid69: bill gates caused corona bro ibizi77: square it CaptainAshtar: is the chat today will be only for subscribers? CaptainAshtar: again 技術宅: it should be PeinlicherAffe: what do you think? sbamCS: which keeeeeeeyboard do u have garydsmith1: for no reason then he said “increasing people’s life with vaxcine they will have less babies” PeinlicherAffe: @CaptainAshtar CarlSmile truemorpheuz: @PeinlicherAffe yes 🙂 calcmath: add back the softmax PeinlicherAffe: @truemorpheuz 🙂 calcmath: no add it the new place as well truemorpheuz: 🙂 bichid69: softmax sandwich nejintejag: those sounds in the background.. Is there a dog or some animal in the apartment? chemicalflash: is self.maximum = -float(‘inf’) correct ? braininavatt: balance my stick Kappa l1ght5p33d: multi max .. deep mind’s secret sauce calcmath: higher UCB score gets weighted too much if you dont use sftmax bliutwo: Sorry, I’m new to the stream. I won’t ask a question like that next time. Love the stream! <3 rockthrone: pretty sure it's laundry rudolphdoesgames: @nejintejag dryer Rocky_88: when you realize chat doesn't do laundry rockthrone: haha garydsmith1: DiSHwAShEr K1ngjulien_: good evening! garydsmith1: we gona get a hype trin going? garydsmith1: train* MrVitoDayz: this looks nice bliutwo: !faq K1ngjulien_: what are you working on? invers pendulum simulation? gaocaandra: what is multimax? MrVitoDayz: can I apply this to biology ? bichid69: bro this stream is so frustrating it's ruining my mental health nejintejag: @Rocky_88 haha actually doing laundry as we speak. But we have a community laundry place in my house MrVitoDayz: @georgehotz 技術宅: yay physics sim is doing something THX1342: Rocky_88 I do laundry at the river over the stone rockthrone: rockthrone subscribed at Tier 1. They've subscribed for 6 months! Thanks for a cool channel! Rocky_88: im just messing around l1ght5p33d: @bichid69 leave garydsmith1: @bliutwo what kind of question truemorpheuz: i enabled rtx voice, so i dont have to hear his background noise

bliutwo: @garydsmith1 i asked him “why chromium over firefox” and he timed me out LUL so my bad, i didn’t get it bliutwo: new to the stream, that’ll happen fluorogarbage: did you add exploration noise at the root garydsmith1: @bliutwo lol braininavatt: #stretchminute chat THX1342: geo, how do you choose research topics to work on? Is it from papers you read? braininavatt: go Basti_Soldier: NICEEEEEEEEEEEEE THX1342: oh he’s gone 技術宅: jenny82Q bliutwo: @garydsmith1 what if i ask the same question, but i use “how did you decide to use chromium over firefox” xcalThinking do you think he’d ban me if i asked it that way? rraksut: manneredKappaCyborg K1ngjulien_: i do not agree with your music choice staypeaceful89: !faq ggtom: bliutwo take one for the team garydsmith1: @bichid69 won’t answer i guess, he uses chromium because chrome has better security and away from google garydsmith1: @bichid69 he found bugs in firefox sakshambhutani2001: listen to Skechers by drip report Lizardan: !uptime CJslider14: zooming != visualization bliutwo: @ggtom it’s fine, he knows i’m supporting him by being a sub, so even if he bans / times me out , at least he’ll know i’m supporting him Lizardan: Firefox > all metallsimp: use tor garydsmith1: bwhahahha ggtom: chromium PepeLaugh lilou04: whats wrong with chrome TheKoreanZombi: Bikeshedding FargioFarmani: Opera? 技術宅: curl bliutwo: hahaha truuuu braininavatt: monkaS Snobbysteven: edge 4 lyfe! K1ngjulien_: lynx all the way LUL 3ygun: Firefox nathanGodstiny fluorogarbage: exploration noise homie tauzN: internet explorer best 技術宅: you had too much faith saintmthw: LUL bliutwo: 3ygun i see you are a man of culture as well juviin: the face of a disappointed father eDONze: PokSuicune tajpouria: There is 1% of chat geo bliutwo: 3ygun Hhhehehe 3ygun: @bliutwo Of course nathanWeeb lilou04: what about tweeter vs facebook HopZe: KKona getjump: internet explorer Kappa 技術宅: am I timed

braininavatt: there you go chat, ie it is SeemsGood outgray: terminal bliutwo: terminal as an internet browser Pog getjump: tabs vs spaces lets go Digital_donger: autoplay mizkifS garydsmith1: why is that a stupid discussion tho? bliutwo: atom vs sublime Pog braininavatt: yt autoplay WutFace bliutwo: vim vs emacs Pog mondeverest: BibleThump FargioFarmani: What about Microsoft Edge tho?? bliutwo: LOOOOOL 技術宅: ^ those examples are why bojosos: Do you think North Korea leader is dead? outgray: yea bliutwo: truuuu, i see your point bliutwo: thank you for explaining saintmthw: emacs and vim LUL calcmath: I think adjusting temperature of MCTS softmax might fix issue dgkng0d: yo George how is quarantine going fluorogarbage: exploration noise at the root a_ato: 60% gigafact: new banned question: text editors? bliutwo: georgehotz i haven’t used jupyter notebooks much, can you tell me what is great about them? lilou04: 1 is bigger than 0 so 1 it is fluorogarbage: slap a dirichlet on that bad boy calcmath: low temperatute means sensitive to small changes in value garydsmith1: you know why this problem is harder for george this time? he’s reading the chat too much TheKoreanZombi: Browser chat = Bikeshedding: The act of wasting time on trivial details while important matters are inadequately discussed due to lack of expertise by those involved bliutwo: truuuu reading chat is pretty distracting garydsmith1: @bliutwo yes Zasuslive: ‘whats better x or x’.. whatever tool helps you get whatever youre trying to achieve done, thats it calcmath: is the cartpole always going to fall right at the beginneing? outgray: ok use brainfuck tatsumiss: !uptime dgkng0d: he got some tunnel vision skills ggtom: LATER NERD got eeem dgkng0d: but i can’t even focus for 30 minutes Kappa braininavatt: LUL god_damn: see thats why humans are gunna be fine, terminator isnt going to happen garydsmith1: @zasuslive dont you think when we understand why someone’s using one tool, we understand what we can use that tool for? sananelansalak13: insane

bliutwo: @Zasuslive true – personally, i just have privacy concerns, that’s all bliutwo: @garydsmith1 ^ romulan_empire7: romulan_empire7 subscribed with Twitch Prime Ledouin: HACKERMANS bojosos: ay I would love to know what that board of keys is but I am never going to find out fluorogarbage: dankest distribution ggtom: it’s a distribution garydsmith1: @bliutwo yeah exactly, you get to know about the spyware bliutwo: @bojosos honestly cm storm tkl browns is my fav sananelansalak13: 😀 garydsmith1: @bojosos search commai archive. you will find out sananelansalak13: do a ctf ggtom: fluorogarbage a fellow statistician sheneyEneyW dgkng0d: and i want to thank the guy who gifted me sub 4 month ago bro I’m sorry I didn’t even notice that TakeNRG TakeNRG mr_micoos: what time is there sananelansalak13: play ctf GoosemanTV: do CTF! Mariosavitch: hulk strength bliutwo: @garydsmith1 i love google, but privacy is a huge concern to me – not for any particular reason other than i believe in privacy to its fullest extent whichtom: its 10:00 lilou04: cooking stream when? garydsmith1: @dgkng0d yeah happend to me too garydsmith1: @bliutwo yeha i get it mero_1181: Dirichelet function puts mass 1 on alpha mightbewill: it’s the start condition biased or something, ggtom: ban this deno nerd mero_1181: 0 otherwise 技術宅: jupyter is intuitive and easy to get useful data visualization bliutwo: @技術宅 thank you, that is a helpful answer Zasuslive: @garydsmith1 yes if you know why someone uses a tool perhaps it may be useful for you too but thats usually in very niche use-cases, in which case u shud be asking specifically ‘do u have a better workflow for doing x’ Digital_donger: mizkifSad yes qatarking24xd: float aacarm: if eggs are best by today, they are likely still ok calcmath: dirichlet distribution is a probability distribution of probability distributions garydsmith1: @zasuslive yeah i agree with you mightbewill: sink good jh_od: I love you 💕 Krakatoa77: sink good Zasuslive: @bliutwo if u care about privacy to its ‘fullest extent’ u need to get off the internet and get rid of your tracking devices sananelansalak13: play a ctf ostbobmuon: plz give url what he is doing bliutwo: @Zasuslive true, you have a good point gigafact: @ostbobmuon https://arxiv.org/src/1911.08265v2/anc/pseudocode.py ostbobmuon: thx getjump: Georgo mah boy eating egs tajpouria: It seems like chat makes george to t think why he even streaming bliutwo: @Zasuslive i just wish that the two categories “privacy” and “convenience” weren’t two separate, completely non-overlapping circles (in terms of a venn diagram) Zasuslive: @bliutwo sorry that might have came across rude, i just consider ‘privacy to its fullest extent’ as going full richard stallman FargioFarmani: He is working on MuZero Implementation. Summary: https://www.youtube.com/watch?v=dQw4w9WgXcQ bliutwo: @Zasuslive you good bliutwo: @Zasuslive stallman has definitely lost his credibility over time

bliutwo: some shit that guy says is something else mattdougherty22: I will no longer have lower expectations. My fault Geo mightbewill: eggs: float=bacteria metabolizing egg to gasses Himdextermorgan: do you guys think that working as a backend developer can be a start to be a ethical hacker one day? lolzmaster99: What part of the algo is he working on rn? rudolphdoesgames: @FargioFarmani damn that was a shitty one bliutwo: @Himdextermorgan can’t you just take a class and get credentials to be an ethical hacker? FargioFarmani: I’m sorry Himdextermorgan: not that easy in my country @bliutwo ggtom: FargioFarmani you are forgiven mattdougherty22: George, what do you think of Dexter? bliutwo: @Himdextermorgan damn, sorry to hear that saintmthw: @Himdextermorgan then how would we know bichid69: fandango Mariosavitch: 1111 ggtom: less stupid = more smurt bichid69: still stupid just4valorant_: rick and morty out in a week boyzz Mariosavitch: scramble rudolphdoesgames: fried bliutwo: scrambled aacarm: fried braininavatt: Jebaited whichtom: scramble pakard: scrambled lolzmaster99: Scramble! bichid69: scrambled ggtom: scrambled eyep1e: scrambled mofo Himdextermorgan: @saintmthw the point is there is no specific course i could take here which would make be an ethical hacker, but there is a lot for software development mattdougherty22: omlete laflame954: How do i get geroge tier hyper focus bojosos: baked qcDENNEMANN: What chair is that? bliutwo: @laflame954 he’s still reading chat, so ur boned eyep1e: scrambled in a tortilla wrap eyep1e: dont judge me bliutwo: @laflame954 if that’s your goal,* that is nejintejag: Don’t do any type of hacking it has a horrible reputation Zasuslive: pluralsight is free till end of this month guys if you want free resources, i dno how good it is but its free rn so its worth checking garydsmith1: @himdextermorgan just learn the skills and prove that you have the skills can get you a job bliutwo: i mean, helping people protect themselves against security exploits seems pretty awesome to me saintmthw: @Himdextermorgan are there ethical hacker careers in your country? look at those and work backwards from there to see what u have to do bliutwo: that would be considered “hacking” aacarm: those eggs are fine lolzmaster99: @Himdextermorgan To be a “hacker” you need to know how things work (networking, web apps, etc.). Start with learning how to build those things, then when you understand you can come back and try to take them down back PhosphoricAcid: me garydsmith1: where is my egg gigafact: marketing people bliutwo: you can literally get a credential to be one! ggtom: some nerds lul nejintejag: hacking for losers bliutwo: LUL getjump: B I O H A C K I N G tajpouria: 😅😅😅😅 saintmthw: LUL gabrielopesantos: haHAA chemicalflash: hacking ethics Himdextermorgan: lol bliutwo: HAHAHA saintmthw: i think this dude just doesnt wanna get arrested in his country bliutwo: eggs look great bro routerkicker: put prints in muzero/mcts to find out where the bogus values are introduced Zasuslive: u need some ketchup and toast bruh greyoctagon: this whole idea of getting a piece of paper that says you’re a haxxor is so last century bliutwo: LOOOL just4valorant_: give one sir braininavatt: VoHiYo can I get mine? Lite98: Ethical hacking ml7Head saintmthw: PogChamp really? kaksoispistedeh: dude, i had to visit one of these ethical hacking courses, and it was very useful for me personally. it made me realize how bullshit certifications are bliutwo: WAIT REALLY K1ngjulien_: “if you don’t get caught its not illegal”-hacking

braininavatt: cant wait to have mine 🙂 tajpouria: definitely can apply job bliutwo: ok once i get my job i’ll pay you $200 (mainly for the entertainment, but also to put the frame on my wall) balloonpopa: how do I get one sent to me? I’ll frame it on my own lilou04: PepeHands Artara_: do you still have your useless waffle maker? nejintejag: @chemicalflash I think that it just a lawyer qubitmanipulator: you described subscribers bliutwo: qubitmanipulator LUL bliutwo: qubitmanipulator truuuu NicosPops: good stuff man! Lite98: All human beings need a sense of worth and validation from other humans ggtom: is the m variable the tree? bliutwo: !git Himdextermorgan: @saintmthw yeah there are a lot of jobs for that, but the colleges which offers this kind of course is too far from here euiq: should have used rust ggtom: i have a feeling there’s an object that needs to get reset in jupyter notebook rudolphdoesgames: @bliutwo https://github.com/geohot garydsmith1: @lite98 not to the point where you won’t believe yourself gaocaandra: you have the internet you dont need college bliutwo: @rudolphdoesgames thanks! Lite98: True @garydsmith1 @georgehotz fluorogarbage: exploration noise didn’t work? Kodaly: i don’t have any friends 🙁 bichid69: isn’t validation from other people for money necessary for the prostitution business ophicleidon: Anyone know how easy it is to get a remote reversing job if you just play (and win) CTFs? bliutwo: @bichid69 LOOOOOL bliutwo: what the fuck jontowtruck: today is monte carlito arbol search? bliutwo: let me just say that i love python because it’s basically pseudocode that works YOLOMAN1343: how many subs until you become a full time steramer euiq: 1 1 1 1 1 bliutwo: YOLOMAN1343 5k lolzmaster99: What is the output here? jonathan865: this looks like it diverges? what is your learning rate? Lite98: I dont think prostitution has anything to do with validation from either party, its simply a service @bichid69 Zasuslive: does george play any video games lilou04: what if its some 900 iq ai thinking and we cant understand the output euiq: @bliutwo for some definition of “works” mightbewill: it’s the sim biassed? bliutwo: euiq LUL tru garydsmith1: how do you guys deal with corpall tunnel syndrome? YOLOMAN1343: learn dvorak @garydsmith1 hurzg: is it set to boolean? 😀 ophicleidon: Just dont get it 4Head eldac_kno: go to a doctor bliutwo: @garydsmith1 generally i try to take scheduled breaks bichid69: @Lite98 isn’t a sexual service inherently some form of validation bliutwo: oh yeah also go to a doctor if you actually have it Aedroth: LOL braininavatt: mine does 🙂 nejintejag: @bichid69 do you think the prostitutes that you by actually like you? they think of you like a loser with money garydsmith1: thanks guys!

Mobius5: TRUEEE bichid69: no but evolution bro, sex=validation K1ngjulien_: Show your worth by doing stuff thats good euiq: subscribing is all about belonging to the in-group jordandiazdiaz91: jordandiazdiaz91 subscribed at Tier 1 BaRtMan1912: @georgehotz New to the stream, could you tell me wtf im actually looking at right? LUL YOLOMAN1343: you still with that one white girl @georgehotz bliutwo: in my experience, having a degree makes getting a job easier, but there are definitely lots of people who don’t have a degree who are awesome and employable too Lite98: @BaRtMan1912 Youre watching smartness YOLOMAN1343: the one that works for computer fluorogarbage: Have you looked at pb_c again? BaRtMan1912: @Lite98 no shit xD SlowDeluxe: what happend to the razer laptop, mac still the champ ? jordandiazdiaz91: good job ophicleidon: Does the optional typing in python help at all? I didn’t have a good time with it but it was quite a while ago bliutwo: georgehotz do you like mario games? bliutwo: sorry if that’s a stupid question ophicleidon: Saw a -> float there garydsmith1: @slowdeluxe he said windows is for boomers, i agree and still use it eldac_kno: you guessed it right lol bliutwo: ophicleidon what does optional typing mean? like how variables aren’t explicitly typed? FargioFarmani: a: int = 0 bliutwo: same, i’m a boomer and i play games, so windows is the os for me rn lilou04: why 1’s land = bad? Zasuslive: windows for boomers, osx for millenials, ios/android for zoomers ArcherCreatlol: why does chat look so cancer? bliutwo: ArcherCreatlol whoever smelt it dealt it euiq: interesting that schrittwieser is first author euiq: any insiders? bliutwo: i’m inside gachiGASM garydsmith1: the sad part is i dont eve play games, linux doesnt work fully in my laptop garydsmith1: even* bliutwo: damn, that sucks bliutwo: i usually use ubuntu, but quarantine prevents me from going outside, so i play games more now garydsmith1: oh right so dual boot? bliutwo: exactly 技術宅: sushiWOW Zasuslive: george do u play video gamez or nah bliutwo: LUL mondeverest: Jebaited

kaksoispistedeh: i use arch btw 🙂 bliutwo: LOOOL not_Awful: prob lolzmaster99: No dude eyep1e: nico pleb euiq: just don’t say the k word azer0s: azer0s subscribed with Twitch Prime. They’ve subscribed for 2 months! ayy love you George, keep it up! Digital_donger: windows xp was cool euiq: monkaS braininavatt: monkaS garydsmith1: George is getting so frustrated Krakatoa77: LUL saintmthw: are you having fun at least? Legardovia: hi everyone bliutwo: me rudolphdoesgames: @niko174_ he is implementing MuZero Mariosavitch: you lolzmaster99: I don;t think you can get away with taking out the min_max_stats lilou04: me Vackin: i crawcraw66: me i think BaRtMan1912: me 🙂 Artara_: 42 bichid69: everyone in chat Zasuslive: lmao parktype: me 😀 3ygun: They’re useful @georgehotz nathanW eldac_kno: russian letters=/=russian, but that was russian yes euiq: Kappa / Digital_donger: mizkifYo Mariosavitch: who wrote it 3ygun: KappaPride / lolzmaster99: It normalizes values and long term they will blow up Spenceri102121: Me 🙂 gabrielopesantos: KappaWealth bichid69: nothing works is my new life motto chemicalflash: didn’t you say that the point of the streams is that there is no point? eldac_kno: point of stream is to make ppl think bliutwo: at the least, georgehotz you know that your personality has entertainment value and that people are willing to pay for it mondeverest: LUL lilou04: LUL LaheyFPS: LUL Mariosavitch: LUL gabrielopesantos: LUL mhammad123: ay wasap rn ophicleidon: LUL bliutwo: LUL SlowDeluxe: KEKW jontowtruck: LOL saintmthw: LUL parktype: LUL bichid69: hahahaha mhammad123: who got banned lol 技術宅: twitch Dan Harmon williami000: Owned Krakatoa77: LUL garydsmith1: bwhHahahhaah Digital_donger: dictatorship PogChamp not_Awful: fuck gaocaandra: banhammer mhammad123: Bruh wat he did to get banned bruh ophicleidon: monkaS lilou04: time to seize de means of donations Mariosavitch: i aint scurd bliutwo: LUL not_Awful: really? slevinxd: i think i know whos gonna replace kim namenamison: But can you ban us all if we all raise against you? rudolphdoesgames: @mhammad123 dont risk it gaocaandra: you get a ban you get a ban jontowtruck: kim yo jung for President! mhammad123: He was a scapegoat lol Zasuslive: anybody could get it fluorogarbage: Have you taken a look at the action selection constants? The ones from the paper are for higher dimensional envs gaocaandra: everyone gets a ban easysleeep: hahahaha bliutwo: @namenamison LUL not_Awful: fear>love? garydsmith1: someonss making a new account Plurmorant: monkaS ophicleidon: monkaS anguscupcake: will u ban a SUBSCRIBER TsihTV: george for leader of north korea bliutwo: monkaS murermader: do it lexxy23: relax! Mariosavitch: monkaS sakshambhutani2001: lol gaocaandra: jajajajaja frunkAF: I didn’t say nothin, pls bojosos: you can’t eldac_kno: fear means respect lolzmaster99: Chill bro mhammad123: unban his ass bro :c bojosos: you need money qubitmanipulator: create a ban bot bliutwo: yeah look at me i got timed out chemicalflash: or we ban you by not watching? SlowDeluxe: don’t do it chat im trying to learn monkaS 3ygun: He insulted our Lord and savior @georgehotz parktype: can I be banned? 😀 Basti_Soldier: noooooo ajajajjaa bliutwo: @chemicalflash he’s too notorious to have no viewers braininavatt: just make sure to not choose your heart surgeon from chat Kappa garydsmith1: fear means fake respect Mariosavitch: i know why fluorogarbage: print the visit counts LaheyFPS: I know why ophicleidon: @georgehotz twitch chat is just irc, 10 lines of python and you can ban whoever says anything Kappa alphagainzzz: perks of being a dictator LUL TheKoreanZombi: He will ban a subscriber to strike fear in the proletariat masses Mariosavitch: me 🙂 bliutwo: @braininavatt LOOOOOOOOL TRUU bichid69: 1 is the loneliest number bliutwo: @braininavatt it’s never too soon bliutwo: alright have a great stream, see ya bro garydsmith1: bye man LaheyFPS: It’s simple why it just outputs 1’s ronnyosnes: does he still do security related stuff or only ml? lilou04: the graph changed PogChamp eldac_kno: mostly ml q4nt3r: you don’t need to ban all, just the ones initiating the revolt… hit once, hit hard LOL Mariosavitch: it knows Pog SlowDeluxe: Pog braininavatt: it did something PogChamp azer0s: @georgehotz create something like chaosmonkey for twitch. instead of killing k8s pods, it just randomly bans people lilou04: learning slevinxd: moves like jagger ophicleidon: isn’t that a lot of 1s :thin\ garydsmith1: did someone actually got banned? calcmath: good search is inefficient and not scalable braininavatt: WE DID IT CHAT VoHiYo ophicleidon: 🤔 JdPaulBlart: anyone want to start a cout with me? eldac_kno: ban every tenth just like in good roman times Tuhafadam: Hey bichid69: I have to go do some webdev now, fucking hate webdev garydsmith1: is George a nice person in real life? namenamison: @JdPaulBlart how do you start a cout on twitch?

JdPaulBlart: yes supreme ruler hotz is a very nice person garydsmith1: @bichid69 for your job? namenamison: Someone ban @georgehotz garydsmith1: @jdpaulblart lol lolzmaster99: Transfer learn old search to the MCTS? bichid69: @garydsmith1 just freelancing for cash bro, times r tough garydsmith1: @namenamison what if he bans you? mhammad123: supreme leader geocoldz lolzmaster99: Warm start on MCTS garydsmith1: @bichid69 i would like to do that too, where do you do it? Mariosavitch: daddy bezos calcmath: use trained value network in MCTS? to see if it works guest1GRjBAYo: are drops on? rudolphdoesgames: @guest1GRjBAYo lmao takkat14: have you seen WANN solution of cartpole? JdPaulBlart: we should use muzero to solve your speed challenge on github @georgehotz garydsmith1: @namenamison lol onle bezos or the twitch social team can ban hots azer0s: I feel super dumb. what is going on and what is muzero? eldac_kno: muzero is new algorithm by deep mind, use google ffs mhammad123: looks like namenison got fuked garydsmith1: @azer0s he’s trying to learn how to make the computer learn to balance that stick lilou04: MonkaHmm azer0s: @garydsmith1 @eldac_kno thanks! rugito: @eldac_kno who’s google Krakatoa77: Pepega ophicleidon: I think you need a whole lot more than 100 lolzmaster99: You need the normalization! lolzmaster99: From min_max_stats lilou04: monkaHmm garydsmith1: @namenamison can you lend me some amazon stock? calcmath: use softmax fn, ur susotm one might be overflwoing garydsmith1: @azer0s yeah! Mariosavitch: bab calcmath: softmax overflow bug lolzmaster99: Put min_max stats back in lolzmaster99: It normalizes values azer0s: but like….can’t you do the same with fuzzy logic? 😅 mhammad123: @namenamison is u still alive lol toobossbear7: hi Cheer1 Cheer1 Cheer1 Cheer1 Cheer1 garydsmith1: @azer0s hes trying to learn how to do it this way calcmath: classical softmax floating point overflow bug azer0s: @garydsmith1 fair enough 😂 lolzmaster99: Add 1e-12 to probabilities to avoid overflow tripcloth: what is mcts? takkat14: you should use expit lolzmaster99: No way wow dtype=float64 ftw mhammad123: @namenamison yEaeaaeEa duUde takkat14: because of overflow garydsmith1: just so you guys know, twitch chat is the subtitles of the video

niko174_: Осуждаю за твой поступок <3 Guys I m come back eldac_kno: remember no russian garydsmith1: @niko174_ who are you? jagger_rsw: polish? niko174_: no jagger_rsw: yes niko174_: I from Russia ak0ya_: @niko174_ where in russia are you from? jagger_rsw: speak american lexxy23: uk english? garydsmith1: @niko174_ oh roght mhammad123: geohotz chill out يزم foti_kasparov: Espanol? jagger_rsw: only brits can speak parktype: What abt Spanish? mattdougherty22: Do you know who Daniel Schmactenberger is? Talked with Eric Weinstein about zero sum society and the need/how to design new game recently 技術宅: this is the most 4chan chat in twitch SurfCat: We speak only American here brother KKona Mariosavitch: rip niko174_: Ok, I undestood Defak: D: jagger_rsw: Da Featen: Did we discover how did it win with people in chess? lemmywemmy: hell yeah brother KKona Killon1: hi @georgehotz tauzN: @技術宅 yikes bojosos: what about Bulgarian? garydsmith1: @namenamison is dead Defak: English only 3Head foti_kasparov: Français? kingvoneduard: Mesicanos prafaeltsantos: portuguese? the_best_russian_bear: Русский? jagger_rsw: cyka azer0s: Deutsch? Mariosavitch: l33t speak? parktype: speak; andrewVadeika517: andrewVadeika517 subscribed with Twitch Prime eldac_kno: english mf do you speak it maxschneider96: Only python and english fellas foti_kasparov: YEAH !!! GO CHANNEL POINTS ! GO PLEBS!! andrewVadeika517: sup geohot gabrielopesantos: -430 DatSheffy qubitmanipulator: Sub-only Kappa ophicleidon: channel points were a mistake BibleThump garydsmith1: come on hype train!!!!!!!! mhammad123: كس امك يزمwhy you enable subscriber only jagger_rsw: I think distracting George to talk about anything else than the current topic is an art in itself eldac_kno: agree niko174_: What do y think about russian programmers? guest1GRjBAYo: eat ass, smoke grass garydsmith1: @jagger_rsw yes, but we get less streams Poralo45: Poralo45 subscribed with Twitch Prime maxschneider96: That´ s what I meant with AI for chat previously LaheyFPS: why not get more moderators? guest1GRjBAYo: Chat: 1 George: 0 chemicalflash: sub only chat ? gaocaandra: in the night it's better Tuhafadam: how do you test it ? on gui ? garydsmith1: can i be a mod? Joooooooooonas: The problem is if you are upset, more people try to troll you (because they think its fun), it would be best if mods would just timeout those guys without you mentioning them, less people would try to troll and you would be more efficient gaocaandra: less shit talk kaksoispistedeh: less geohot streams PepeHands gigafact: increase the points to chat even if you are not a subscriber mangoxavier: Haha lilou04: when you gonna bring a viewer on stream and teach him how to code? parktype: parktype subscribed at Tier 1. They've subscribed for 3 months! Don't take the stream away I like learning D: garydsmith1: @laheyfps can you chat in sub only mode? gaocaandra: yo ak0ya_: @Joooooooooonas agreed

gaocaandra: hypetraiin braininavatt: HYPEEEEEEEEEEEEEE azer0s: what @joooooooooonas said jagger_rsw: HYPE-r-loop tripcloth: twitch chat is cancer man, it’s just the way it is jagger_rsw: ok, let’s all be serious and helpful now! MrVitoDayz: Not all of it eldac_kno: the game looks like gravity game on old phones eldac_kno: would be fun to teach ml to play that foosballs: gist of what naive search function is doing? garydsmith1: SMOrc garydsmith1: is commai archive on the chat?

jsnfly: Maybe use KnownBounds(-1, 1) to prevent nans gigafact: yes smurfd0: is the stick standing or falling? calcmath: Look up softmax overflow bug jagger_rsw: is MCTS monte carlo tree search? garydsmith1: @gigafact wait are you commai archive? mangoxavier: So close braininavatt: PogChamp eldac_kno: no russian bro braininavatt: !mods metallsimp: is this like a russian spy hub? eldac_kno: he is just kinda famous in russia chemicalflash: have you looked into neuroevolution strategies like NEAT for game playing?

lolzmaster99: You’re supposed to normalize the value of the actions, output of value net FargioFarmani: @georgehotz How do you compute the mean action vector? brisingr1031: wait so what is cartpole? lolzmaster99: Can I see where you put the normalization? jsnfly: 😀 foti_kasparov: SpaceX rocket nomorequity: !uptime LaheyFPS: 3 hours 17 minutes @nomorequity gaocaandra: imagine commaX the android of space launch mangoxavier: This is insanely interesting moshiko777: hello

mangoxavier: Are you working local? mangoxavier: Nvm see url Joooooooooonas: just take the norm of that negative Kappa calcmath: can you print visit counts of all the tree nodes, might help to debug rudolphdoesgames: from retrothrusting to no thrusting Mariosavitch: because it values death KyoshiDeath: how long has the stream been going for ? gaocaandra: how does it know? chemicalflash: maybe double cart pole ? lolzmaster99: breakout-v0 poppingtonic: have you tried training recurrent world models? whichtom: any atari ones? LaheyFPS: @KyoshiDeath 3 hours 20 minutes alexlucas__: Ant-v2 Plurmorant: geoguesser KyoshiDeath: Thanks @LaheyFPS whichtom: montezumas revenge DasMastah: Minecraft l1ght5p33d: @mangoxavier 8888? that mean external for some reason? what u mean foti_kasparov: Do us gaocaandra: BipedalWalker-v2 Plurmorant: montezumas revenge is NP-Impossible lolzmaster99: Mountain car again? lolzmaster99: It never worked before YorkLai: can you share your bash and tmux setting? smurfd0: spaceinvaders? sondreal: Remember to hit the subscribe button boiiis!! takkat14: what do u think about weight agnostic nn-s? Mariosavitch: how does it know what the goal is mr hotz foti_kasparov: @YorkLai github.com/geohot/configurations foti_kasparov: configuration* chemicalflash: double cart pole is easy next step Plurmorant: tfw no reward FeelsBadMan michelfugain69: how r u so smart 4Head DeeboMC: Been at it like 3 and half hours already? whichtom: Acrobot-v1? Tuhafadam: Is it memorize how to play or learn how to play ?

ophicleidon: what model is he trying to train? mangoxavier: Haha I have the same dryer or washer song lmao Choruptian: wait did you get it to work? Choruptian: I missed it Penguino138: Up and at em michelfugain69: Which GPU do you have @georgehotz ? K1ngjulien_: @aldelecrane looks like an iMac or something, so a shit one SlayerX1: LUL Penguino138: How’s the chat been behaving this morning? michelfugain69: @K1ngjulien_ lol smurfd0: your lunarlander does not shoot out those “feelers” that it does on the example rudolphdoesgames: @Penguino138 bad mangoxavier: There should be a weeble wobble sim bojosos: We are free michelfugain69: Double kills from geohot Penguino138: @rudolphdoesgames Why is that? Been off topic again? foti_kasparov: Acrobot got some moves mangoxavier: That would give artificial gyro balance K1ngjulien_: George how many WPM can you do on TypeRacer? Seatedfury: Seatedfury subscribed with Twitch Prime DeeboMC: Pedro asked if you could hack the NSA FargioFarmani: @georgehotz Do you think AI will take control over us in the next 10 years? kaksoispistedeh: fucking Pepega chat rudolphdoesgames: @Penguino138 a lot of dumb questions and stuff Penguino138: Oh god i see all the message deleted it must be bad DeeboMC: But then said he was joking be9ns: Favorite computer doccumentaries? ophicleidon: @georgehotz look at a0lite for a very simple mcts example eldac_kno: protest looks like scam tbh not_Awful: weak bojosos: Protestj K1ngjulien_: protest during lockdown? not a good idea axlebear: sounds good KiroShibaa: hi!! i’m your fan <3 mangoxavier: Laundry takes long time Penguino138: Protesting what? gaocaandra: he is under 30 sakshambhutani2001: anti-lockdown protest? not_Awful: what protest? gaocaandra: he is ok lolzmaster99: protests is astroturfing bro lolzmaster99: youre a sheep whichtom: freedom to work? Tuhafadam: corona protest realy ? axlebear: KKona Freedom

dorkmo: dicks out for harambe whichtom: oh im down for that not_Awful: ty maxschneider96: Any other projects u´ ll be streaming soonish? Penguino138: Protesting stagnant air in our apartments :p K1ngjulien_: you gonna wear a mask? DeeboMC: I wouldn’t have figured you as the protest type MrJeff_: I agree FargioFarmani: Meet you there George gaocaandra: make sure to kiss everyone in the mouth tho gaocaandra: just to be safe lilou04: that protest will turn in a meet and greet for geo sakshambhutani2001: they are more of Trump rallies! keith282: COVID isn’t fun. Please be careful my guy r0xtehem0x: r0xtehem0x subscribed at Tier 1. They’ve subscribed for 2 months! mangoxavier: Lifeguards are totally behind this be9ns: give me a good comp sci documentary whichtom: dude i wish i was in socal MrJeff_: We can’t protest here. UK. We’ll get arrested tytos01: what is this protest about ? michelfugain69: 1 meter away mattdougherty22: Israel has a good reopening plan eldac_kno: joker masks garydsmith1: @be9ns snowden MrJeff_: The UK is a joke foti_kasparov: Clean your shoes after coming back joseanavarrom: But you might be asymptomatic, that’s the point whichtom: the UK is a joke I agree bojosos: wear a anonymous mask axlebear: the breeze can carry the virus Penguino138: Where can one even buy masks anymore? Amazon is like a black market with sketchy selelrs eldac_kno: joker>anonymous K1ngjulien_: well the fever takes two weeks to develops mattdougherty22: Israel has a good reopening plan with a points based system keith282: Damage has been shown in the CT scans of asymptomic people’s lungs fireposeidoncx: What is your final opinion on the Corona virus? Tuhafadam: illogical bovine_shield: Good afternooooooon Bacon4Life_: monkaS braininavatt: monkaS Penguino138: Oh no george is hot! mangoxavier: What about the ppl they interact with after? alphagainzzz: lol ak0ya_: and girls 🙂 K1ngjulien_: from christian drosten, the guy who develped the first test Joooooooooonas: what is that in celsius LUL keith282: https://pubs.rsna.org/doi/10.1148/ryct.2020200110 joseanavarrom: None of us are doctors George michelfugain69: Put milk on the cerales garydsmith1: @joseanavarrom someone might be niko174_: Nice, metric system MrJeff_: I had a few drink with mates earlier. (currently 7pm in UK). We don’t care tbh Penguino138: Is traditional SARS 3x flu too? kaksoispistedeh: so, 3×0=0? K1ngjulien_: more like 10x, but only if you ‘re old tbh DeeboMC: Are you going to the protest just for something to do or because you think it will make a difference? nejintejag: If they get infected whether you get symptoms or not they will produce new viruses that they will breath out eldac_kno: yes, that’s called education csal90: so true lol gaocaandra: do you think wolfram lang is what you meant when you said you wanted a mix between coq and python? bichid69: is it still ones? jagger_rsw: doctors are practioners of science, not researchers sakshambhutani2001: In most of the places, these are more of Trump Rallies axlebear: PepeLaugh poppingtonic: what’s the protest really about? yuptheladsdownthecans: @MrJeff_ you might not care but more vulneralble people do care mangoxavier: Healthcare is a scam Penguino138: And Alex will probably be there funwayz: measure temp after protest Kappa michelfugain69: I hope you dont get sick, we need smart people like you garydsmith1: you should stream the protest joseanavarrom: AI will revolutionize current medicine DeeboMC: Ok cool. That makes sense bovine_shield: Wiggle waggle K1ngjulien_: there’s gonna be a lot of idiot antivaccs moms there fireposeidoncx: Are you still using metamath? axlebear: somebody clip it for when he gets the virus tytos01: @georgehotz are you going to make a live video at the protest? sakshambhutani2001: make America great again garydsmith1: but if we drink bleach we will be safe eldac_kno: don’t you think when you go to a protest you are being used by people who benefit from it Penguino138: @aldelecrane The only way geo is gonna get sick is if he forgets to wear his jacket when it rains eldac_kno: any protest maxschneider96: @joseanavarrom more than 230 companies out there using AI for drug discovery, it´ s already happening michelfugain69: @Penguino138 LUL its true tho mangoxavier: I’d like to see George argue with an anti-vax MrJeff_: @yuptheladsdownthecans Best thing is, we don’t have many people in my village. So we just keep calm and carry on pashafst: late to the party, what he’s trying to make? thelastkek: Protesting is beneficial, it builds herd immunity!! lolzmaster99: bro its astroturfing! spockshocks: its literally astroturfing

gaocaandra: kill off the weak ones poppingtonic: @maxschneider96 yeah Insilico et al DrakenZA: she could just be highly astroturfed and not even know it foti_kasparov: Can we fuck the government by doing a walk? yuptheladsdownthecans: @MrJeff_ so litreally nobody in your village leaves the village on a regular basis and comes into contact with other people? Seems very unlikely spockshocks: all the reopen state facebook pages / websites were started by the same guy DeeboMC: Oh yea, I’d be in if that’s the case axlebear: surfing addict over here sakshambhutani2001: fuck the government, but don’t be dumb joseanavarrom: @maxschneider96 and diagnostics Penguino138: @georgehotz How hard is it gonna be to remove all the sand in the skate parks? HopZe: Natural Selection boys maxschneider96: @poppingtonic yeah nejintejag: I think the 5G theories are fun. Completely insane but fun! whichtom: protests have worked but not typically peaceful ones thelastkek: Protesting is beneficial, it builds herd immunity!! geohot_pls_fck_me: god bless america mayaeiouy: are you gonna stream from the protest @georgehotz maxschneider96: @joseanavarrom I am developing a diagnostics device atm for my master´ s thesis. There is so much potential in that field eldac_kno: i would protest twitch, if they banned this stream mondeverest: do you livestream the protest? thenomadplayer: what happened with 1 milion subs project on instagram? niko174_: Lol dudes, I have April 27 DeeboMC: In for iconoclastic chicks foti_kasparov: A walk a day keeps the government away ! IBaydenI: @georgehotz What is that wiggly thing going to be when its done? sakshambhutani2001: How are you Doctors and Nurses dying? It’s not just about age, it’s about time you are exposed too mangoxavier: That dude isn’t wiggling it’s humping ophicleidon: BibleThump kaksoispistedeh: PepeHands whichtom: the 2nd linkage is meant to get above the black line axlebear: rip jagger_rsw: are you trying to traing the chat by using some reward function (more streams if good chat)? IBaydenI: @whichtom thanks 🙂 bovine_shield: Its also about the lung damage if you survive Penguino138: How many other things in life have a 1/1000 chance to kills us? Probably a lot garydsmith1: @jagger_rsw yes HopZe: its called hibernation in nature language joseanavarrom: But it’s not kill us, it’s kill our families for example mayaeiouy: do you worry about the increased number of strokes seen in younger people who are covid positive gaocaandra: you are good backgorund noise to work with, don’t leave us mangoxavier: It’s literally a battle of your immune system holding out over the virus. Everyone has a diff immune system Penguino138: @mayaeiouy Where’s the evidence? whichtom: but people who are covid positive typically have underlying health conditions with themselves lead to a higher chance of strokes? maxschneider96: @mangoxavier depends on your predisposition generally and the type of strain whichtom: either way theres too little data for any conclusions Penguino138: @mayaeiouy I’m almost positive you’re references a fear mongering article that talked mostly about 40+ year old “young” people thelastkek: look if yall want to stay locked up you do that. You cant force people to do the same axlebear: Just stay inside like a good little citizen GS540: LOL whichtom: ya ‘young’ meaning 30-40 or something l1ght5p33d: code snippets not allowed in chat? niko174_: Ладно ребята, я пошел спать. Было приятно пообщаться. Good night <3 garydsmith1: StinkyCheese eldac_kno: speaking of doctors possessing some extra knowledge after becoming doctors, it's more neccessary thing than sufficient, it's neccessary to have some medical education to make some claims, but not sufficient, imo logi6000: yo mayaeiouy: I said younger for a reason Penguino138: Now I see why the chat has been bad again. Thinking article titles are science fact Kromtor: this guy the new hot reaction streamer? kek eldac_kno: Monty Carlo Digital_donger: TheIlluminati ?

nejintejag: @whichtom no everyone can get infected your health is irrelevant. Your health is related to the mortality of you get infected mayaeiouy: @penguino138 there’s also a medscape article farlopote: kekers logi6000: Simpson’s stream? thelastkek: Protesting is beneficial, it builds herd immunity!! yungdeli_: Imao Penguino138: @mayaeiouy An article that states 40-50 year olds are young to fear monger is not an article to read garydsmith1: @thelastkek lol bichid69: its about being bored DeeboMC: When was that from? un3okapi: George, you have a beautiful smile mayaeiouy: @penguino138 that’s like nearly half the age we usually see those stokes in whichtom: again, theres too little data to draw any conclusions right now. when its over we’ll have actual answers zimslv: nerd immunity FTW foti_kasparov: Then don’t watch media Kromtor: you’re trapped in their scope DeeboMC: Chomsky, cialdini niko174_: Its like in Russia lmao poppingtonic: the frame = the “overton window” leonardssh22: hello geo Penguino138: @mayaeiouy Yes those age groups may be at increased risk, but to say 40-50 year olds are young means you probably shouldn’t read it yungtoad1: read manufacturing consent by Chomsky it’s all about this whichtom: great book mayaeiouy: @penguino138 says youngER yungtoad1: yes great book garydsmith1: india heavenly thinks corona is made by the Chinese jagger_rsw: unsure if this follows, if someone says ‘herd ummunity b/c of protest’ you respond with ‘yes, but at a risk of overcrowding hospitals’. Why I shouldn’t buy into it? l1ght5p33d: sue > protest gigafact: so part 3 coming up later George? will be waiting for you here DeeboMC: Persuasion by Cialdini also eldac_kno: would love to see programming in python in blender poppingtonic: @yungtoad1 great book mangoxavier: I need lazygit Izimoney92100: please her3hero: Pog nejintejag: I think you have to stop listening media first to actually understand that frame thing George talked about lilou04: im behaving her3hero: will sub for part 4 ak0ya_: !! Vietnomnom: Part 4 seqWoo seqWoo MrJeff_: I’m lurking bichid69: wat u doing the rest of the day? Penguino138: Chat will always behave if it’s subs only dotsKpog PhosphoricAcid: this chat is pretty chill compared to most streams 🙂 garydsmith1: @eldac_kno can you actually do that? gaocaandra: great! Joooooooooonas: pls dont get arrested lol 😀 nuffleee: 7 raiders from nuffleee have joined! bovine_shield: lol that to-do list bovine_shield: Laundry and protest not_Awful: persuade only eldac_kno: yes blender can be programmed in python fireposeidoncx: Stream the protest rudolphdoesgames: hey @nuffleee Penguino138: Can’t wait for the new apartment streams justenpassant: when’s the next stream? Izimoney92100: stream the protest please LaheyFPS: monkaS arrested yungdeli_: what protest justenpassant: a protest for what lilou04: if you get arrested we will come and protest to get you out Vrookems: *tries to get arrested* braininavatt: can you not get arrested? 🙂 garydsmith1: @eldac_kno can you program python in blender tho? nizero: George I’m going to label some comma data for you not_Awful: bail you?? god_damn: jail break PhosphoricAcid: living on the edge 3ygun: It’s a Russian post funwayz: its police trap DeeboMC: Have you ever been arrested? fireposeidoncx: Stream the protest HopZe: i hope there isnt one eldac_kno: live laugh love jontowtruck: how much better is san diego than new jersey… coming from a shoreman logi6000: can I get all your stuff if you die her3hero: her3hero subscribed at Tier 1 chemicalflash: protest on twitch stream garydsmith1: if you get arrested no self driving cars tho Newlax: upload to YouTube channel Penguino138: haha if geo gets arrested, he’ll jailbreak real jail Tuhafadam: what happend corona virus projct ? robodemia: montezumas revenge chair_78: ever done coke? Vrookems: how u get caught with weed, just smoke it Kromtor: peace is overrated grizvok: lol Kromtor: said my GAN

Izimoney92100: lol bovine_shield: All my stuff does to you, george masters8: flawless logic jagger_rsw: can you enumerate benefits to subscribers, esp. once you take over the world? l1ght5p33d: ayy lmaaoo ak0ya_: what about money> robodemia: you sound like jordan peterson eldac_kno: interested in blender? it uses python for scripting, you can make interesting stuff DeeboMC: Damn son sakshambhutani2001: including the money? ionelaipatioaei: how much is your net worth? rudolphdoesgames: relationships are overrated DeeboMC: That’s hardcore!! gaocaandra: ethereum sc wills no_g: What if someone’s motivated by burning all your shit? bichid69: what about your kids man? CaliburOne: One of my best friends work in healthcare, its fucked out there. Hes doing 12 hour days every day in Florida chemicalflash: war on chat qubitmanipulator: don’t you trust anyone? arakis_djall: what are your thoughts on chatbots? braininavatt: ask him what he thinks about anarchism Kappa Newlax: burn all the crypto Vrookems: why not just donate your stuff to someone who would never want to kill you nejintejag: @robodemia Explain Vrookems: like normal people logi6000: can I get your macbook if you die vyle01: Well hopefully you can trust the people you have on your will ak0ya_: us gov will keep the money bichid69: you not leavin dolla for your kids? ak0ya_: so they will have an incentive her3hero: build a crypto that burns itself upon death PogChamp DeeboMC: You’re serious? HopZe: if you die of covid, it should be axlebear: 5Head garydsmith1: @vrookems that person would want to kill you jagger_rsw: anecdata no_g: What if someone’s motivated by burning all your shit? Then you’re giving them an incentive to kill you monkaS l1ght5p33d: thats the way fireposeidoncx: My will is to see you on the JRE podcast masters8: not always bruh aPosterior: what a guy Vrookems: @garydsmith1 my mother wouldnt kill me just to get my stuff garydsmith1: @no_g but they will do it anyway mangoxavier: They could still kill you for your stuff. They don’t need an easy out justenpassant: well it depends on if people in your will love you more than they wan to kill you. so you just want to estimate the amplitude of each one with a precision that satisfies you luigivsf: covid is more media bulls* than reality. Id never know a close person who had that and told the entire story. Always is random people like reading a script to set some paranoia on people yungdeli_: @fireposeidoncx yessssssssss garydsmith1: @vrookems yeah, but you never know tho gaocaandra: george on the portal would be nice bovine_shield: IRON CLAAAAAD MrJeff_: We have a load of empty Hospitals in the UK. It’s a waste of tax payers money BrutalCSkAKAN: Just got here, are we doing Minecraft 2.0? Tuhafadam: will you countunie programing corona virus seriess ? sakshambhutani2001: why not drop money from helicopters? logi6000: in philly all hospitals are overwhelmed they are doubling up people on 1 ventilator. nurses only get one mask per week nejintejag: Gorge might not look good on JRE q4nt3r: some think that only “rich” individuals dying spawns people fighting over their stuff. I’ve seem families fight over a shitty 50 year old, not even running car l1ght5p33d: My apartment is so nice whatchu talkin bout eldac_kno: speaking of Wolfram Physics, you said science need testability, but math doesn’t have, but it’s still science fireposeidoncx: George you should talk to joe rogan garydsmith1: i mean the BTK killer was a loving father HopZe: what about other countries? J3rwin: @georgehotz your streams are chill and cool man Vrookems: bombs cost money, drop them instead bichid69: Why don’t we reset the economy after this? yungdeli_: !uptime Penguino138: I don’t know if I’ll ever be able to take news articles seriously greyoctagon: greyoctagon subscribed at Tier 1 bichid69: start from scratch logi6000: I know nurses who say this in those hospitals cod4_lightning: “Don’t follow people, follow ideas” That’s islamic! MrJeff_: google Nightingale Hospital justenpassant: watch this if you wanna feel good https://youtu.be/hWzccW4TQkg nizero: in Phoenix they are furloughing doctors because there aren’t enough patients sakshambhutani2001: and would have been cheaper! Penguino138: Stream lagging for anyone else? tauzN: washingtonpost.com/evidence-for-what-geohot-just-asked joseanavarrom: The health system capacity here in spain was absolutely over-exceeded eldac_kno: what kind of evidence do you need, can you define mayaeiouy: what you consider valid evidence do I have to go snap a pic in an icu yungtoad1: how do you know if a source is verifiable J3rwin: @Penguino138 twitch having a blip mangoxavier: Data DeeboMC: Lack of evidence isn’t evidence of lack.. in general tho LaheyFPS: @Penguino138 yes, but briefly garydsmith1: @eldac_kno basically statics with verifying it waterpaste: what is good evidence for u ? sakshambhutani2001: I mean who can you trust as a credible source Trump? braininavatt: he trusts institutions 🙂 nejintejag: Hum media media it is just people in the end right l1ght5p33d: No one knows it’s impossible truth is false justenpassant: sure, win win, but a better win if they pass their agenda with their win win strategy DeeboMC: @tauzn Lmao bichid69: we should reset the economy, everyone starts from scratch after this foti_kasparov: What you think should be done ? mangoxavier: Accreditation yungdeli_: whats the clip called, that one that George showed Newlax: Have you heard of Destiny? It’d be interesting to see you two debate yungtoad1: how can you know anything George with this mindset except what you see for yourself with your own eyes DeeboMC: @braininavatt 😂 Lefer_: @georgehotz Are you watching Westworld? tsparkles: what’s the point of going to a protest and possibly infecting other people / catching the virus no_g: There may be a guide on what constitutes a verifiable source, but how can you verify the guide itself?

Bacon4Life_: drink bleach guise robodemia: talk while coding no_g: monkaS Vrookems: is my dad a credible source jamesquinten: me 🙂 eldac_kno: he already said he is not interesteed in debates Sylens__: @Lefer_ i would like to know as well nejintejag: Define truth DeeboMC: Trump makes good points on amazon and the usps tho, to his credit fireposeidoncx: You should go on the JRE podcast Penguino138: Yeah ppl need to move on from thinking corona everything, and re-assess the other risks we take every day no_g: @nejintejag Truth is a tautology foti_kasparov: corona is more expensive than flu and beers mangoxavier: You might get stabbed at ocean front idk robodemia: $TERMINAL yungdeli_: @georgehotz whats that simsons clip called jcob5068: What is the protest trying to achieve? Penguino138: Ron paul might be there Deltasquadron2579: you might get struck by a meteor by sitting in that chair Lefer_: liberty KKona garydsmith1: wait the protest is real??? nizero: George the true libertarian not_Awful: george, honestly, what is the point of doing anything? Vrookems: gonna meet some beach sluts waterpaste: LIberty LMAO l1ght5p33d: It is a good test in case a real bad virus actually comes then we’ll know how lockdown affects industry and life chemicalflash: liberty to monetize ? eldac_kno: i kinda lost you on wolfram physics, do you think it’s not scientific because it doesn’t provide testable(falsifiable) hypothesis? 0xatul: Whats up George? qubitmanipulator: self-driving cars will never kill you ak0ya_: coffin right now! nejintejag: @no_g then storys can’t be true bichid69: depression Lizardan: @georgehotz do you support UBI? ak0ya_: that will also preserve your skin robodemia: $TERMINAL ak0ya_: no spf IBaydenI: @georgehotz do you look at dying as a bad thing? gigafact: we have very limited time ionelaipatioaei: life is meaningless not_Awful: right justenpassant: i disagree; in this particular situation, if you assess the risk, the worst case scenario of catching the virus with an rt of 1.5 right now and passing it along offsets the benefits of 1 protest DeeboMC: @eldac_kno What about wolfram, I missed that not_Awful: dont know about that synthetic11000: Do you think that there are any situations where humans acting in self interest is bad for the overall? yungdeli_: isn’t super weird how simsons predict a lot of our future mattdougherty22: what do you think of effective altruism? Inoram: dying could kill you flexxor: Whats good man eldac_kno: i missed that too, he kinda skipped it Penguino138: Corona logic: Self driving car killed someone, so we should all stop driving waterpaste: yes you do enlightenedgambino: how can something every living thing has to experience, be a bad thing? Vrookems: @Inoram bruh since when nejintejag: @no_g you can always find a interpretation that contradicts your current one csal90: have you read any interesting books lately? DeeboMC: @yungdeli_ I would say yes, but I doubt he would Tuhafadam: it is a pandamic because of that every body stays home mangoxavier: @georgehotz chompsky recently said if drumph is still in office our earth will die Repunk: do you think america will be able to come out of this mess without a complete or even a partial constitutional reform? mayaeiouy: from a cost benefit perspective I don’t see what I gain by not staying inside for a few weeks knilecrack: what do you think abou tthis: https://medium.com/@sudhakar.dharmaraju/goodbye-linux-the-next-os-317801a5c0ba masters8: Why does it mattter their age? You ageist? ak0ya_: baseball games are boring waterpaste: imagine during pandemic go to visit a day of liberty yungtoad1: I’m gunna need verifiable evidence that someone got stabbed by a Phillies fan nejintejag: @ionelaipatioaei meaning is subjective Vrookems: the sad truth: covid kills old people who were already dying Tuhafadam: maybe you wont be ill you can cary on other people Lizardan: Do you support UBI? l1ght5p33d: SUE THE VIRUS ITS AGEIST !!!! fireposeidoncx: @georgehotz must read books? masters8: Yeah, so fuck the old, right? tsparkles: you can still spread the virus to old people robodemia: $TERMINAL garydsmith1: BUSINESS INSIDER??????? gaocaandra: the point is to stay away from old people eldac_kno: sad he won’t talk wolfram physics J3rwin: takes 2s mangoxavier: Lol 0xatul: LUL lala_style: LUL Izimoney92100: LuL Lefer_: LUL jamesquinten: PepeLaugh logi6000: looking into my teams l1ght5p33d: KNIFE FIGHT !!! ok done spamming caps .. so fun mangoxavier: The fucking eagles man Penguino138: dotsHappy 0xatul: KevinTurtle

DeeboMC: Verification ftw masters8: george is such a meme braininavatt: 4Head mangoxavier: Check sources pepelaugh0: KEKW Izimoney92100: @mangoxavier I hate the fuckin eagles Lizardan: KEKw DeeboMC: @mangoxavier Always justenpassant: hey, we don’t use news as a source of data in this stream logi6000: guess I cant go to a baseball game. I’m a philly fan eldac_kno: dude hated eagkes DeeboMC: Bro, that’s Philadelphia in a nutshell Vrookems: sharpening my knife rn mangoxavier: Perfect use case Sylens__: lmaoo bichid69: 1111111111111111111111 synthetic11000: Does this guy not give a sh*t about elderly people getting sick? yungtoad1: honestly good analogy I’m not afraid of covid anymore Izimoney92100: Kreygasm mangoxavier: The Dude has left the chat eldac_kno: i am more of a doobie brothers fan Iceeyz: whats the song Vrookems: its right there dude worraaa: but did he finish mcts though Izimoney92100: where Dynamic_One: eagles take it easy frunkAF: it’d literally on screen Dynamic_One: LUL Iceeyz: where greyoctagon: our matrix is just running pandemic simulations, so stay calm and give the simulation interesting data LaheyFPS: take it easy (2013 remastered) @Iceeyz fireposeidoncx: must read books? logi6000: there was a robot that hitchhiked across Canada and ended in perfect condition. they tried it in America and the robot was jumped in philly. my city right here chemicalflash: but how many people have been conceived during sports matches ? HopZe: wait didnt he say news isnt a source of info? cod4_lightning: this will be muted on youtube Vrookems: rant good l1ght5p33d: boomers are alright mangoxavier: Look with your eyes, not with your mouth garydsmith1: but there is a risk of this virus mutating and becoming stronger, and we loose lung capacity DeeboMC: For the simulation, you play, Joe Walsh – Living a life of illusion eduardoadf1: LUL Iceeyz: wheres that bichid69: what about old people? mattdougherty22: What do you think of Peter singer and Effective altruism? mayaeiouy: @hopze only the wrong news Kappa Newlax: WELOVERANTS GS540: LOL Dynamic_One: WutFace Sylens__: @georgehotz do you watch westworld/ Penguino138: That’s mostly how the spanish flu died off. Mutated and became less virulent LaheyFPS: I’m more scared of philly fans than covid at this point abk467: Phillies fan becoming stronger. That is the most terrifying thing I have ever heard ze_kel: ze_kel subscribed at Tier 1 uykusuzw: @georgehotz what u think about starlink? garydsmith1: what about the reduced lung capacity synthetic11000: Do you believe that it ever makes sense to act outside of your own self interest? logi6000: @laheyfps why you scared we just jump hitchhiking robots bichid69: what about the vulnerable? adykaaa: @georgehotz Hello George, im a big fan man ! 🙂 Do you suggest learning Java or C#? Which one is more futureproof? I was thinking about Java because you can develop android apps with it as well sakshambhutani2001: also Kim’s dead garydsmith1: but do you want to get lung problems? joseanavarrom: What about our families George? l1ght5p33d: @synthetic11000 temporarily yes overall no DeeboMC: Asymptotic Phillies fans bichid69: what about your dick? garydsmith1: helping people feels good, that’s why we help people cod4_lightning: what if you die of coronavirus? HopZe: why is it all about me? why not about other living poeple mangoxavier: Kim is allegedly many things right now. All unverified altic: but it is self interest to act out of it LULdoes it make sense DeeboMC: A symptomatic* logi6000: you know what’s scary. philly fans with covid nejintejag: What is the self mattdougherty22: why care more about family than future descendants that could hack simulation? webuser011: any thoughts on upcoming crew dragon flight next month? zenderbeg: LUL her3hero: famous last words LUL dr_set: Yes, this guys work proves matematically the biological strategic reason behind altruism: https://en.wikipedia.org/wiki/George_R._Price

DeeboMC: @logi6000 Lol that’s what I was getting st gaocaandra: when the media gets you i will testify against you eldac_kno: you can’t have agency without self interest synthetic11000: Recommend a good quarantine book? mattdougherty22: Did you already discuss gates foundation and wHO hack? mayaeiouy: LUL robodemia: $TERMINAL Penguino138: It does feel like Corona was a test of fear cod4_lightning: go merry someone before you die gaocaandra: i’ll tell them you instructed us to kill old people mangoxavier: What if we are all the same consciousness and when we die we just live another life in the sim until we learn enough to complete the sim? l1ght5p33d: @eldac_kno yes you can justenpassant: if fear wasn’t a “feature” of living being, the world would’ve been so much different kaksoispistedeh: billg is a scam ionelaipatioaei: do you think that kim is dead? Lefer_: I care about what George has to say 🙂 Artara_: you should hack Gates garydsmith1: you only help people because it makes us feel better about ourselfs synthetic11000: If you didn’t have a job/company, what way would you make money? fireposeidoncx: Why do u trust Business insider? bichid69: its 10% for old people? should they be dead? justenpassant: if fear wasn’t a “feature” of living being, the world would’ve been so much different. imagine there was no fear. you wouldn’t be scared of dying, of jail, of poverty, of pain DeeboMC: Gates has been making himself way less credible throughout all this garydsmith1: that’s business insider chart – bad logi6000: everyone fucking drawin on my phillies sakshambhutani2001: How do you trust this chart? qube_si: This. is. wrong mattdougherty22: https://www.washingtonpost.com/technology/2020/04/21/nearly-25000-email-addresses-passwords-allegedly-nih-who-gates-foundation-are-dumped-online/ gaocaandra: isn’t there, deep down, a common human goal? mayaeiouy: that’s just cdc data in that chart KKona eldac_kno: kim was just a puppet in hands of military and higher ups of party, nothing will change gaocaandra: selfishness is not the evolutionary defsult Happykillmoor: no new cases if you dont test joseanavarrom: I don’t know if you would think the same way if you lived in a city that actually had it’s health capacity maxed out, and you had to go into a hospital for something not related to covid mangoxavier: Make yourself happy and bring joy. That’s all you need to do her3hero: I’m afraid for my parents and grandparents l1ght5p33d: @eldac_kno you can have agency with more external interest than self interest, but you’re right you need some small amount self interest defined as knowledge and will to take an action cod4_lightning: have you watched this: https://youtu.be/6Af6b_wyiwI hichm19956: Hello do you find protéine ? gigafact: is CDC good? justenpassant: if fear wasn’t a “feature” of living beings, the world would’ve been so much different. imagine there was no fear. you wouldn’t be scared of dying, of jail, of poverty, of pain. chaos nejintejag: @georgehotz What is intelligence? Rocky_88: I missed it, what’s the overall stance being debated here? mayaeiouy: @joseanavarrom I’m in nyc and I’m more scared of that than covid Rocky_88: or “debated” w/e zenderbeg: Most of the deaths are caused by different diseases, but they all say that COVID was the cause Vrookems: oh im gonna use that l1ght5p33d: Stalin was 1337 synthetic11000: Yeah, but those death probabilities assume the denominator is only those tested justenpassant: stallin was smart though DeeboMC: You anyone know that applied for Scorpion (Computer Services)? 😂 mangoxavier: Ppl acting like we should click links in this Chan… cmonBruh phrixus_bro: ty big yud eldac_kno: do you think if kids were introduced to basic of set theory and basic logic, people would grow up less stupid garydsmith1: do you think privercy is dead? cod4_lightning: bill gates talked about corona five years ago https://youtu.be/6Af6b_wyiwI nejintejag: If a liberal person defines stupidity conservatism will seam stupid undefined_kek: hi from russia not_Awful: what philosophy is your strategy to truth? joseanavarrom: I don’t know if you would think the same way if you lived in a city that actually had it’s health capacity maxed out, and you had to go into a hospital for something not related to covid bichid69: nothing is real 2sin54: define less stupid lol Artara_: most kids don’t even get shit that’s easier DeeboMC: What’s that title?

powerofpickle: We need critical thinking classes gaocaandra: you can become less dangerously stupid georgehotz: https://www.lesswrong.com/posts/qNZM3EGoE5ZeMdCRt/reversed-stupidity-is-not-intelligence gaocaandra: if you are educated justenpassant: I had a logic course in mathematics in highschool, and it helped me much in my life since foti_kasparov: We need asian breeds joseanavarrom: The vast majority of the US doesn’t care to overcome stupidity mangoxavier: Yes. The journey white_rose: this was fun calcmath: how was the protest? bottonresult: !uptime michaelmaier007: hello ogrockefeller: father phennessey: Did the protein get folded yet? ogrockefeller: Dad Hotz cronograf: No ogrockefeller: Hit a dab for us? robonhansonem: Still CartPole? optimizely: It’s so good to see you george J3rwin: @georgehotz loving the streams man. Have a good day! l1ght5p33d: yeeeaeaaaa michaelmaier007: yeah thats why you can write fych whatever @fychvhvjh ay33x: PogChamp masters8: A burrito with french fries?? Slaboday: is this a rerun lol BlueSeamoose: We back l1ght5p33d: count indexes on back propagation !!! ogrockefeller: Sir Dab alot kisspapa: have you ever played with googles tts voice creator prez7: burrito DeeboMC: Good combo tbh deepfrieddeals: Beaches are overrated megaultraok: yay you didn’t get arrested megaultraok: more code ay33x: Have you ever thought making a big game ? @ger ay33x: @georgehotz cronograf: Linux calcmath: are we going to fix the MCTS? shadowdream1245: MacOS imo linuxtak: Thanks you for this live session. I loved your chat with Lex Fridman and your approach in Comma.ai calcmath: debug tools? Bloodswordz88: Hail brethren DeeboMC: Hail nigga

wainemier: why you writing this? Bloodswordz88: HahaThisisfine 1ntegral_: ban hellooooo ay33x: LUL robonhansonem: What is this? ak0ya_: how was the protest? ambush1g: hotzz you make me motivated to program thank you maaannnnnnnn calcmath: he dint go DeeboMC: Lol I’m ok but point taken eeXecute: 🙂 id7me_: Did you make annoying text? robonhansonem: K T3chHS: can subscribers ask what is today’s project? (if so, what are you doing?) phennessey: Did you say pong? shadowdream1245: Make an ASMR video 👀👀 calcmath: and gave a lion king quote as the reason l1ght5p33d: we want continuouser robonhansonem: He is explaining it right noe#w robonhansonem: *now michaelmaier007: turning into an asmr video phennessey: Translucent terminal FTW robonhansonem: Nah. Opaque l1ght5p33d: zero or one is boring ay33x: PogChamp This my first time catching you live on Twitch, always watched you on YouTube shadowdream1245: Translucent gang girtss3: Did this just start? Santiago_LHC: Hello there shadowdream1245: Yeah like 2 mins ago LazerActual: you are an extremely talented human George moamennasser2211: ur insaaaane bruh THX1342: is muzero.model his own library? DeeboMC: Zero AND one 😱 robonhansonem: He is aware of his gifts kisspapa: so is this a chess thing or something wainemier: is this your job to wtiye this or you want to? RexRothx: does he tab or space indents? DeeboMC: Lol got emmmm hurzg: Zeros and Ones are like the subs only mode in this chat 🙂 DeeboMC: ☝🏽 robonhansonem: I am a zero mhammad123: Im back DeeboMC: I’m a qubit michaelmaier007: 🅘🅢 🅣🅗🅐🅣 🅐 🅜🅔🅒🅗🅐🅝🅘🅒🅐🅛 🅚🅔🅨🅑🅞🅐🅡🅓 ? THX1342: billy corgan wants to speak to you @robonhansonem mattaculer: I can’t even webcrawl grubhub LazerActual: safe to say i have absolutely no idea what is happening right now l1ght5p33d: WTF\ DeeboMC: I grok tf outta this boi mashafique: game dev stream PogChamp

l1ght5p33d: best game ever michaelmaier007: wednesday tuesday [email protected] cefdsahg: Hi bro what r u doing InfiniteReddit: morning from aus THX1342: are you using this https://github.com/johan-gras/MuZero ? DeeboMC: Bottom of the morn’ to yeh breh calcmath: isnt this too simple to debug the issues? LazerActual: please make matrix code run across the ecreen and say “im in” just like the movies 😂 axx88: What is this editor? michaelmaier007: it’s freaking midnight in germany gigafact: hello everyone DeeboMC: @lazeractual Hell yea 😎 robonhansonem: robonhansonem subscribed at Tier 1 sr______: do u know rtx voice , its AI is mind blowing km_404: hey george what’s up michaelmaier007: the ceiling aar0npham: how was the protest? gigafact: ^ DeeboMC: He didn’t go lol joseanavarrom: That burrito is making us hungry DeeboMC: Watched from YouTube DeeboMC: Boss move aar0npham: make sense robonhansonem: Is he using Vim keybindings in his browser? gaocaandra: george for president Santiago_LHC: Lazy activism is the best activism shieeeeeeeeet: what env/simulation is he testing his muzero implementation in? l1ght5p33d: I surfed today l1ght5p33d: first day beaches open DeeboMC: Speaking them big facts now LazerActual: social distancing Bloodswordz88: watch out for the sharks nickcorso_: Hey man, I know absolutely nothing about this stuff but just wanted to say I graduated Bergen County Academies in 2017 and thought it was cool that you were an alumni aar0npham: when trump becomes president =) michaelmaier007: and i surfifed today :/@l1ght5p33d l1ght5p33d: orange county robonhansonem: Exit over voice jontowtruck: bergen community college in teh house! ferraz42: which timezone are you in?

dr_set: its freedom for them, if you are LGBT, or a Jew or Muslin, etc, they don’t mean freedom for you nickcorso_: It’s going to shit, still a great school but crazy rules and I feel like they’re turning down smarter students for diversity mik12f4: when did you leave NJ DeeboMC: @nickcorso_ Lucky cunt 😆 Riqour: Do you need a double major in math and cs to work in ai? ahahaitslit: goddamn ideologues nickcorso_: @deebomc What do you mean? shadowdream1245: Why does he use Chromium over Chrome? gaocaandra: you dont need a degree to google things grahamstephan420: I think he’s using ungoogled chromium SHAVEYY_: @shadowdream1245 no google shadowdream1245: oh DeeboMC: @nickcorso_ You lived where good education was availed to you Bloodswordz88: #Learntocode = #Learntogoogle joseanavarrom: Fuck polarization and bipartisanship thehisoka007: what time is it ? eldac_kno: stick balancing reminds me of Kapitza pendulum nickcorso_: @deebomc That’s true but it’s also really really hard to get into . I think the acceptance rate is below 10 achamorro008: how much is the subscription ? grahamstephan420: $50 DeeboMC: @nickcorso_ And, therefore, access to peers gaocaandra: i know a guy that can get you in fo 40 bucks SOmedude456: yo george are you religious or ethnically related to a religion? l1ght5p33d: we want benchmarks DeeboMC: @gaocaandra Lmao michaelmaier007: @somedude456 does that matter? grahamstephan420: @georgehotz If I subscribe will you still ban me? achamorro008: 50/month ? robonhansonem: George worships the future brain emulation he will become grahamstephan420: No grahamstephan420: Per week DeeboMC: @nickcorso_ That’s also the exact point tho bro SOmedude456: @michaelmaier007 no, I’m just askin a question? gordon1337: how do you wish someone tasty meal in english? nickcorso_: Anybody in here an app developer? I have an idea for a social media add-on that I’d like to build but I’m not great with coding shokoo: @SOmedude456 how dare you LUL / s rhombicosi: Turing test for AI is to play apex girtss3: Will you post the last streams on YouTube? robonhansonem: Learn to fo code it yourself eldac_kno: nickorso just lol robonhansonem: *to nickcorso_: Where’s the best place to learn how to code apps? DeeboMC: @rhombicosi Not really shadowdream1245: Doctors: You can’t learn how to be a doctor by googling things online Programmers: mashafique: @nickcorso_ by googling what you want to learn 2ndsll: whats the game? gordon1337: asmr

eldac_kno: balancing the stick ak0ya_: follower SHAVEYY_: just make it play the game 4Head gigafact: @girtss3 it will be posted but we hit a technical wall (youtube time limits and blocking copyright song) so you can’t even play video… we are working on it grahamstephan420: Hey I got this great app idea. It’s actually physically impossible due to limitations with current web APIs and available computing power, but that shouldn’t matter. Anyways, you do all the work and we split profits 50/50. Sound good man? ak0ya_: it should be able to repeat the number 0 or 1 michaelmaier007: gta 6 releasing early i see rhombicosi: @deebomc ok. to play at least like hal gaocaandra: ajjajajaja i’d ban you if i could @nickcorso_ nickcorso_: @mashafique Thanks for the insight, never would’ve thought of that DeeboMC: @nickcorso_ *went to Bergen* *asks that question in here* 🤨 MoProject: @nickcorso_ there are free courses organized by harverd on developing apps, you can check those SHAVEYY_: internet but bitcoin 4Head broadsw0rd: ill develop your app for free with no credit nickcorso_: You guys aren’t very understanding of people that lack technical knowledge bored_spagetti: IM FINALLY LIVE FOR THE FIRST TIME shadowdream1245: lmfao mashafique: @nickcorso_ Everyone in here will tell you the same thing I’m guessing bored_spagetti: what project are we doing ? nickcorso_: I went to school in the academy of business and finance lmao gaocaandra: Mcprogramming shieeeeeeeeet: @nickcorso_ you don’t need technical knowledge to know how to learn things J3rwin: D: wainemier: omg robonhansonem: @nickcorso_ Pay someone to do it or do it yourself. No one wants to go halfsies on your idea nickcorso_: I figured I’d try to shortcut some steps and get some advice on the first step of the process SHAVEYY_: how do I write a app that has porn on it? l1ght5p33d: Look at Flutter it’s really good for mobile I wrote an instagram clone with it achamorro008: jajaja jagger_rsw: Follow RIchard Feynman, learn what he did, and you are a moron 🙂 gaocaandra: ionic framework easy enough flutter is pretty gigafact: sometimes I think people just ask to troll you eldac_kno: is it still stick game? MoProject: @you can also go on fiverr and search someone girtss3: @gigafact Appreciate the response, thank you nickcorso_: Seems like the first step is just to google and figure it out. Now I know that, thanks for the help calcmath: soory went to get tea, did it work on follower? fullcind: how do i make an app to get me laid shadowdream1245: george pls teach me the beep boop computers gaocaandra: nphard problem ak0ya_: no it did not shieeeeeeeeet: @georgehotz maybe see if alphazero works on this game? SHAVEYY_: how 2 program in assembloy halp geo!! grekler3: chat, is using vpn gonna fully affect from what country the views and followers come from , in yt or instagram ? l1ght5p33d: @gaocaandra what do you mean pretty eldac_kno: highly unlikely mashafique: We jammin’ bois rickoftheroot: pepeD gaocaandra: pretty nice hayewood: PepeJAM michaelmaier007: i hope this won’t end up in that tiktok bs ghassane20a: why aren’t you verified yet T3chHS: @nickcorso_ you can always find people to guide you and give steping stones, but independent of your background, everyone can code anything. The internet is a fucking endless source of all kinds of information grahamstephan420: Defeat Go using the golang implementation of MuZero dudvdx: what are yeh doin now

l1ght5p33d: @gaocaandra it’s probably easier than react lucemferro_: im afraid to ask QuantumDota: still waiting for that Tesla sentury mode open source edition 😉 gaocaandra: coding react right now for a work thingie andrewispower: explain what are you doing nickcorso_: Who was your favorite teacher at BCA? Was Scott Lang there back then? mirceau: George are you Fasting for Ramadan? calcmath: he is testing his muzero implemntation on a simple game called follower robonhansonem: Test DeeboMC: @mirceau 😂😭 routerkicker: how was the protest george`? Did you meet some cool people? VANRA: i dont think there are stupid questions Lana_Lux: Yes Xaktar: yes beastars_is_best_anime: yes moon2JR eldac_kno: yes rickoftheroot: LUL mashafique: yes 🙂 ghassane20a: yes grekler3: no, 13 beastars_is_best_anime: I LOVE ECK BAK moon2JR Iluvmf: yes Creamy_Goodness_: im emotionally 12 cheese_wizzy: whats your iq @hayewood megaultraok: lol no Lana_Lux: It’s not? Xaktar: 12 and a half ad5k: Fuck 12 abk467: probably cheese_wizzy: whats your iq @georgehotz lucemferro_: hey @georgehotz i got a job as a software tester, what are some tips for someone like me with no prior experience with programming? Also i have a math degree Santiago_LHC: Is it timeout time? girtss3: @Creamy_Goodness_ 😀 grahamstephan420: Pride100 Ch4oticAU: @Lana_Lux yo! Nice work on Ludum dare shadowdream1245: teach me the computer beep boop george SirMad DeeboMC: Yea, fuck 12 gaocaandra: is this a serious channel? VANRA: my iq is higher than hotz SHAVEYY_: @cheese_wizzy 392 eldac_kno: 12 year old army mashafique: Mine are already out 🙂 andrewispower: make it 69+ Lana_Lux: @Ch4oticAU thanks 🙂 jagger_rsw: We’re helping you to become more resistant to distraction temptations T3chHS: yes, that’s how it works risky_banana: still cant show tiddys 🙁 l1ght5p33d: 30 + and ill leave abk467: LUL im not sure that’s what that means Creamy_Goodness_: u cant show boobies basecamp27: That would be helpful or just 18 to comment DeeboMC: 18+ ftw sr______: lol robonhansonem: Good for you. Mine is so low it hurts to think l1ght5p33d: take one for the chat grahamstephan420: Yes Ch4oticAU: Should start body painting Geo lol michaelmaier007: kids escape is twitch. not going to school they end up in twitch grahamstephan420: I’m 13 whoishenry123: what cpu and gpu are you using? rickoftheroot: SeemsGood Creamy_Goodness_: u cant even show man boobies Santiago_LHC: 12 year olds, raise your hand mirceau: Not 12 here SHAVEYY_: @whoishenry123 some macbook cpu Digital_donger: twitch chat is a special place FeelsGoodMan grahamstephan420: 🖕 shadowdream1245: Do 12yos know who geohot is? cheese_wizzy: @SHAVEYY_ any idea how to raise my iq to that level ? michaelmaier007: 12 year olds are playing fortnite right now calcmath: this is not even MCTS, you have it commented dudvdx: @georgehotz you’re a good lad. keep up the good work whoishenry123: @SHAVEYY_ ahh thx grahamstephan420: Show your dick or keep it under 18 DeeboMC: 12 inches? 🙋🏽♂️ l1ght5p33d: dooppeee QuantumDota: @georgehotz I have a private repo with a openai gym + cracked game version for lethal league blaze, a real-time fighting game, I’ve added you to the repo, would love to see if u could solve it SHAVEYY_: @cheese_wizzy lots of book girtss3: Does twitch not have analytics that show what is the average viewers age? calcmath: @georgehotz you are testing naive search right now not MCTS l1ght5p33d: wai what no archiveutility: I’m twelve… twelve inches in your mom jagger_rsw: ha.. new episode of westworld is up cheese_wizzy: how many book have you read @georgehotz ? gaocaandra: plis ban him hurzg: what game does it try to solve atm? gaocaandra: all games Digital_donger: B) what ad? l1ght5p33d: u make 10 y no better Lana_Lux: lol no num_air: WTF BRO abk467: LUL LUL Andremm2: nope erlsek: no mashafique: nope SHAVEYY_: B) what ad? jagger_rsw: nope,

xPolarDreamz: HI dudvdx: no ads for subs T3chHS: LUL num_air: DAFUK AM I WATCHING DeeboMC: Not subs gaocaandra: NO GEORGE DON’T l1ght5p33d: cmd + b eldac_kno: we just need mods xPolarDreamz: someone has been uploading your twitch vods to youtube DeeboMC: Non-subs prolly are l1ght5p33d: (cmd + b) ^2 T3chHS: be careful of leaks gaocaandra: don’t sell out to the man T3chHS: yr T3chHS: ye* grekler3: oh shit, i dont have ad block enabled, i just gave you money PogChamp Lana_Lux: I don’t think it tells you the age gaocaandra: wid dem adds DeeboMC: Lol i remember that Digital_donger: streamer career PogChamp 📈 DeeboMC: Told you num_air: COVID streams were great !!! jagger_rsw: make a poll qlutoo: im 12 and what is this l1ght5p33d: (cmd+b)^infinity eldac_kno: i dont think twitch has age in profile aar0npham: running ads every 30 sec bored_spagetti: lol imagine watching a millionaire’s ad mashafique: Only subs don’t see ads I believe shieeeeeeeeet: shieeeeeeeeet subscribed with Twitch Prime. They’ve subscribed for 2 months! cars1n: Damn. He lookin thicc limnick: hows the covid research coming george? I havent been here in a while but this looks neat Killeraing: adblock is a thing tho jagger_rsw: or those who have twitch turbo – an option NatePh_07: in the Channel and Videos tab in Settings there is a Mature Content option DeeboMC: Did yal adds? .. I wouldn’t know 😂😂 aar0npham: so u better give george money andrewispower: why u so sexy tho cockwizard69: 🙂 DeeboMC: See^ Xaktar: FeelsBadMan donald3767: What’s muzero? I’m just tuning in xPolarDreamz: ebegging rickoftheroot: FeelsBadMan DeeboMC: Elitism boii robonhansonem: Google it Creamy_Goodness_: til george hates children bismarckbamfo: No politics talks shieeeeeeeeet: @georgehotz do you care more about higher tier subscribers? SHAVEYY_: LUL sight_0: LUL dudvdx: politics is meaningless robonhansonem: Says Bismarck rickoftheroot: LUL calcmath: you are not making any sense WiseSwift: Can you visualize that in the notebook Creamy_Goodness_: my mom said thinking is bad WiseSwift: I don’t get it ad5k: I am a liar bored_spagetti: george i need a girlfriend what do i do ? jagger_rsw: So, if politician says that a statement cannot be at the same time ‘true’ or ‘false’, I should check if ‘statement can be at the same time true and false’ and since it’s not, then such politician is saying a lie? Creamy_Goodness_: thinking is the tool of the devil gaocaandra: learn to code robonhansonem: Be worthy michaelmaier007: i hate pol i ti cs eldac_kno: not me dont care about not mine non subscribers l1ght5p33d: can we do pygame snek with muzero w profile benchmark l1ght5p33d: i dont want to miss the stream Creamy_Goodness_: why does george hate children bored_spagetti: what are we building now ? T3chHS: just run function “getGUD ( )” LUL robonhansonem: We care about adults DeeboMC: @t3chhs 😆

bismarckbamfo: What about non subs helping make the segnet better? onu4r: yo robonhansonem: Simple game to debug Mu mashafique: mashafique subscribed at Tier 1. They’ve subscribed for 2 months, currently on a 1 month streak! we out here lukexfisher: how many Doge coin do you own? num_air: lol t00big2fl4il: yo what up? robonhansonem: Doge is a banned subject gabryelportuga: where does george live? eldac_kno: where are the mods robonhansonem: No mods DeeboMC: Run “getBITXHES ( )” michaelmaier007: @gabryelportuga planet earth probably onu4r: Georgeyboi gabryelportuga: @michaelmaier007 thanks Shelledlizard4: hey girtss3: I can’t find a way to see demographics on twitch, however, we could create an online poll right now, but then again we would have to trust that people wouldn’t troll Bootstraps: its a genius eldac_kno: chat poll on twitch is the worst idea l1ght5p33d: “q values” DeeboMC: @girtss3 And why would you trust people to disqualify themselves 🤨🤨😂 calcmath: so model of env is learnt andrewispower: can you sign my steam profile Lana_Lux: is this for a bigger project? DeeboMC: Google info is already unreliable as well.. unless you’re an idiot girtss3: We are learning things here

limnick: curious, george guccibruf: 🐛 calcmath: exploration reward? Lana_Lux: i guess learning is a project andrewispower: george is a very balcanic name ,maybe you’ll want to eat some cabage rolls sometime Jehhred: George is doing this for shits and gigs l1ght5p33d: one does not simply “look at the training data” limnick: show fitness function george!! Lana_Lux: @Jehhred good enough reason to do it 🙂 DeeboMC: @l1ght5p33d 😆 andrewispower: i farted TeckelDev01: hey andrewispower: sry gigafact: @Lana_Lux George is normally just exploring random projects for fun. Check his github.com/geohot for more info l1ght5p33d: @deebomc WHILE THE NETS RUNNING Lana_Lux: @gigafact thanks 🙂 DeeboMC: 🤣🥳 eldac_kno: would be curious to see explore ue4 anguscupcake: opengl is fun l1ght5p33d: we’re gonna need another GPU DeeboMC: Gonna need a bigger server farm zup_zup: hey @georgehotz big fan andrewispower: my dream was always to become a pizza maker DeeboMC: Get old Macdonald on the horn manouchehri: Why is there a tiny twin bed in your living room? l1ght5p33d: pizza is probably the top 3 foods limnick: @manouchehri hes in SF that’s just his room LUL

DeeboMC: I think he’s in SD now manouchehri: @limnick that looks way too small for two people andrewispower: georgyboi are you living in a nutshell my men bovine_shield: Heyyyyy, the protester is back!! <3 DeeboMC: South Dakota, California calcmath: value of state should converge to 1 for both staes right? limnick: @deebomc ahh ok l1ght5p33d: put in sublime genieyou1: Love you bro calcmath: or is it iinfinite calcmath: well there is dsciounting calcmath: perfect policy is to follow, ehich means every step gives you 1 reward DeeboMC: White dread heads abound t00big2fl4il: An absorbing state is a state that, once entered, cannot be left DeeboMC: Sounds like Florida DeeboMC: For old people andrewispower: I'm a boomer DeeboMC: Ahh.. my apologies then Major_Spicy: Hows the progress going? @georgehotz

calcmath: trsnsition of states is completely random right? info303: just increase the learning rate 😀 aar0npham: @info303 we don’t want overfitting DeeboMC: Release the noops chai_wala: !uptime info303: does overfitting actually matter much in this case? DeeboMC: Game comes from within routerkicker: what are ht and gt? Xaotic: Guys does he only have a mbp 13 ? and runs a 5k monitor on that? Rezery: Hi george hows it going? anguscupcake: 16″ bro bismarckbamfo: So what’s thr bug? DiiCE3: !live calcmath: later steps got a reward Xaotic: @anguscupcake is this 16” now? DiiCE3: how long have you been live? @georgehotz execrationtv: uptime!

calcmath: needs more steps to converge DeeboMC: Approximately 30 years i believe chunks111: What is a tree-based search? girtss3: @DiiCE3 Almost an hour 12million_dollar_mobileye: 12million_dollar_mobileye subscribed at Tier 1 bovine_shield: I always knew I was stupid, but you make me feel like an amoeba l1ght5p33d: view source DeeboMC: Mobileye in the building ☝🏽🚨🚨 polysoulz_: interesting PogChamp zup_zup: ‘why doesn’t it work’ – story of my life thepeanufamily: do you see eye floaters? / have vision problems? 歡迎羽球單挑: what t00big2fl4il: what would working look like? thelastkek: have you tried putting it in rice roflcho: Putin? t00big2fl4il: I missed that damn my speakers Santiago_LHC: I’m reinstating Vjasal, who promised to sub t00big2fl4il: very simple game. It would work by guessing,,,, DeeboMC: It says you went offline on my phone but I’m still watching on my laptop. Did someone ban me, or is this a glitch? calcmath: it needs to learn that future states cant be affected by actions, that is not that easy, its basically a skinner box and ur muzero is getting addicted ofaas: 🙁 wainemier: you shoudnt put the replay videos only for subscriber I Vjasal: Vjasal subscribed at Tier 1. They’ve subscribed for 2 months! sorry for beeing rude yesterday St47ik: @wainemier they are on youtube anyway DeeboMC: @wainemier I’m a sub but I agree with this wainemier: wainemier: you shoudnt put the replay videos only for subscriber only we wanted to watch it

DeeboMC: @st47ik Not always t00big2fl4il: absorbing points in this simple game? bloopsterr: @wainemier most of them go on youtube the next day anyway t00big2fl4il: absorbing states ivche1337: Hello geohotz! I was wondering if you have ever heard of Voice stress analysis or If you have done any projects on it. If yes, any resources? brisingr1031: george really putting in the work for this project St47ik: nah it’s just a fun project 😀 eeXecute: a switch gigafact: if it does not work George will put more work into it. other people will give up but not George DeeboMC: I’m sure he’s heard of it. Anybody who’s watched TV/movies surely has bismarckbamfo: Check the discount function brisingr1031: go george! Penguino138: And we’re back! calcmath: lower discount value calcmath: so that ignores future rewards more easily DeeboMC: im go take a shower. good action St47ik: high value DeeboMC: lol l1ght5p33d: we learned muzero is bad at easy games brisingr1031: @12million_dollar_mobileye its convenient tho

calcmath: just try MCTS anyway? SHAVEYY_: @12million_dollar_mobileye its good for learning St47ik: bugs maybe Creamy_Goodness_: this code is so…. erotic ofaas: what do you use 12 million St47ik: WutFace routerkicker: please don’t talk about text editors. George is gonna get mad again brisingr1031: i think talking about keyboards is worse than text editors, he might just perma ban you St47ik: Stop NotLikeThis you’re a sub brisingr1031: ratirlSad bismarckbamfo: What about the L2 regularization? shr1ftyy: lol anguscupcake: lol Major_Spicy: 4Head Half of chat just gone HedgeOnTwitch: haha shr1ftyy: wiped 0R4NG3: permad KEKW dantusqq: na thickbordiga: no brisingr1031: no they dont samwilliamson7: What’s good george soldierheadsmite: nice one TheKoreanZombi: No money back just a life lesson thickbordiga: they also can’t even see the chat after they get banned soldierheadsmite: he fucked himself gaocaandra: NICE BOAT BRO

Major_Spicy: It’s just 5 dollars 4Head If he subbed to Hotz he can afford it easily St47ik: Comfy LUL gaocaandra: yea gaocaandra: stick it gaocaandra: stick that velcro Lana_Lux: TAPE IT gaocaandra: you dirty sailor ofaas: this is how i install my curtains St47ik: @Lana_Lux HeyGuys TheKoreanZombi: So this is how sailing works gaocaandra: that tape Lana_Lux: @St47ik hey! Vjasal: more tape gaocaandra: was a good metaphore risky_banana: this is what happens when you live on a boat, you lose your mind gaocaandra: for this proyect chunks____: a lot more tape involved then id thought gaocaandra: tape is fucking great badpartyhouse: badpartyhouse subscribed with Twitch Prime LiveCustoms: George what was your net worth at 21? shr1ftyy: just remove the fucking lamp omegalul l1ght5p33d: tape engineering Penguino138: GeoYacht gaocaandra: it was fun l1ght5p33d: not eco freindly Major_Spicy: I mad that sailing channel 🙂 St47ik: nice snacc samwilliamson7: It was great wycks: used to be really into sailing youtube , now im not GS540: any phillys fans at the beach protest? chunks____: maybe the gradient function needs more tape TheBlackzillian: !uptime LiveCustoms: As an accountant, what tf is MuZero? brisingr1031: ratirlGraph badpartyhouse: Just joined! What are we working on today? xeeton: sailing + machine learning is a winning combo ngl wycks: felt like I should be sailing and not watching sailing Major_Spicy: RatIRL is human trash kiaaREE Jehhred: Sailing Youtube is nearly on par with Extreme Ironing.. yes, it exists Penguino138: @LiveCustoms Muzero is complex predictive AI architecture brisingr1031: @xeeton self-driving boats?? St47ik: it’s better than AlphaZero l1ght5p33d: add logging Major_Spicy: @brisingr1031 are you here strictly for business? LiveCustoms: @Penguino138 nice, thanks l1ght5p33d: not just trying. then theres logs brisingr1031: ratirlBusiness l1ght5p33d: no idea

puffnfresh: puffnfresh subscribed at Tier 1. They’ve subscribed for 7 months! I want some more Coq St47ik: Article for new peeps https://medium.com/applied-data-science/how-to-build-your-own-muzero-in-python-f77d5718061a brisingr1031: @georgehotz wait so whats the problem? yungdeli_: @Critical780 no you’re confused TheKoreanZombi: Goodbye sweet prince Major_Spicy: @Critical780 KEKW anguscupcake: pwned Major_Spicy: The bans are almost more entertaining than the stream itself Pog St47ik: dinner soon markydothh: Sup George! markydothh: hey George, can i send you some crypto? node_storm: give me a good book recommendation and i’ll sub georgehotz: https://www.amazon.com/product-reviews/0833030477/ref=acr_dp_hist_5?ie=UTF8&filterByStar=five_star&reviewerType=all_reviews#reviews-filter-bar LiveCustoms: The Investors Manifesto is a great book St47ik: LUL

xeeton: @georgehotz referenced egen’s permutation city, I’ve been reading it and it’s good Penguino138: Did george already talk about the freedom protest? l1ght5p33d: is this just small random action space DeadSupra: hello George l1ght5p33d: does this ever work with any net l1ght5p33d: do i have to start jupyter now t00big2fl4il: digital dice computational solutions to practical probability problems PAUL J HAHIN Jehhred: @forkdb What are you? His mother? anguscupcake: learning many things is impossible node_storm: node_storm subscribed at Tier 1 Major_Spicy: Another one LUL Riqour: @forkdb rip stephen422: @forkdb heyyy how did ya get that sweet italics in chat DeeboMC: back. so fresh and so clean, clean…. What was mobileye talkin about lol t00big2fl4il: Paul J Nahin DeeboMC: extreme ironing rips dude alextodoroki: what was the conclusion for the coronavirus reverse engineering St47ik: @stephen422 𝙪𝙣𝙞𝙘𝙤𝙙𝙚 Major_Spicy: @alextodoroki im pretty sure he didnt finish it, said it’s too hard or sth along those lines moebe: what r the pros of using jupyter ? alextodoroki: based l1ght5p33d: lmao DeeboMC: mobileye was talkin about nahin? lol SHAVEYY_: PogChamp alextodoroki: tfw not sub Vjasal: hey non subs, what’s up

SHAVEYY_: 🚪 👈 non-subs out Penguino138: Someday the chat will learn 0R4NG3: TriHard 7 in the chat DeeboMC: but not today Riqour: Imagine being a sub TriHard DeeboMC: im a dom tho so risky_banana: ? fSyLyndon: TriHard DeeboMC: just a dumb pun lol TheKoreanZombi: Hard to tell. So many changes St47ik: discount is higher than before? TheKoreanZombi: I am talking about from the earlier stream. Too many changes for me to tell l1ght5p33d: can’t make continuous?

TheKoreanZombi: Did we and the lunar module already? TheKoreanZombi: *try Vjasal: teach your code to write better code WilliamMu6: would you say muzero is better than keras? Julianhgg: OK l1ght5p33d: reduce buffer to 3 THX1342: WilliamMu6 isn’t that comparing apples and oranges? THX1342: one is a framework, the other is an algorithm Julianhgg: !uptime robonhansonem: If I can get it to work, job? guinness84: do you drink SD tap wateR? guinness84: i don’t WilliamMu6: got it yungdeli_: except in flint Imao guinness84: LUL DeeboMC: @georgehotz would you ever consider building simple arduino robot to play around with this shit with, or do u think the lockdown is too close to ending to invest the time into that routerkicker: us tap water tastes like a swimming pool to me mashafique: This chat is so memey at times 0R4NG3: PogChamp St47ik: PogChamp TheKoreanZombi: Nice lander gaocaandra: o shit erlsek: PogChamp DeeboMC: lol ok. well forget about the lockdown aspect

yungdeli_: POG routerkicker: YES! Progress Jadess: LOL ultraolesia: KEK Jadess: POGGERS toashh: KEKW achamorro008: hello form Nicaragua Jimbo51: Houston we have a problem mashafique: Progress PogChamp ivche1337: george, have you ever heard of Voice stress analysis, and if yes any resources for learning more about it? robonhansonem: Muzero is coming for your job THX1342: i haven’t followed a lot of these past 2 days but isn’t your follower game too ‘strict’? one wrong move and the game is over, so the AI doesn’t have ‘space’ to learn chai_wala: Wish I could learn so fast robonhansonem: Google, yo Th3R3dQu33n: hey, how many Starships is Elon Musk on these days? THX1342: oh ok… I thought it was working with wrong move == gameover eeXecute: i give it 4 trys TheKoreanZombi: There’s the old falling lander I love DeeboMC: do you even hardware anymore? ultraolesia: rip adamalex16: homeboy should come over to my house and jailbreak my ps3 St47ik: MuZero supposed to be the “State-of-the-art” LUL zup_zup: is your chair comfy? gaocaandra: the more close you see ml the shittier it gets ultraolesia: @zup_zup his chair looks really uncomfy gaocaandra: o man THX1342: is the muzero import your own implementation? gaocaandra: the cringe zup_zup: two more weeks? Lana_Lux: imagine how clumsy the world would be with this as our AI overlords zup_zup: oh lol St47ik: LUL DeeboMC: tumor weaks lebop: how did you find out about muzero and why is it relevant? THX1342: from general AI to cartpole AI THX1342: LUL FrancescoTommaso: lol gaocaandra: how sure are you the implementation is correct DeeboMC: thats why i asked about hardware implementation gaocaandra: ? routerkicker: is there muzero samples to download and compare to yours? Bushfries: can you teach me how to write python code?

THX1342: it’s only a matter of designing problems in a cartpole framework ivche1337: let it find covid vaccine lmao FrancescoTommaso: maybe it’s overfiting bismarckbamfo: Cartpole solves itself St47ik: “MuZero takes the ultimate next step. Not only does MuZero deny itself human strategy to learn from. It isn’t even shown the rules of the game.” lebop: o Iluvmf: Didn’t see all the stream, does the agent start by taking random action with a epsilon type frequency ? gaocaandra: yeaaa FrancescoTommaso: is this code going to github? jeankx23: brbrbr gaocaandra: it already is FrancescoTommaso: good THX1342: alright.. gn FrancescoTommaso: i will try to improve it xeeton: you sholud walk through the MCTS SHAVEYY_: @FrancescoTommaso https://github.com/geohot/ai-notebooks/ FrancescoTommaso: thanks bismarckbamfo: Will fix Muzero and submit pull request goergehotz: goergehotz subscribed at Tier 1 mashafique: LULW drdislupo: what is going on exactly? guinness84: stalker monkaS aar0npham: did he fix it? DeeboMC: Eliezer “what a false dichotomy” Yudkowsky fabaoproo: I’m i big fan of you, from Brazil

g_gWillis: pokeHmm markydothh: What is the benefit of keeping code in VIM and running in Jupyter? eDONze: i’m from brazil too kkkkkkkkkkkk peter35_: clintSuave gentlemen Th3R3dQu33n: @markydothh easier testing pwnbase: goergehotz, presadent cumma ai FrancescoTommaso: I am also from Brazil olvroger: me too markydothh: But still have to update code in VIM yea? eDONze: i can’t play football in quarantine so i come to see george timetrap2e: What’s up georgey ytazn: My roommate didn’t remember taking a college course on differential equations DeeboMC: lol damn thats burnt city… or an assload of edumacation gaocaandra: i didnt understand what you just did cod4_lightning: studying for OSCP rn, sup? gardiyanismet: what is he working on? loouai: george why do you keep the jupyter default theme fabaoproo: It is still about covid? gaocaandra: you assigned p to a ignoring v, to use it to re calculate the state? 3minus2: if i want to start programming/coding, with language should i start with? and what are the differences between them? ytazn: Oh this is a try random shit measured against some chosen fitness gaocaandra: WHY? FrancescoTommaso: is MuZero well suited for this? maybe it’s mcts does not have time to explore enough in a short amount of time gaocaandra: sry caps

SHAVEYY_: @3minus2 the first language I actually learnt stuff in was nodejs FrancescoTommaso: I was trying to build a bot for generals..io and I had to give up no mcts FrancescoTommaso: on ytazn: @gaocaandra because that’s similar to how kids learn chrispickels: rewrite in rust SHAVEYY_: I hate nodes syntax though neilsweb: Somebody was playing too much Mortal Combat when they named this algo chrispickels: PLEAse rewrite in rust now loouai: nodejs isnt a language info303: nodejs is a runtime not a language raisedbyphantom: is he using ubuntu ? nsielicki: good evening routerkicker: YES ytazn: What’s the measure of fitness? l1ght5p33d: nooooo FrancescoTommaso: LOL yuyaaah: Yes SHAVEYY_: @raisedbyphantom based johnpyp: PLEAse rewrite in rust now l1ght5p33d: push to github cod4_lightning: what’s the point of doing streams about very hard topics that you are only understand? mburke005: puke peter35_: 3minus2 i started with C and i liked my path ytazn: No xeeton: lol joseanavarrom: It would hahaha loouai: broo get a jupyter dark theme plsssssss ytazn: Wtf is rust gaocaandra: @ytazn how so 3minus2: @SHAVEYY_ what do you think of python? ive been told its “easy” to learn l1ght5p33d: im trying to write follower from a blurry screenshot neilsweb: What chair is that? nsielicki: any experience with Julia? bismarckbamfo: Darkmode DeeboMC: write that shit in cobol breh ytazn: @gaocaandra you have some measure of fitness like positive feedback from your parents and you try random shit to trigger that l1ght5p33d: how u get in pygame always bad shape shape alwayysss whyyyy robonhansonem: We need a fizz buzz stream birkett0011: how do i install pandas ytazn: That’s how these algorithms work without knowing the rukes cod4_lightning: I mean what’s the % of watchers that actually understand what you are doing? SHAVEYY_: @3minus2 python is probably the go to for new programmers tbh chrispickels: put an extra pole in the cart chrispickels: one pole is too simple mashafique: I don’t think George streams to teach us. From what I remember he said the stream is about talking shit and being somewhat productive LUL gaocaandra: yeah i understand the whole reward thing, what is confusing me is i thought that was the function that determined which node was visited next skinnypuppy69: little to none @cod4_lightning TheKoreanZombi: @cod4_lightning Why are you watching if you don’t understand? neilsweb: I didn’t know jack dorsey streamed 3minus2: hm ok, can you explain a super noob the differences between all these languages? FrancescoTommaso: is it running a mcts and deciding what to do at everyframe? chrispickels: one pole is a simpleton’s game gaocaandra: nevermind i’ll look at the code later vHyphy: vHyphy subscribed with Twitch Prime ytazn: The only way to understand is try yourself birkett0011: Have you guys seen any real world applications of RL? not just computer games ect? vHyphy: My dad loves your shit cod4_lightning: I mean I watch in the hope of learning more about programming by a professional programmer!

lolzmaster99: @birkett0011 Optimal control theory info303: @birkett0011 it can be used for stocks, logistics, ton of applications ytazn: @birkett0011 yeah eventually a car in a novel situation will be able to figure a solution de novo given it doesn’t destroy itself on the process birkett0011: @lolzmaster99 anything more specific on the simulation side. So far my experience has been dismal for simulation birkett0011: I work extensively in Anylogic simulaiton and it seem like a perfect match but havent seen any decent applications vHyphy: How do I share my sub 3minus2: @SHAVEYY_ hm ok, can you explain a super noob the differences between all these languages? nsielicki: what’d you change in select_child? gaocaandra: make it rand between 0-1 loouai: @3minus2 https://www.youtube.com/watch?v=Sg4U4r_AgJU&t=1353s gaocaandra: see what happens skinnypuppy69: why does my professor tell me to make psuedo code but even george hotz doesnt make pseudo code gaocaandra: the root has visit count gaocaandra: in mcts nsielicki: @skinnypuppy69 because the university education system is about making workers en masse, not making good workers cod4_lightning: @skinnypuppy69 cuz he is legend, and your professor is a noob! chunks____: nah, they dont teach anything about being a good programmer in school loouai: @nsielicki preach ytazn: Your professor doesn’t have to write code that people use gaocaandra: the first time it defaults to the first because uct = infinity for all nodes skinnypuppy69: geez it was rhetorical lmaoi chill out

birkett0011: Any of you messed around with the #Hash simulation stuff? Seems like good place to apply some of this RL on more complex systems. https://hash.ai/index/search?contentType=Simulation&sort=dateModified lolzmaster99: Yes ytazn: Lmao my professors are dumb too cod4_lightning: I subscribed now I am in the safe zone gaocaandra: because n = 0 gaocaandra: the second time the first node will have n = 1 skinnypuppy69: all professors are dumb, youtube is how you learn gaocaandra: so it will go to the next ytazn: @skinnypuppy69 true DeeboMC: Most* professors guinness84: have u tried gripping the handle differently, your slicing right a bit ytazn: I prefer to read skinnypuppy69: i learn by seeing not reading so kudos gaocaandra: are you counting root visits? i think you should nsielicki: introductors fundamentals classes aren’t taught by the brightest, but if you’re lucky your junior and senior classes will be taught by people as smart as george DeeboMC: well then.. thats never gonna make you elite ak0ya_: Cold it be that mcts not working is juts a symptom of a bug elsewhere? ak0ya_: *could ytazn: Yeah starting out I used videos to get more of the emotional vibes of what’s important FiZdaWiz: bruh u are a genius cod4_lightning: I subscribed geo. Show me your dotfiles LOL! IaMvAzU: stockPray HeyGuys Major_Spicy: Non-sub chat PogChamp chunks____: maybe it needs a sigmoidal function skinnypuppy69: @deebomc me? DeeboMC: yes FiZdaWiz: i dont know wtf you ever do and i watch hrs of your videos so interesting SparksCx: shameless ViktorTV: @georgehotz Consider a system with two components. Transitions among the states of the system can be represented using a Markov chain as shown in the following figure. In this figure, each state of the system represents the number of components in operation. Derive the steady-state probability vector in terms of the parameters r and p. Vary r and p each simultaneously from 0.1 to 0.90, in steps of 0.10, and plot the probabilities of states 0, 1, and 2. You will have three plots, one each for sta FiZdaWiz: lmao link onlyfans WEEEEEEEELL_ITS_KNOCC_OUT: buddhaGasm IaMvAzU: lol IaMvAzU: whats ur onlyfans link? l1ght5p33d: whats a dot file SparksCx: actually shameless skooches: sup geo, what we doing today samwilliamson7: Whatcha drinking??? cod4_lightning: we don’t have paypal in my country. any other option? l1ght5p33d: is that what u said guinness84: send dots plz DeeboMC: lmao johnpyp: s Noxique: gimme the OnlyFans link OH MY GAWD Kreygasm IaMvAzU: whats ur paypal? ViktorTV: Consider a system with two components. Transitions among the states of the system can be represented using a Markov chain as shown in the following figure. In this figure, each state of the system represents the number of components in operation. Derive the steady-state probability vector in terms of the parameters r and p. Vary r and p each simultaneously from 0.1 to 0.90, in steps of 0.10, and plot the probabilities of states 0, 1, and 2. You will have three plots, one each for states 0, 1, an SHAVEYY_: yes IaMvAzU: yes thickbordiga: yes lolzmaster99: Ban Viktor gaocaandra: ban ViktorTV slayerdaniel: yes they allow men ViktorTV: no pls sit_d: they allow animals. too skooches: ms added hypervisor tampering checks into patchguard so i’m trying to mitigate them because how else am i going to reverse anticheat for clout otherwise archiveutility: Yeah DeeboMC: cashapp and id do it theirishtripleking: Yes you are allowed to do the helicopter nsielicki: he’s asking for homework help lolzmaster99: It’s a homework problem SHAVEYY_: LUL slayerdaniel: they allow men named George too Mariosavitch: hello mr hotz ViktorTV: i keep on sending it in the wr ong chat ViktorTV: the first was intentional nsielicki: very plausable story ViktorTV: the second was not gaocaandra: asking for help with homework should be bannable

TheKoreanZombi: Chat forgives you Viktor ViktorTV: @gaocaandra suck me bitch ViktorTV: @TheKoreanZombi ty Mariosavitch: i have a 200 word essay due tomorrow cod4_lightning: I bet if you do “Configuring Mac and Vim like an ex-iphone hacker” you will get more 100k in a month! LOL! DeeboMC: ok NOW ban him gaocaandra: wow calm down gaocaandra: we are a chill collective skooches: zackfoSQUARE lolzmaster99: Might as well try min_max_stats DeeboMC: exactlyu gaocaandra: of people working overtime slayerdaniel: bro this chat lol gaocaandra: and twekve yearolds slayerdaniel: LUL DeeboMC: viktor can gtfo.. gaocaandro = 5 viktors, at least olvroger: what did i miss wtf l1ght5p33d: @gaocaandra are you in school olvroger: PogChamp gaocaandra: i’m at home cuarantined working 80+ hours a week george is the closest thing to human contact i have TheKoreanZombi: muzero go brrrr for ones skooches: mutantfeDollbaby me trying to understand specifically what geo is doing without backstory bro share the notebook or something gaocaandra: github Mariosavitch: its aware??? gaocaandra: check his latest commit guest1GRjBAYo: why stream? skooches: “github” so specific thanks bro got it i shall open github.com cod4_lightning: anyone have paypal with 50$ in it and like to exchange with something? geo, you will upload them to a private repo and email the link to me.. OK? LOOOL l1ght5p33d: @gaocaandra watching twitch olvroger: geez DeeboMC: lmaooo @skooches gigafact: https://github.com/geohot/ai-notebooks Mariosavitch: are you interested in finance hotz? nsielicki: what kind of performance bump were you really expecting from monte carlo? olvroger: you mad or what gaocaandra: ye skooches: @gigafact thank you sir ojreevTea AppleGrape: @georgehotz Where can I learn ML man gaocaandra: we tried using it gaocaandra: to route ambulances at work nsielicki: hahahah Mariosavitch: lol gaocaandra: we still have it collecting dust in a bitbucket nsielicki: it seems like it’s better at discrete problems tonyk76: yoo nsielicki: many dissimilar states sit_d: turn out God only runs on supercomputers slayerdaniel: is that a futon next to you DeeboMC: *quantum junwohwan: Lol

Twistedbane: Twistedbane subscribed with Twitch Prime gaocaandra: yeah DeeboMC: seriously tho gaocaandra: routing is gonna have to wait gaocaandra: esither that gaocaandra: or some amazing shit happens lolzmaster99: Increase exploration noise again nsielicki: show plot pls l1ght5p33d: @gaocaandra ban drivers and add comma ai gaocaandra: jajjajaaja lolzmaster99: It’s stuck near local minima gaocaandra: thats the plan guinness84: monte carlo was a snitch gaocaandra: there is like 2 flors of human labour that im gonna delete skooches: its a fucking place not a person lmfao cod4_lightning: if anyone has no idea what the hell he is doing: https://en.wikipedia.org/wiki/AlphaZero nsielicki: well we expected it to be better, I just am struggling to understand under what conditions the naive strategy would outperform it, something we’re missing DeeboMC: you dont know larry “monte carlo” jones? Mariosavitch: we smart FrancescoTommaso: at least you did car pool Kawhiet: Is there a video with proof? slayerdaniel: we bout to fake the moon landing boys? eeXecute: Go party mashafique: Party time PogChamp wainemier: ‘what IaMvAzU: is that the muni? cod4_lightning: what is this noise? Ne0Zer0: PartyPopper l1ght5p33d: you should also yell skooches: dotsNeurons cod4_lightning: goooo partyyyyy DeeboMC: they might be giants too Ne0Zer0: PartyTime wainemier: PogChamp Ne0Zer0: PartyHat treestompztv: WOOOOOO gaocaandra: coronaparty l1ght5p33d: yeez slayerdaniel: there we go nsielicki: https://www.youtube.com/watch?v=wmWJ27glFQY Lana_Lux: someone has an air horn? Lol raisedbyphantom: POG mashafique: PartyHat cod4_lightning: this is some interesting content right here skooches: zackfoSQUARE me outside geo’s apartment building screaming at him node_storm: lmfaoo. tell them we are trying to work up here. keep it down cod4_lightning: please please please do one hackthebox today fa_k: m cod4_lightning: somebody still partying alone out there LOL

mangoxavier: Going to read the docs cod4_lightning: MaxLOL MaxLOL slayerdaniel: SeemsGood cod4_lightning: this part in the stream will be muted on youtube DeeboMC: buckethead – dawn appears skooches: you keep saying that but i don’t see anything landing on anything lunar cod4_lightning: stop violating copy rights peter35_: heck yea learn to hoverslam that ho routerkicker: fuck copy rights TheKoreanZombi: Yes, I have seen lunar lander cod4_lightning: geo, do you like IoT? DeeboMC: “hoverslam that ho” lmao mik12f4: maybe it only wants to play Global Thermonuclear War? skooches: this is we keep the gpu box onhand because we don’t have 12 hours to see if our training outcome is good katrocitus: are you trying to learn rust? FrancescoTommaso: my cat solved car pole cod4_lightning: https://gym.openai.com/envs/CartPole-v1/ info303: connect4 is a good one to use because it’s a solved game PrivateOrange: What about https://github.com/werner-duvaud/muzero-general ? info303: so you can test it against a perfect strategy xeeton: how can your naive implementation be faster than MCTS? slayerdaniel: george, ya got any ice cream?

DeeboMC: blackkack? Mariosavitch: he dead DeeboMC: jack* Jehhred: The lack of thrust is discerning bulksquat_thrust: You ever code a stock trading bot? nsielicki: doesn’t surprise me that a paper with the word “superhuman performance” in the abstract lacks reproducibility cod4_lightning: we’ve learned reactjs last time, let’s learn nodejs today slayerdaniel: liars, all of them, liars aar0npham: could be a photoshop image =? DeeboMC: @georgehotz Data > Spock, amirite? cod4_lightning: “WE TYPE AND CLICK WHILE WE SHIT TALK” axx88: What game is he coding? searchingforlife: LUL DeeboMC: he’s isnt Kawhiet: just throw more tpus at it Mariosavitch: does it know it has actions to fire thrusters nsielicki: https://www.youtube.com/watch?v=pudIZbCRq_c FrancescoTommaso: brute force way MoTeMiB: !uptime Pr0ject414: as obi one konobi once said… “throw all the tpus at it” TheKoreanZombi: It is going for speed and accuracy slayerdaniel: it just doesnt feel like it cod4_lightning: do you watch streams other than yours? searchingforlife: its trying its best DeeboMC: @nsielicki lol mik12f4: delete the ground

TheKoreanZombi: If the lander flips upside down and fires its thrusters so it crashes faster I will be happy DeeboMC: @Pr0ject414 great man, obi wan Mariosavitch: its learned to die quicker janpoonthong: What is your Mac spec? nsielicki: he’s got one of those new 16″ mbp Pr0ject414: @deebomc but obi one is the better man… he is number 1 cod4_lightning: @janpoonthong 13 macbook maxed out i think DeeboMC: i see what you did there janpoonthong: @cod4_lightning I see node_storm: he has the new 16 inch i think bulksquat_thrust: this was a bad stream to hop in the middle of huh bulksquat_thrust: my small brain doesnt know whats happening FangSkillz: hes coding cod4_lightning: @bulksquat_thrust EXACTLY! FangSkillz: but trying to make his custom spaceship to fire thrusters @bulksquat_thrust janpoonthong: He use laptop to code? FangSkillz: yeah FangSkillz: i guess idk LUL nsielicki: NOT BAD AT ALL JeanFrag: does it always respawn close to the center? then any (alteration of angle)(power of truster) will likely push it away @georgehotz cod4_lightning: He needs that Mac Pro node_storm: making progress FangSkillz: !spec FangSkillz: !pc bulksquat_thrust: ah birkett0011: very smrt sit_d: he’s just a baby FangSkillz: ^ costcospizza: true janpoonthong: What he is doing now? JeanFrag: I think you should randomize respawn zone, not in the center @georgehotz janpoonthong: Creating game? FangSkillz: waiting till model starts thrusters @janpoonthong cod4_lightning: @georgehotz make a petereon so we can get you a mac pro maxed out with 1tb ram so you make us more top notch streams DeeboMC: @cod4_lightning you cant be serious

Lana_Lux: @janpoonthong he’s using MuZero to solve a game FangSkillz: “@georgehotz make a petereon so we can get you a mac pro maxed out with 1tb ram so you make us more top notch streams” – @cod4_lightning StopitDonk: ^ FangSkillz: i guess he doesn’t have chat open LUL JeanFrag: rip cod4_lightning: @deebomc yes i am, he deserve that! ytazn: Ok I installed it DeeboMC: he can afford it if he wants it bulksquat_thrust: what mac is he using? l1ght5p33d: make observation learning 32bitrobo: twitchRaid bulksquat_thrust: seems like its breathin hard l1ght5p33d: [email protected]& keras tho what does concatenate even do FangSkillz: twitchRaid bubblesnot: @georgehotz how well is the comma two ADAS device selling? nsielicki: stop asking about [email protected] and his computer and whether he wants a mac pro, he’s happy with his setup DeeboMC: this guy gets it cod4_lightning: anyone here coding along with him and trying to solve the problem with him? l1ght5p33d: jk keras is good FangSkillz: @nsielicki are you sure since he hasn’t said anything nsielicki: it’s in the description as a bannable offense routerkicker: give it less reward when It’s vertical velocity is high FangSkillz: but we are just trying to help him so i don’t know how this would be a ban offense bulksquat_thrust: just wondering the hardware needed to run this faster lol

FangSkillz: ^ DeeboMC: i dont think you guys are even sycophants, you’re just irrationally subservient and infatuated Loutlot: Loutlot subscribed at Tier 1. They’ve subscribed for 2 months! JeanFrag: can you randomize the spawn point? @georgehotz cod4_lightning: do you announce that you are going to stream about a specific topic before on discord, so we can have an idea and prepare? DeeboMC: no DeeboMC: i dont even know that as a fact i can just infer info303: if it randomly explores maybe it just needs a lot more episodes? ytazn: Does it know how to fire thrusters? eeXecute: maybe it’s getting rewarded to early jk idk pokerpete555: I vote @JeanFrag idea l1ght5p33d: manual input,, pipe state to history buffer pokerpete555: whatever thats worth fychvhvjh: you can take on big semi autonomous car comps they will have vegence on u DeeboMC: i think its a good idea badpartyhouse: Reverse the value for the down thrust l1ght5p33d: or switch the sign of something badpartyhouse: make the down thrust positive badpartyhouse: see if it learns that way bottonresult: !uptime fychvhvjh: are you selling car data to the asians? rudolphdoesgames: how was the protest? ytazn: 1900 collect a bunch of employees run a company 2020 collect a bunch of packages run a company JeanFrag: should i even try saying it again? badpartyhouse: it is making the down thrust has such a negative value, just make it into a positive value and see what happens then??? cod4_lightning: how can i control a robot with an iOS app? what are the steps for doing that? ytazn: Lunar lander?

l1ght5p33d: Parse the history and reverse the sign on everything ytazn: Or tic tac toe? DeeboMC: step one: locate a toys’r’us cod4_lightning: can you talk about your pwn2own experience? l1ght5p33d: manual input good values JeanFrag: can you randomize spawn point? @georgehotz ytazn: Guys I’m at training step 20 of 10k JeanFrag: yea fychvhvjh: can you start an all girl coding class to promote equality gaocaandra: yeah that makes sense ytazn: Guys this is super fucking boring ytazn: I have to wait for 100k ganes l1ght5p33d: what DeeboMC: @fychvhvjh primo shit lol JeanFrag: right now it is not worth risky using thrusters when it gets better results not doing anything because it respawns in the center @georgehotz ytazn: The model eats 100k games nsielicki: lol Ne0Zer0: LUL iIyaRPV: iIyaRPV subscribed at Tier 1. They’ve subscribed for 2 months! PiroFloydian: Bio hype gaocaandra: bio is the future rickoftheroot: LUL ytazn: Lol bubblesnot: How well is comma ai doing? abe8k: how often are you doing covid19 bio? joined twitch for it tbh raystriker98: well they do have unlimited resources thanks to Google sit_d: the details of their results are lackluster bubblesnot: Ok np l1ght5p33d: it’s just sparse reward just move things and sink into different minimum no problem

TheKoreanZombi: @abe8k He is done with bio DeeboMC: “bio is over..” (portlandia, anyone?) ytazn: Bad rewards still help tho? FrancescoTommaso: maybe solve this with good and old q-learning or sarsa gaocaandra: do what jeafrag said ytazn: Bad rewards say don’t do that nsielicki: so what’s happening that it’s approaching a solution and then getting thrown out? we need to do more math gaocaandra: ok FrancescoTommaso: Ok JeanFrag: yes! pokerpete555: yay Jean nsielicki: something in replay l1ght5p33d: initial conditions are the most important thing in most complex systems raystriker98: atleast a few Tesla v100s Pr0ject414: “just spin up a vm and bingo bamo bobs your uncle” DeeboMC: lol numlox: maybe run it on colab? AppleGrape: Integrating this into no limit texas hold em raystriker98: colab free only gives you one single slow xeon core gaocaandra: or some other paid service, you could sell out for compute and shove ads raystriker98: and 2 threads Pr0ject414: i got a 2080ti let me just give you access to all my personal files LOLOL DeeboMC: blackjack’s way more likley l1ght5p33d: know all the other players cards pokerpete555: I’m playing the great game right now while watching info303: why not see what happens if it runs for longer? pokerpete555: holdem, not blackjack routerkicker: maybe discount it still a bit too high? DeeboMC: blackjack is solved tho pokerpete555: yup pokerpete555: ez oversum: Think it’s good practice for a programmer to have both Mac and Windows? DeeboMC: windows is spyware confrimed, so theres that.. but otherwise yea

AppleGrape: I have both l1ght5p33d: you want to do observation on poker i would think AppleGrape: I prefer my mac for web dev WhispyHerc: still working on cartpole? l1ght5p33d: manually input state of chips and who wins Pr0ject414: bit too high meaning go down in numbers closer to zero? oversum: I mean I’m in my junior year of college for cybersec and I’m starting to see more and more mac stuff DeeboMC: mac for work; linux for fun… altho george does the opposite nsielicki: lol ytazn: @deebomc I’m flipped too but I’ll get fired soon oversum: savage l1ght5p33d: need WPT logs WhispyHerc: do be wiggling fast doe 😳 katrocitus: do you kaggle? Pr0ject414: so a marked improvement after going down .01 Pr0ject414: or just luck DeeboMC: @ytazn you want to get fired or you just anticipate it happening soon? pokerpete555: @l1ght5p33d better to solve cash than tourney gaocaandra: randomize it 78DHF: !uptime gaocaandra: lunar_lander.py gaocaandra: is the filename ytazn: @deebomc I anticipate it cus I’m trash and I build so slow gaocaandra: line 56 gaocaandra: is the param i think

gaocaandra: i dunno gaocaandra: https://github.com/openai/gym/blob/master/gym/envs/box2d/lunar_lander.py knitler_: How is it stopping an infinite recursion through the tree? DeeboMC: lol damn.. well with an realistic outlook like that, i think you’ll do just fine l1ght5p33d: make bin size of action and mostly use same action then smol random nsielicki: :set paste nsielicki: why does vim do that anyway? DeeboMC: puts you ahead of, maybe, 80-90% people probably.. just give it time and keep perpetually improving gaocaandra: 138 ytazn: What does Jupiter do?

swftdev: Jupiter is a notebook environment to write code in nsielicki: the thing is the paper is about not knowing any of the rules, it shouldn’t need to have this rule of the game exposed to it l1ght5p33d: ;;;;;;;;;;;;;;;; swftdev: make code streams work again l1ght5p33d: is spamming ascii llegal gaocaandra: penalize it for not using thrusters ytazn: @swftdev ty shutchie: isn’t the -100 crash? gaocaandra: JAJAAJAAJJAJ bulksquat_thrust: i need a programming project to save me from boredom but im not creative enough to figure one out myself

gaocaandra: join a cult AppleGrape: There is so many possibilities AppleGrape: use your brain man be9ns: hes in the vim cult badpartyhouse: this shit is broken gaocaandra: how is that happening? nsielicki: agh this is fucked superluminal86: jupyter cult routerkicker: maybe change discount back. idk man gaocaandra: maybe it takes longer FrancescoTommaso: increase punishment JeanFrag: is there a cost to using thrusters/ Pr0ject414: -69 for not using it gigafact: I still remember the stream when you said you did not want them to end in failure. We will ever make this work nsielicki: i think the strongest theory so far is that it just needs much more compute than we’re throwing at it JeanFrag: does the benefit of winning closer to the center outweigh the cost of using thrusters? FrancescoTommaso: reduce loss of points for time to completion gill_bates_macrosoft: @bulksquat_thrust I’m doing a few stuff here, except in rust https://github.com/rby90/Project-Based-Tutorials-in-C be9ns: heard to talk to lex about Haskell, any projects besides a compiler? WhispyHerc: wait so if using the thrusters is bad why do you want it to use the thrusters if it’s finding ways to solve it without them ytazn: This is like slapping the pilot when he messes up ak0ya_: maybe mcts search? shutchie: is the negative reward for using thrusters being overcome by a positive reward by getting closer to the surface? seems like the reward needs to be based on descent rate swftdev: this is the existential moment where if it works or not might not matter info303: is the idea with muZero to discover the actions on it’s own? ytazn: Slapping the pilot seems like a great idea now knitler_: seems like the reward would be much easier for chess/go swftdev: sticks not carrots Pr0ject414: im waiting for the tomcr00se music stream bulksquat_thrust: @gill_bates_macrosoft ive been doing stuff in c++ to get better at memory management TheKoreanZombi: Doesn’t the lander by default penalize thruster use or is the main engine different than thruster? “Firing main engine is -0.3 points each frame.” badpartyhouse: give it more reward if it keeps the time going Iluvmf: LUL LUL LUL node_storm: hahaha WhispyHerc: LUL gigafact: damn shutchie: descent rate badpartyhouse: ahhahaha nsielicki: “can’t lose if you can’t see me, bitch” Kawhiet: progress rickoftheroot: LULW FrancescoTommaso: LOL bulksquat_thrust: “cant lose if i dont try” haha gaocaandra: jajajaa badpartyhouse: well the negative reward is not so bad DeeboMC: slappa de pilot badpartyhouse: ahhaha Musashhhi: trying to get to earth LiveCustoms: Geoooo WhispyHerc: OMEGALUL rickoftheroot: LUL vanishingtacos: LUL LUL Pr0ject414: give it a height restriction negative reward shutchie: @georgehotz base the reward on the descent rate being within a specified range? DeeboMC: lmao ytazn: Penalize it randomly phrixus_bro: same starting weights every time? swftdev: where there is a determined correct outcome instead of a range of outcome

bubblesnot: Run it as admin eljok3r: timeout ytazn: Yeah try running it as admin gaocaandra: penealize acceleration in the downward sense DeeboMC: sudo work rickoftheroot: LUL TheKoreanZombi: Learned a barrel roll Penguino138: Open Starfox bubblesnot: SpaceX Iluvmf: I dont think thats what we wanted, but I guess it kinda landed ytazn: It learned drunk flip l1ght5p33d: i like punish downward acceleration gaocaandra: punish unstability DeeboMC: i second that Pr0ject414: after we learn muzero we do Unity ML agents gaocaandra: measured by rotation ytazn: Punish independent hoping and dreaming DeeboMC: punish downward accelration bubblesnot: What if boosters did shorter burst? DeeboMC: lol gaocaandra: is the penalization they used the same a s the default in gym? ytazn: Punish being purple iKanak_: just solve it manually and punish it for not following your actions gaocaandra: punish it for not punishing itself pokerpete555: just punish it bulksquat_thrust: that learning rate tho l1ght5p33d: you need whole run window of history ytazn: Yeah just punish l1ght5p33d: whole entire one DeeboMC: punish it for accepting reward jimmyadaro: lmao hello gaocaandra: randomly punish it no_g: punish it like an abusive father nsielicki: story of my academic career right there badpartyhouse: i volunteer as tribute vanishingtacos: Keyword is might Pr0ject414: this dude is doing 20,000 training rounds FrancescoTommaso: RL usually takes forever FrancescoTommaso: look at leela chess zero Penguino138: I don think we should punish it? Has anyone seen Ex Machina? dotsKpog info303: thats what Ive been sayin 😀 GandalfTheGrayOfHell: Is cart pole done?

nsielicki: anyone else hate how np.array([1])*4 is [4] whereas [1]*4 is [1,1,1,1]? DeeboMC: i havent seen it but ive heard the plot info303: i mean running it for many more episodes l1ght5p33d: does anyone know if this was a hack https://www.nytimes.com/2020/01/09/world/middleeast/iran-plane-crash-ukraine.html superluminal86: Does Mu zero applies some kind of exploration/explotation? nsielicki: yeah it hacks the computer to make the answer good Pr0ject414: Can you run it in parallel? DeeboMC: if you have to ask you arleady know it was l1ght5p33d: incompetence info303: i think it has to since it learns everything from scratch Pr0ject414: Many iterations at once l1ght5p33d: also plausible af l1ght5p33d: need passenger list Pr0ject414: listen to the sound of the electric toothbrush as it passes over his glistening teeth GandalfTheGrayOfHell: Can hear the cpu fan running 4Head l1ght5p33d: this is what happens when u give robots knives bulksquat_thrust: kek LiveCustoms: George you play Pokemon? radixcov: Mac or Linux? gaocaandra: this s the new protein fold superluminal86: Does Mu zero applies some kind of exploration/explotation? TheKoreanZombi: run overnight, resume tomorrow FrancescoTommaso: the problem is that it seems to lack exploration Pr0ject414: Is it possible to run this in parallel? raystriker98: please stop the random n00b questions ,chat GandalfTheGrayOfHell: Chat ask about the key board Jebaited monkaS Pr0ject414: asynchronous actions routerkicker: discount on the dudes github is 0.997 JeanFrag: it is clearly capable of learning, it learned to not use thrusters, so the problems is the incentive that makes it want to not use it @georgehotz bubblesnot: @georgehotz what is your prediction on quantum computers?

TiPera: Hi there 0R4NG3: monkaS l1ght5p33d: they can predict the future duh routerkicker: lotsa thruster action i think robonhansonem: Last time someone asked he was bearish on Quantum computers in the near term l1ght5p33d: obviously wave packets propogate back from the future l1ght5p33d: everyone knows that l1ght5p33d: its all about group velocity robonhansonem: The Canadian QC startup D-wave was a scam l1ght5p33d: makes radiation in nuclear blue l1ght5p33d: https://en.wikipedia.org/wiki/Cherenkov_radiation eDONze: sd be9ns: george do you play any videogames? swftdev: are links banned?? swftdev: @georgehotz https://arxiv.org/pdf/1905.09381.pdf mik3xx: I don’t know anything about computing or coding. But it looks interesting and you’ve inspired me to learn. Should I take a course or learn on my own? What language should i learn? DeeboMC: d-wave actually did nothing? gaocaandra: learn pyhon mik3xx: I heard python will be outdated soon? gaocaandra: na nsielicki: observation gaocaandra: no such thing

swftdev: milk meme’n real hard nsielicki: learn c++20 nsielicki: c++20 is python but fast iIyaRPV: Jebaited nsielicki: i’m so excited about STL ranges and views that it’s unhealthy stale2000: 5Head forkdb: Ok l1ght5p33d: anyone know if you could run a game in javascript by streaming an image and hacking some input layer over it nsielicki: https://en.cppreference.com/w/cpp/algorithm/execution_policy_tag_t is next-level stuff that AFAIK doesn’t exist in any other serious language routerkicker: @l1ght5p33d what do you mean? use html5 canvas jwlolol: !uptime DeeboMC: long time l1ght5p33d: canvas is pretty good iIyaRPV: ~3.5h @jwlolol nsielicki: and that’s on top of a few hours this morning justenpassant: so you didn’t get arrested. nice jwlolol: nice DeeboMC: he didnt go…. napped and watched on youtube instead coProof: He’s not stopping! l1ght5p33d: jail is not so bad as long as you don’t fight anyone DeeboMC: depends on duration as well

DeeboMC: it can get boring cod4_lightning: studying OSCP 2020, any tips? l1ght5p33d: @deebomc i suppose i meant that more as a warning justenpassant: are you speaking from experience DeeboMC: yes DeeboMC: lol i see TiPera: do u guys recommend learning python? l1ght5p33d: spent a full year in county bro TheKoreanZombi: @cod4_lightning Yes, try harder DeeboMC: yes iIyaRPV: yes gigafact: Over 17 hours working on this problem. Anyone blown away by George’s persistence l1ght5p33d: girls love it DeeboMC: damn dude. got me beat DeeboMC: hell yea, facts l1ght5p33d: @deebomc money is several times better SlaterUSA: hi socialnotsocial: Are you going to build an AR headset geohot? SlaterUSA: what’s that lil game-like thing running in the window? l1ght5p33d: @SlaterUSA kelly? no_g: LennyFace DeeboMC: not sure i get that. money is better than jail? because i 100% agree… or do u mean fast money is better than slow money… cuz i disagreee in the longrun lol SlaterUSA: @l1ght5p33d no, christian, obvs ideology_sniffing_raccoon: pepeD Iluvmf: @SlaterUSA Its lunarlander l1ght5p33d: @SlaterUSA we are elite programmers IMTotes: BBoomer ideology_sniffing_raccoon: BBoomer pepeD DeeboMC: “ideology sniffing raccon” lol nsielicki: for j in range(60) l1ght5p33d: @SlaterUSA happy to have you mr Slater SlaterUSA: yw, now gimme 20 l1ght5p33d: lander needs some work nsielicki: based music taste

cod4_lightning: guys it’s ramadan over here! we’re fasting 20 hours a day! l1ght5p33d: just started so it’s ok DeeboMC: is that like gimme 5? but with all four limbs? ideology_sniffing_raccoon: @deebomc RaccAttack TheKoreanZombi: Lunar lander. Built Ford Tough! salman2301: 20 hours? Which country is that? SlaterUSA: @deebomc it means push-ups biguieboss: love your taste with bob seger!!! DeeboMC: i know dude TiPera: !uptime nsielicki: @deebomc laughed so hard i spilled water TiPera: what is MCTS? DeeboMC: haha nice cod4_lightning: @salman2301 somewhere in europe.. try to guess l1ght5p33d: MEDIUM CHAIN TRIGLYCERIDES TheKoreanZombi: @TiPera Monte Carlo Tree Search mitrocc: why are you not allowed to say the word k-eyboard? TiPera: thank you @TheKoreanZombi SlaterUSA: 11 ideology_sniffing_raccoon: Kreygasm Kreygasm Kreygasm cod4_lightning: OOOOOOOOOOOOOOOOH YEAAAAAH Geo is getting ripped! Punkfx: take shirt off no_g: cbrahRbicep cbrahRbicep cbrahRbicep mik12f4: arms at 45 degrees? TiPera: ToS @Punkfx cod4_lightning: no pain no gain bro, that was a decent workout DeeboMC: like a rock inspired him mitrocc: No its not ToS @TiPera no_g: Now 50 bicycle crunches PogChamp nsielicki: YEAH Punkfx: its not ToS to show off those guns TheKoreanZombi: @mitrocc Because what difference does it make what equipment he uses? TiPera: are people allowed to show nipples on twitch? O__O @mitrocc gaocaandra: yeaaa boooiii SlaterUSA: i’m too old to learn 🙁 c1tr0n75: c1tr0n75 is gifting 2 Tier 1 Subs to georgehotz’s community! They’ve gifted a total of 19 in the channel! c1tr0n75: c1tr0n75 gifted a Tier 1 sub to ak0ya_! c1tr0n75: c1tr0n75 gifted a Tier 1 sub to vloood! mitrocc: @TiPera People do workout streams shirtless TiPera: i didnt know, sorry then D: @mitrocc forkdb: Keep learning ak0ya_: @c1tr0n75 Thanks for the gift sub! mitrocc: @TheKoreanZombi ??? who said anything about that biguieboss: that song means a world to me! good choice mitrocc: @TiPera Its okay 😀 justenpassant: how many iterations does this one need? mitrocc: @TiPera D: TiPera: but girls. = ban right D: @mitrocc DeeboMC: need moar montage music justenpassant: how many learning iterations does this one need? mitrocc: @TiPera Girls cant get banned on twitch FeelsGoodMan c1tr0n75: cheer50 TiPera: @mitrocc true, 2020 twitch Kappa TheKoreanZombi: @mitrocc I am just explaining to you why that word is bannable. Because people ask dumb questions about it mitrocc: @TheKoreanZombi Doesnt make sense , but his channel his rules cod4_lightning: bro, i don’t have a GF, let’s build some AI girls

nsielicki: don’t you dare restart that kernel drake_elite: hello guys any one can give a learning path i want to do something like this please? SlaterUSA: @georgehotz what’s ur rent in that humble abode nsielicki: i think it’s about to work TheKoreanZombi: @mitrocc I support it. Dumb questions get annoying cod4_lightning: !time mik12f4: does it even know its suppose to land between the flags? cod4_lightning: !uptime mitrocc: @TiPera Twitch have some of the best athleats, World record for cat throwing Alinity. World record for most nip slips on stream -Alinity. 3 day ban CoolStoryBob bubblesnot: How does it sense the yellow flags? forkdb: May be he should dedicate one whole twitch stream to answer all the questions, so that there would be no more dumb questions info303: it gets a big reward when it lands below a certain downward velocity I think right? if I understand correctly it has to accidentally stumble upon that scenario Kawhiet: @forkdb theres always new viewers cod4_lightning: how long the stream is now? DeeboMC: cat throwing summer league TheKoreanZombi: @forkdb No, there are too many dumb questions. They would all be asked again the next day bulksquat_thrust: speaking of ban worthy peripherals, im soldering one together tomorrow CoolStoryBob mitrocc: !mouse mitrocc: outsmarted nsielicki: is this still the modified version of the game? are you sure you removed all the mods to the rewards you made? forkdb: They can always go back to being sub to watch, by doing that he would make more subs as well mik12f4: can you narrow the flags? maybe it will learn faster mitrocc: If i cant type the k word i can write the m word mitrocc: ezClap gaocaandra: he changed it TiPera: @mitrocc nip slip when? i saw the cat thingy lmao gaocaandra: he’s using default values for penalization mitrocc: @TiPera She slipped the nip couple days ago, and took twitch 3 days to ban her TheKoreanZombi: No lunar lander left behind bulksquat_thrust: Probably only because community outrage logi6000: yo how you doij TiPera: @mitrocc i just checked and her channel is still up, how dafuq ? D: mitrocc: @TiPera Because twitch staff are virgins logi6000: whose channel mitrocc: Alinity Pr0ject414: it doesnt appear to be learning at all Santiago_LHC: Are people behaving? Do we need timeouts?

Pr0ject414: just random justenpassant: the reward maybe? Pr0ject414: its not consistent mitrocc: @Santiago_LHC Ive bean a bad boy, i might need a timeout 😉 TheKoreanZombi: Run overnight. Will be very smart by tomorrow. So much thrust Santiago_LHC: It’s not fun if you enjoy it Pr0ject414: if your plotted those out it would be jumping all over the place and not a steady decline mitrocc: I hate it 🙂 logi6000: oh yeah she’s done all sorts of shit and gotten away. she just dosent get banned. probably fucks the twitch staff to get free mitrocc: Nah she has a only staff for twitch mods mitrocc: heh nsielicki: reduce i, increase j TiPera: @mitrocc good point 4Head mitrocc: onlyfans* raystriker98: NOT OKAY logi6000: only for allinity liivius: all nipples not ok rickoftheroot: fluid Kapp IMTotes: only when breastfeeding LiveCustoms: Only MALE Nipples mitrocc: Only alinity nipples are okay Musashhhi: uh oh no_g: Cow nipples are OK l1ght5p33d: twitch will be overrun by the horde eventually as well l1ght5p33d: we can only hold so long 727_tf: it’s trying it’s hardest TheKoreanZombi: Ran out of fuel 727_tf: it’s just dumb Pr0ject414: yes mitrocc: If its a workout stream yes liivius: Nopr gigafact: no no_g: Get the belt out George raystriker98: don’t do it iIyaRPV: no IMTotes: only if u r breastfeeding @georgehotz Pr0ject414: for males ideology_sniffing_raccoon: squadW Clap MY MAN 727_tf: no logi6000: he wants to do it LiveCustoms: YES mitrocc: Yes you can rickoftheroot: monkaS No c1tr0n75: no Pr0ject414: males ok no_g: Time to discipline risky_banana: No you’re not allowed nsielicki: VoteYea GS540: only if you are alinity no_g: Find out PogChamp LiveCustoms: DO IT KappaPride logi6000: totally bubblesnot: I hope mitrocc: Do it KappaPride TheKoreanZombi: Males okay unless for prurient reasons nsielicki: VoteNay tornpaperyoyos: woah what did conversation did i just get into iIyaRPV: still no ncanggoro: dont rickoftheroot: LUL c1tr0n75: too late logi6000: no socialnotsocial: what happened with the protein folding? ripSquidd: Do it KappaPride ncanggoro: why siccbrain: nope LiveCustoms: No only Men Nipples babaquon: lets find out justenpassant: that’s what you should be protesting for justenpassant: lol rickoftheroot: only one way to find out 🙂 logi6000: you’d get personality raped by a twitch staff Br4nnon: yolo? l1ght5p33d: model isBreastfeedint{} no_g: If you say you identify as a woman and then show your penis it’s ok KappaPride Pr0ject414: “those who present as women must also cover their nipples” Tekrific: to few epochs Pr0ject414: from the TOS nsielicki: i just feel like the replay training is excessive Br4nnon: good ole loop hole logi6000: no will he do it. the world may never know ideology_sniffing_raccoon: genitalia is not ok on twitch nsielicki: 100 plays, 5000 trains ideology_sniffing_raccoon: male of female mitrocc: You trying to bankrupt spaceX? DotaStar666: whats he coding nsielicki: too many trains not enough plays Pr0ject414: can you plot those out and see the spikes nsielicki: increase j decrease i nsielicki: i’m speaking out of my ass here l1ght5p33d: @DotaStar666 nice name logi6000: guys dont tell geo what only fans is. he’ll fucking do it mitrocc: Make a only fans KappaPride mik12f4: deploy a parachute zetto97: hello from Spain Geo! I have learnt a lot of things thank your content in yt and in twitch l1ght5p33d: i only play halo 2 l1ght5p33d: on xbox original

DeeboMC: @logi6000 he already mentioned in this stream mitrocc: Halo 2 = Bad game logi6000: really. whatd he say l1ght5p33d: @mitrocc maybe bulksquat_thrust: they call it halo 2 because you get 2 guns DeeboMC: @l1ght5p33d i can dig it DeeboMC: Halo 2 = great game mitrocc: And you play it twice and then quit Kappa @bulksquat_thrust fukurowlz: @zetto97 you may also improve your english IMTotes: PogChamp BOTTOM THRUSTER! mitrocc: If you want to improve your english, play minecraft l1ght5p33d: wooooowwwwwwwww DeeboMC: @logi6000 he’d send you the dotfiles if you paypal’d him 50 bucks or subscribed to his onlyfans lmao sevaric: positive numbers PogChamp jsnake794: i caught you live yaya logi6000: @deebomc what dotfiles l1ght5p33d: yes what dotfiles l1ght5p33d: are they good? logi6000: for what DeeboMC: his private github shit, i think its a joke l1ght5p33d: joking sevaric: if you make a plot of a list that is growing, will jupyter automatically update the plot? Pr0ject414: the appearance of randomness l1ght5p33d: mods are asleep delete .dotfile from .gitignore mitrocc: Wait he doesnt have a donate button? 🙁 Pr0ject414: i wouldnt call you a suckker. but that list looks like a lolipop jwlolol: vim and tmux dotfiles? logi6000: @mitrocc paypal him 50 MABunglawala: sup logi6000: geohot at gmail NYCyril: What are dot files ??? iKanak_: Starting to wonder if AFL would perform better than all this deep learning nonsense MABunglawala: Are u gonna jaim

logi6000: @jwlolol I have his vim and tmux dotfiles I use them mr_stochastic: @NYCyril Config settings bulksquat_thrust: @NYCyril usually vim configs and bash configs TheKoreanZombi: I am an expert at identifying randomness after reading George’s book recommendation: A Million Random Digits with 100,000 Normal Deviates l1ght5p33d: files that start with mangoxavier: When it runs what is an error? the strings that start with 2? routerkicker: @iKanak_ it’s just muzero he’s gotten this to work with other deep learning algos l1ght5p33d: must do ls -al MABunglawala: jailbreak PS5? when it comes out NYCyril: oh ok thanks @mr_stochastic @bulksquat_thrust jwlolol: @logi6000 yeah that’s why i was wondering which dotfiles hah logi6000: if that’s it then I’ll just fucking release them bulksquat_thrust: his zsh theme is afowler mitrocc: George should starting doing 15 bucks for 5 minute code review DeeboMC: yea i was just refencing which .files MABunglawala: shit I dont understanding anything whatever he is doing. anyone else like that in here? bulksquat_thrust: colorscheme is a jetbrains darcula clone 3ygun: How did he rate the Liberty rally? l1ght5p33d: @DeeboMC ghidra with more tooltips nsielicki: i think i was wrong nsielicki: clearly munchfumble: why do you use jupyter? TheKoreanZombi: @munchfumble Why not? logi6000: @georgehotz what dotfiles you talking bout zetto97: @fukurowlz yes, im learning english, and u? how many languages you can speak? bulksquat_thrust: @zetto97 what is your native language? OrlinTheMage: touch me DeeboMC: @l1ght5p33d holy shit dude, thats rabbit hole shit for me zetto97: @bulksquat_thrust spanish and russian mangoxavier: whoa munchfumble: @TheKoreanZombi idk, I don’t really know what it is other than a text editor Pr0ject414: Throw more trains Pr0ject414: call yourself the conductor TheKoreanZombi: @munchfumble Ah. Gotcha. He uses it because it is quick to prototype DeeboMC: did they contract mangoxavier: it was plus and then minus interesting bulksquat_thrust: @zetto97 cool! I kinda know spanish, trying to learn to read latin rn nsielicki: does it need to experience more things or does it need to learn more from the experiences its had wthbro: hello aaaakshat: Oh crap we’re live again aaaakshat: can anyone update what’s happening DeeboMC: … contract scorpion computer services for that? lol logi6000: @aaaakshat people want to know what the dotfiles are bulksquat_thrust: @aaaakshat hes using an ai lib to solve a lunar lander game aaaakshat: ooooh that’s epiuc

aaaakshat: thanks l1ght5p33d: @logi6000 that’s why they want them.. no one knows KAZERKE: Hello George moon2S Pr0ject414: @nsielicki i would contend that it needs to learn more from what is has already experienced cafe807: geohot is in love I guess wthbro: lighting temperature is terrible BibleThump logi6000: @l1ght5p33d but if its tmux and vim or anything else in his config repo zetto97: @bulksquat_thrust very good broo mangoxavier: yall are joking right? go google how to terminal and don’t waste time logi6000: then he scammin nsielicki: @Pr0ject414 see i’m leaning the other way, i think it’s just not trying enough new stuff nsielicki: is 414 a reference to MIL? l1ght5p33d: @logi6000 what config repo DeeboMC: @zetto97 how do you get spanish and russian as your natives? interesting language combo logi6000: @l1ght5p33d on his github Pr0ject414: MKE cod4_lightning: why you are yellow? nsielicki: word, I grew up in germantown Pr0ject414: nice mangoxavier: How are you keeping track of what you’re learning when you’re changing the numbers? zetto97: @deebomc family :O mangoxavier: just versioning or all in your head? cafe807: gave up the Corona thing? logi6000: https://github.com/geohot/configuration?files=1 this ak0ya_: no corona Waldoqq: give me back corona 🙁 DeeboMC: exotic conciousness you’re running in they’re breh @zetto97 DeeboMC: there* logi6000: @waldoqq he dont care about Rona no more. he just went to a protest Waldoqq: WTF DeeboMC: ‘rona lmao Waldoqq: fakes news logi6000: @waldoqq no he did DeeboMC: he didnt go tho Waldoqq: George is the best law abiding citizen who never tries to insult big brother logi6000: @deebomc oh he didnt DeeboMC: he thought about it l1ght5p33d: config is weak af Waldoqq: idk who you ar etalking about @logi6000 mangoxavier: doing -150 to -400 with that last change but only a few positives, the one before had quite a few positives with lower – numbers l1ght5p33d: my bash_rc is like 200 lines forkdb: Is Kim dead? l1ght5p33d: can i just dump it in chat or no nsielicki: lol bulksquat_thrust: Some studies are finding that the self-isolation hasnt really impacted total deaths at all logi6000: @forkdb prob forkdb: Ohh logi6000: @l1ght5p33d prob not DeeboMC: pastebin it mangoxavier: those are way higher mangoxavier: nice lowering logi6000: anyone want what could possibly be the dotfiles logi6000: https://github.com/geohot/configuration?files=1

nsielicki: we went from 50 to 10 with I and it started behaving better — maybe we overshot. I’d try 20 DeeboMC: @zetto97 spanish via south america i presume? mangoxavier: oohhhhh damn it’s doing better after it gets a positive then fails DeeboMC: as opposed to spain or mexico DeeboMC: im guessing argentina nsielicki: Does it need to learn more from what it’s experienced or does it need to experience new things mangoxavier: That’s awesome nsielicki: hell yeah zetto97: @deebomc spanish via Spain logi6000: remember sub only chat mangoxavier: I think it only learns through exp? right? eeXecute: Have a good night George mangoxavier: hmmm DeeboMC: ah i see. dinner at your folks house must be dank af lol Pr0ject414: Nature vs. Nurture arguments nizero: George how was the protest Santiago_LHC: nature is nurturing info303: i think lunar lander gets a big reward for landing safely rather than crashing, but it can’t seem to stumble upon that scenario l1ght5p33d: good config https://pastebin.com/Fd7bdmqL mangoxavier: beginners luck kniightt: hi george thumpF logi6000: I use zsh logi6000: with vim controls DeeboMC: @l1ght5p33d noiice! mangoxavier: It’s like it rewards then is complacent and loses. But it looked like it was losing less after each success Pr0ject414: on the surface it doesnt appear to remember what it has learned Kawhiet: Maybe the goal should be hover first? nsielicki: i fucking hate zsh, i hate that catalina defaults to it. try `printf hello` in your terminal

l1ght5p33d: @DeeboMC like that ffr l1ght5p33d: thats what you want nsielicki: where did the output go? zsh removed it logi6000: @nsielicki echo hello nsielicki: right, it likes it if you give it a newline, but if it’s not there it eats your output DeeboMC: lol hell yea boi logi6000: pretty sure george uses zsh mangoxavier: yeah, left over how long though, and is there a way for it to improve faster and not be so random. that’s the issue right? monaliso: you should really be concerned about “printf”, yep mik12f4: there are so many more ways to fuck up i guess Roundlay: naysay2SITREP mangoxavier: push that to 3 lol perfectdotexe: Geohot is my inspiration, he’s the reason why I strive to be the person I can be. Knocking out what I need to do plus more Jehhred: If only the objective was to make the rocket fall as fast as possible perfectdotexe: First time I caught him streaming Pr0ject414: The Unity ML agents has that feature i believe l1ght5p33d: why are there ssh in geohots config hes gonna hack me now isn’t he mangoxavier: Feels very close nsielicki: @monaliso try python3 -c “import sys; sys.stdout.buffer.write(b’hello’)” if you want a different example DeeboMC: goin extra innings tonight. thinking of tapping out, eating tacos and finally starting DEVS maddyakhil: !uptime nsielicki: zsh eats malformed output which is ridiculous. It’d be one thing if they added an extra newline, it’s another when they just stop showing you output of programs you run DeeboMC: @l1ght5p33d wait what? you got his configs? Pr0ject414: give it more trainings? logi6000: @deebomc yeah https://github.com/geohot/configuration?files=1 logi6000: they been public logi6000: loo nsielicki: lol logi6000: lol neekolulbot: lol mangoxavier: you also rose dim info303: i remember alphazero filling up the buffer first before even beginning the training, not sure if this applies here DOWRIGHT: 50* perfectdotexe: $ twenty doll hairs

Santiago_LHC: @DeeboMC DEVS is good! Pr0ject414: you would hope to see a nice curve logi6000: I’ll give the link to anybody for 25 dollar bitcoin perfectdotexe: @DOWRIGHT what up LUL dowrigPup Pr0ject414: that unfortunately does not appear to be a curve neekolulbot: what do you think about financial RL? For asset allocation among many assets? DOWRIGHT: hi @perfectdotexe just fixing bugs. what up with you? DeeboMC: [email protected] ? @l1ght5p33d logi6000: @dowright yo you Streaming tomorrow? swagrrr: did we ever fold a protein? CaptainRoberts: !uptime perfectdotexe: @DOWRIGHT Wrapping up classes, just did a few tryhackme challenges DOWRIGHT: yes ^_^ @logi6000 logi6000: @dowright sick mangoxavier: haha ancientchineseelder: on adderall today george? CaptainRoberts: how long has he been streaming, chat? DeeboMC: @Santiago_LHC im looking forward to it bubblesnot: What would Elon do? nsielicki: 6 hours maybe? wthbro: what the idea behind the program, want it to hover or land? markydothh: Does George do adderall? Santiago_LHC: You can do it, Mu! logi6000: @ancientchineseelder that’s a no no drugs prob gonna be a ban topic soon PrivateOrange: Run a huge cluster and train train train bulksquat_thrust: @DOWRIGHT sup! DOWRIGHT: yooooooooooooo o/ perfectdotexe: Geohot is naturally on drugs, he doesn’t need em JdPaulBlart: we need a deeper net squadR mangoxavier: It spent more time like you thought but then dicked around like before bulksquat_thrust: @DOWRIGHT still working on the next-gen firewall? DeeboMC: @l1ght5p33d it was in the ssh folder Kawhiet: professional hyperparameter tuner JdPaulBlart: new goal is to create an ai to tune ais DOWRIGHT: yea @bulksquat_thrust just uploaded the new build to github today logi6000: @jdpaulblart were gonna need an ai to tune that ai bubblesnot: Can you train it to just hover consistently? bulksquat_thrust: @DOWRIGHT sick! JdPaulBlart: recursive ai tuning ancientchineseelder: im new in here what is the project here? mik12f4: maybe lunar lander is a boeing product? info303: curious if it would quickly learn to land between the poles if you start it off in the corner ancientchineseelder: i last tuned in during covid logi6000: @jdpaulblart inefficient and never gets the job done logi6000: what more do you want perfectdotexe: I was doing a discussion in college about machine learning and decided to clip geohot from a youtube video, I almost posted him smoking weed LUL isalhi: what’s the project tnght? mangoxavier: dumb car

logi6000: anyone want dotfiles that wasn’t here earlier logi6000: 25 dollar eth DeeboMC: currently scannin the .files like DBstyle perfectdotexe: dowrigPup u take dogecoin? @logi6000 mangoxavier: yes lower random Waldoqq: big models Kreygasm Pr0ject414: Take everything to the extreme Pr0ject414: max it all out logi6000: @perfectdotexe nah bitcoin or ethereum Santiago_LHC: 100 dollars for my wallpaper collection mangoxavier: yes mangoxavier: 3 peter35_: perfectdotexe ConcernDoge DeeboMC: dude .. so i can make monies now? ideology_sniffing_raccoon: thiccc models Kreygasm @Waldoqq markydothh: Anyone heard about Hedera hashgraph? Any opinions? mangoxavier: random at 1 maybe? logi6000: @georgehotz you dont care if I quickly monetize your chat right. no. good thanks for permission cod4_lightning: man i logi6000: so I got a good zshrc goin for 5 dollar eth logi6000: do I here 10 dollar mangoxavier: 80 and 63 were positive DeeboMC: lol it was publicly available as @l1ght5p33d said.. now its worth money ? whats goin on here lol cod4_lightning: @georgehotz bro that dedication you have is remarkable! mangoxavier: yeah! SKPTCL: 🙂 Pr0ject414: “rev share ecosystem” peter35_: ‘can’t use google’ tax SKPTCL: SKPTCL subscribed with Twitch Prime. They’ve subscribed for 3 months, currently on a 1 month streak! 🙂 Kawhiet: just gotta train it another 3 hrs l1ght5p33d: i write new geohot dotfile app Pr0ject414: now that is a graph with a curve l1ght5p33d: 8 dollars mangoxavier: two in a row! DeeboMC: how did i get it free? Pr0ject414: its a little THICC but a curve none the less l1ght5p33d: 7 manuchroma: !uptime mangoxavier: ohh! DeeboMC: [email protected]????? Pr0ject414: play us some tomcr00se music

logi6000: anyone want a really nice tmux conf for 10 dollars eth. really nice even has time and date on bottom. uses ` for hotkey. best hotkey cant get a better one raystriker98: let it run the whole night mangoxavier: what is the reward rule for not dying? whoishenry123: wouldn’t this be easier to test if you had a more powerful GPU? logi6000: all money goes back to gifting subs too DeeboMC: @logi6000 ur killin me bro lol nsielicki: can you recap what changes were made to get you here? logi6000: so you might get your money back jay_al97: @georgehotz has anyone gotten this to work better than this nsielicki: k=3? replay size? iterations nsielicki: it definitely is better bulksquat_thrust: is this a library you can run with a gpu? Kawhiet: barrel roll 2.0 yuvi___: just joined stream. anyone wanna explain whats going on? logi6000: @deebomc I try my best DeeboMC: haha Pr0ject414: show the graph? mangoxavier: oooh nsielicki: nice mangoxavier: hmmm blizz191: activision elu different then relu? mik12f4: yeah better logi6000: @yuvi___ you have to send me 10 dollar eth to continue watching. he will ban otherwise. I give good tmux conf with purchase l1ght5p33d: we only like prime numbers l1ght5p33d: 67 > 69 bubblesnot: Does it have weight? Can you dump fuel before landing? logi6000: monitizing logi6000: hey where my star l1ght5p33d: not sex wise tho mangoxavier: hell yes logi6000: I’m still subbed I have 2x multiplier DeeboMC: good .xmobarrc, only 6 years old l1ght5p33d: unless 67 is a really good move Pr0ject414: add more neurons mangoxavier: oh man two in a row then hover a long time mangoxavier: 99, 92, then hover nsielicki: does he live in sf or la? bulksquat_thrust: them losses be gettin smaller mangoxavier: 175! logi6000: @nsielicki I’ll tell you for 5 bucks eth mik12f4: what does the first number of each line represent? mangoxavier: hell yes! look at that 225 brofessorbob: He lives in SF nsielicki: thanks logi6000: @brofessorbob wrong mangoxavier: 216 DeeboMC: @georgehotz are you [email protected]? mangoxavier: this is a lot better gardiyanismet: !time brofessorbob: I live in Pacific Beach Bro. I think I’d know DeeboMC: he lives in whales vagina Pr0ject414: ADD MORE DENSE lolol DeeboMC: not san fran J3rwin: 256 Pog Kawhiet: this honestly feels like gambling fenharelthedreadwolf: what should I do to get selected for working in comma.ai? logi6000: mission beach San Diego mangoxavier: It learns a lot after it hovers cod4_lightning: is the code on github? Super_car_car: oh snap im in PL mangoxavier: look at the pattern before it hovers bulksquat_thrust: what protest? cod4_lightning: what car do you have?

logi6000: wheres my star anyone else see its gone mangoxavier: 1 pos then hover, then 2 pos then hover, then 3 or more pos then hover JdPaulBlart: for the record i suggested deeper net like 30 mins so wheres my mod routerkicker: yeah it’s gone logi6000: I’m still subbed tho kisspapa: trying to finish my elf infector virus for cybersec, been stuck for a day, fuck ELFs lol Apimar: What we making today xD cod4_lightning: what car do you have? Pr0ject414: do even deeper net logi6000: its gone DeeboMC: you got a z840 at work? mangoxavier: far bigger positives with this JdPaulBlart: hows this DEEPER NET MR STREAMER lebop: george what do you think about doing another hackerrank type of stream? nsielicki: 3 consecutive positive results, don’t you dare reset this shit nsielicki: 4 logi6000: dont know what happened. I’m still subbed. twitch was afraid of my genius marketing ploys DeeboMC: suggest it better! info303: it learned to hever info303: hover mangoxavier: yess Pr0ject414: RESET…. RESET… RESET… to the beat of the drums mangoxavier: yesss mangoxavier: more it hovers more success you see and higher each time Kawhiet: learns to hover and then the randomness kicks in DeeboMC: @logi6000 its hard out here for a pimp logi6000: @deebomc lol bulksquat_thrust: im trying to understand the 2D m.losses list number nsielicki: train more on replay nsielicki: increase i mangoxavier: why winder rather than deeper? Pr0ject414: hear me out… a deeper wider net brofessorbob: Balls Deep Net hardtarget4: lol anasshm123: when she tells you go deeper but the programmer didn’t give you enough pp logi6000: @georgehotz guess twitch was afraid of my genius marketing ploys cod4_lightning: imagine americans starting immigration to the middle east because of coronavirus? DeeboMC: lmaooo l1ght5p33d: wtf did u just do DeeboMC: pp mangoxavier: bignet is a type of desert in the south fenharelthedreadwolf: can we make it mandatory that some action must be always performed ? Waldoqq: I LOVE CORONAVIRUS I LOVE CORONAVIRUS I LOVE CORONAVIRUS I LOVE CORONAVIRUS I LOVE CORONAVIRUS I LOVE CORONAVIRUS mangoxavier: yikes DeeboMC: never heard of it. i want to eat bignet nsielicki: @fenharelthedreadwolf we shouldn’t have to, that’s the point of munet perfectdotexe: Does a geohot, hoot? logi6000: twitch should give me my big dick star back nsielicki: muzero or whatever wthbro: When did you start programming? anasshm123: I’m out of the loop can someone fill me on what’s going on, is this Comma A.I 2.0? mangoxavier: hmmmm almondsnakes: yo this guy has a dishwasher he must be loaded

logi6000: twitch is just afraid of me mangoxavier: oh shit Waldoqq: @anasshm123 no its covid-19 2.0 cod4_lightning: how much would you sell comm ai for? aalhendi: You still have a sustainable supply of limes in your pantry? DeeboMC: holy shit. i didnt pronounce it right. you meant bignets like as in cafe du monde.. yea ive eaten those lmao anasshm123: @Waldoqq thanks for the info brofessorbob: 100 Billion Dollars mangoxavier: oooooh mangoxavier: that’s sick hardtarget4: we out here hovering mangoxavier: that’s awasome brofessorbob: suck KAZERKE: PogChamp YO mangoxavier: FUCK YES!!!!1 JeanFrag: oohh l1ght5p33d: OOOOOHHooo anasshm123: clap clap clap t0rment1337: OMG brofessorbob: sick! JeanFrag: Pog nsielicki: that was fucking nuts Roflz1lla: PogChamp bulksquat_thrust: it was so close hahaha Pr0ject414: THATS A WIN in my book fam Penguino138: When does it refuel its landers? breadhamandegg: Pog Pr0ject414: big net for big dicks l1ght5p33d: things so good mangoxavier: fuck the car up the hill this motherfucker is flying brofessorbob: Balls Deep Net jeronm: Pog logi6000: so I’mma just start monitizing again DeeboMC: that just blem my mind KAZERKE: which one DeeboMC: how did it know? peter35_: bignet mogs me Waldoqq: incels OMEGALUL anasshm123: How to know you are an Incel? almondsnakes: that’s a chad move rahfuls: please limit facial touching in order to fade lord rona wthbro: you know what I did today? nothing 🙂 anasshm123: I watched a doc on E-boys DOWRIGHT: if you in this chat. you an incel brofessorbob: Pacific Beach is full of Chads bulksquat_thrust: most incels are just simps in disguise DOWRIGHT: oh wait info303: since it randomly picks from game history buffer, it might explain the instability of the value function fenharelthedreadwolf: can we auto adjust neural networks size dynamically? logi6000: I have a amazing screenrc best screenrc never been a better one. make you a 10x better programmer. only 10 dollars eth mangoxavier: set random to 1 mangoxavier: real good DeeboMC: bruh thats funny if u think that; theres just diverse ppl out here breh mangoxavier: this is great sk84uhlivin: PogChamp info303: woot! brofessorbob: lol IMTotes: LULW Penguino138: Geo Musk mangoxavier: give it less gas lol Super_car_car: this is amazing brofessorbob: Bro landed in a crater NYCyril: @logi6000 do you make screen great again with your screenrc ? Penguino138: @brofessorbob You want to land in craters typically Pr0ject414: ok hear me out again… lets do an even bigger deeper net cod4_lightning: imagine americans starts immigrating to the middle east because of coronavirus brofessorbob: @Penguino138 Thanks Bro logi6000: @nycyril yes better than tmux. best rc. best thing to ever touch your computer 10 dollars eth or if you order in the next 10 hours it’s only 9.99 eth info303: MOAR neurons! nsielicki: @cod4_lightning nah i’m good thanks tho Penguino138: @brofessorbob I mean its not the goal of the game, but in real life it’s usually safer in craters mik12f4: does it have to learn to shut off thrusters too? l1ght5p33d: I saw geohot copy like three layers of neurons then it started working brofessorbob: Is mission beach open to the public?

l1ght5p33d: this stream is blssed af logi6000: @brofessorbob yea mangoxavier: does it get an equal reward for thrusters off + in the flags? fenharelthedreadwolf: sir I am a newbie and wanted to know can we dynamically adjust neural network size as we learn ? mangoxavier: oh brofessorbob: Trying to get pitted logi6000: oh I dont know about now tho DeeboMC: if i wasnt dodgin warrants id be in the trap rn… prolly watchin this on a phone with earbuds.. instead of the laptop i traded drugs for @DOWRIGHT true story; non incel here Kawhiet: does this mean we’ll get starfox? brofessorbob: We training on CPU or GPU here? logi6000: twitch give me my mother fucking big dick star back DOWRIGHT: @DeeboMC airpods? routerbomber: !uptime DeeboMC: nah im fiscally responsibler than that. i bank my monmey mangoxavier: ex machina shit you just did to the lander right there logi6000: @deebomc so anyways I started snitching DeeboMC: @logi6000 lmaooo logi6000: lol jk Waldoqq: @logi6000 NEVER SUBBED NEVER DONATED LordHord: Star? bulksquat_thrust: bulksquat_thrust subscribed with Twitch Prime. They’ve subscribed for 2 months, currently on a 2 month streak! imagine not having a star mangoxavier: ehhh logi6000: @bulksquat_thrust twitch took my star DOWRIGHT: isnt casting data to int > range > list > np also a huge bottleneck? bulksquat_thrust: @logi6000 those bastards! logi6000: I still have my 2x multiplier Neoriginal: the biggest bottleneck is patience logi6000: but now it just says I’m not subbed JdPaulBlart: is this how you tuned autopilot brofessorbob: @logi6000 contact twitch bro JdPaulBlart: openpiliot logi6000: @brofessorbob how l1ght5p33d: @DOWRIGHT where does that happen DOWRIGHT: i would assign np. random. choice to a local var np_random_choice and see if i can pull out some of those data converions mik12f4: what causes it to take more time on each game? brofessorbob: @logi6000 IDK google it. Maybe twitter? logi6000: should I just email them give me my mother fucking big dick star back on geohot channel l1ght5p33d: lookup table? pickle? gigafact: @logi6000 click on your username on chat. your sub just expired it looks like nsielicki: fuck buzz aldrin bulksquat_thrust: damn

bulksquat_thrust: lol logi6000: j got it like two days ago mangoxavier: everyone sub chetdonovan: koilD pwnbase: did you see the vid where buzz punched that guy KAZERKE: would the AI knows about the 5G towers and corona ? 🤔 DOWRIGHT: @l1ght5p33d it might not be part of the code executing tbh. but the look with counter is doing similar, just not as extreme l1ght5p33d: lookup table of every possible frame the game can be in to speed type conversion DOWRIGHT: loop* gaocaandra: what did i miss gaocaandra: did it work? DeeboMC: It did gaocaandra: nice mangoxavier: I don’t see a pattern but hope the graph is good DOWRIGHT: having to loop up a method ever iter is gunna add overhead gaocaandra: what was the problem l1ght5p33d: rewrite game in assembly DOWRIGHT: look brofessorbob: Any module or tool to help benchmark python code to identify potential bottlenecks? DeeboMC: What da prolem is nsielicki: so… is that album art actually just captain crunch having sex with a crossdressing koolaid man? DeeboMC: 😂 mhmd0: !live DeeboMC: Made me cough up Newport smoke nsielicki: hahah guess we’re even bulksquat_thrust: im just trying to figure out what the picture on the wall is a reference of mik12f4: this one not as good mangoxavier: one eye dude got cucked fenharelthedreadwolf: does adding negative rewards any useful ? DeeboMC: 😂 there we go @nsielicki wthbro: what ⌨️ are you using? mangoxavier: there are some hovers prett close bulksquat_thrust: @wthbro you’ve done it now wthbro: Kappa mangoxavier: but not great positives fenharelthedreadwolf: for example if it doesn’t do anything for a certain time , you start reducing the rewards DeeboMC: Emoji’s gettin slick @wthbro Kawhiet: participation trophy mangoxavier: graph doesn’t look good bulksquat_thrust: this ai is a summary of my self education in CS bulksquat_thrust: “wants to learn but gives up” logi6000: still letting me sub like it didnt yesterday bulksquat_thrust: haha logi6000: just keeps saying something went wrong and shows me an ugly ass animated girl LordHord: @logi6000 your card got declined homie logi6000: no when I go into the menu to sub

DeeboMC: so what’s this deal with this ghidra shit @l1ght5p33d 치킨워커: are you hiring l1ght5p33d: @DeeboMC assembly lookup table l1ght5p33d: with tooltips DeeboMC: The nsa just released it to the public tho? scullionw: scullionw subscribed with Twitch Prime l1ght5p33d: @DeeboMC version 1 theyre probably on like at least 100 by now mik12f4: does the first number represent how long its in the air? DeeboMC: Ahh I see.. just taunting us n shit I guess JdPaulBlart: good night @georgehotz youre welcome for suggesting deeper net btw luggy_b0i: @logi6000 If you’re in the US make sure you pay with paypal. Xsolla might be triggering something with whoever your service provider is Faceless_Bard: good morning everyone o/ mangoxavier: watching this helps u figure it out purpaleslushiii: @georgehotz what is the most important math to be a good coder? mangoxavier: that graph is looking rather good itsChopsticks: anyone else functionally retarded and doesnt understand it itsChopsticks: just me? sick nsielicki: this stuff is just very difficult, don’t say that about yourself luggy_b0i: @logi6000 And you might have to call them now if they blocked your card. I wont lie, it happened to me once DeeboMC: Nah bro, just need more prerequisites in place mangoxavier: yes ever changing landscape and needing to learn calcmath: been gone a while, what is he doing now? itsChopsticks: i’ll just stick to writing really bad scripts in ps and python, compsci people just too big brain for me brofessorbob: Is perl a dead language? mik12f4: first numbers are all small nsielicki: learn perl if you want to make money nsielicki: dead languages pay more

Creamy_Goodness_: A strange game. The only winning move is not to play brofessorbob: I heard Cobal can make you loot itsChopsticks: if you feel like supporting dead systems, sure stone43_: Perl is easy to learn though if you know Ruby or Python itsChopsticks: COBOL sucks ass mangoxavier: yeah mangoxavier: looks random mangoxavier: your random is set to .02 not .05 FangSkillz: he doesn’t read chat LUL brofessorbob: Python popped my cherry and trying to figure a next language mangoxavier: yeah DOWRIGHT: big disk club! brofessorbob: 0.5 DeeboMC: Depends on if you want a really specific job at place that’s probably irrelevance; otherwise yeah don’t waste your time nsielicki: your mcts was slow but you should work that back in real quick and see if it makes a difference mik12f4: looks way worse? Super_car_car: your discount is .98 instead of .998? Super_car_car: ah my bad tangobeer: !uptime l1ght5p33d: discount is bad terminology l1ght5p33d: going into the future does not mean good or bad, it should be a “reducing” or “avoiding” type of language mik12f4: seems like it only learns when it takes its time

calcmath: whichhe playing iwht now? envirnment is calcmath: still cartpole? brofessorbob: Aite Bros. This Bro needs to sleep. Good luck with landing the lunar lander Geo-bro Waldoqq: anyone want to watch me stream Svelte? calcmath: oops got mangled Kawhiet: It’s not learning to hover tho DeeboMC: I wonder what carrot top’s up to right now. Prolly re-reading Knuth, working on the replacement for python mangoxavier: nah nsielicki: I had never heard of value prediction network, thought it might be related to value prediction in computer architecture but I guess it’s not nsielicki: I did a (failed) research project on microarchitecture VP mangoxavier: yeah, before big net Waldoqq: BibleThump l1ght5p33d: typescript > python Pr0ject414: whoever suggested the even bigger deep net is an asshole Waldoqq: Typescript > English Pr0ject414: lupoCREEP lupoCREEP Faceless_Bard: a serious/not serious question chat : do you think tools like muzero will make speedrunning much harder , if the game devs build around it ? calcmath: wider nets are more stable than deeper nets routerkicker: branch prediction in modern cpu architectures is done by neural nets as well @nsielicki mangoxavier: tighten net, confirm, raise random, confirm, adjust mik12f4: what can you change to get first number above 500? pogu: @routerkicker that’s pretty insane. Is NN inference THAT cheap now routerkicker: yeah it’s right on the chip though nsielicki: @routerkicker value prediction is not the same as branch prediction

l1ght5p33d: @Faceless_Bard Isn’t speed running already hard why would it matter if the difficulty is changed mangoxavier: self.epsilon = self.epsilon * self.decay Faceless_Bard: l1ght5p33d probably making the games unbuggable ? one way nsielicki: @routerkicker see https://www.cs.cmu.edu/afs/cs/academic/class/15740-f03/www/lectures/ValuePredictionDisc.htm routerkicker: thanks bulksquat_thrust: 5 hundred thousand mangoxavier: Ɛ = Ɛ * decay :⇔ Ɛ = Ɛ * decay ^ X mangoxavier: self.epsilon = self.epsilon * self.decay nsielicki: @routerkicker if you’re interested in trying the problem yourself, https://www.microarch.org/cvp1/ mangoxavier: got to go to bed, later nsielicki: ut-austin just beat André Seznec by quite a bit which is a big deal DeeboMC: @faceless_bard I was just about to say sorry no one address that because I thought it was interesting but I didn’t even know how to articulate why I felt like it wouldn’t have an effect but I guess that’s a theory, although “unbuggable” seems a little more optimistic than I’d be willing to bank on tripcloth: whatch making geoh

Faceless_Bard: DeeboMC SeemsGood i think i could have asked that better . But yeah perhaps very optimistic , but maybe ‘bugfree’ enough so that its impossible to speedrun. It might be a tool publishers like , since put time limits that are always never enough for a game to be polished properly :thinking: Faceless_Bard: since they* DeeboMC: I could see that but *jeff goldblum voice* “life.. uh uh uh.. finds a way” 😆 Faceless_Bard: 😛 gigafact: it’s this what they do at TeslaAI DeeboMC: with much less shit talking im sure nsielicki: discount definitely was involved when we were winning that stone43_: This is what ML engineers do all day Faceless_Bard: with probably better hardware 😮 Pr0ject414: we had 3 nets nsielicki: i think it was really low like 96 Pr0ject414: when it was working

Pr0ject414: it wasnt wider than original info303: tesla self driving neural net architechture is pretty nutty DeeboMC: you have an article? stone43_: ixnay on the eslaTay talk Nicholai518: Hey @georgehotz showing you some LOVE from NY DeeboMC: ok but i wanna know about thier neural net architechture and why its so nutty DeeboMC: alktay* Pr0ject414: we were at like 200k for the model Fr0zenOfficial: good morning 🙂 Pr0ject414: what is it at now? SparksCx: !uptime Pr0ject414: when it worked* raystriker98: congrats your model is a teenager DeeboMC: “my cpu is a neural net processor, a learning compyootuh… ahhhehh” nsielicki: models mik12f4: better numbers an hour ago

SparksCx: lol gigafact: haha nsielicki: lmfao when it came in sideways Faceless_Bard: LUL Keboburrito: lol t0rment1337: lmaoo Faceless_Bard: need a compilation of those clips Santiago_LHC: Did we land yet? DeeboMC: its gettin funky SparksCx: atleast is firing all it’s rockets DeeboMC: a few good ones gigafact: this is amazing routerkicker: once we touched the ground at 0 speed and then took off again suav12: What are the plots? DeeboMC: thats what i beeen thinkin… this mfker is forgetful nsielicki: time on x axis, rewards is top graph, bottom graph is losses bulksquat_thrust: ive decided im going to make an aimbot for bannerlord as my programming project stone43_: I joined late. No MCTS? Fr0zenOfficial: I just joined what we doin here? 😀 Pr0ject414: didnt they have like 500000 nsielicki: MCTS was slow and didn’t make a difference electro_y0: !uptime Pr0ject414: in the replay buffer routerkicker: YES weigh samples by reward sounds good l1ttlemtman: good morning DeeboMC: yea because it needs some specificity toxyviper: He make a game? l1ttlemtman: a reinforcement learning environment nsielicki: no he teach a computer to win game DeeboMC: the game is just there to test his heuristic info303: wonder if they will use this type of solution for real lunar landers one day 😀 bulksquat_thrust: @info303 oh god i hope not

NoLimitFitness: !uptime webuser011: george, are you a robot? stone43_: at least not this model info303: @bulksquat_thrust haha well, I mean if you fast forward into the future routerkicker: nah they got lasers and analytical algorithms that work better. ML is used for realtime obstacle avoidance on landing though bulksquat_thrust: @info303 going to be some enders game shit where bots are learning on real landers hahaha nsielicki: is that actually how the spacex landing works? lidar? info303: well the output from the lazers would be the input into RL algorithm, and the analytical algorithms replaced with a neural net nsielicki: I would think that the exhaust of the rocket would make that impossible DeeboMC: are we at like 5 hours now? opheimer: !uptime nsielicki: it’s way past 5 hours, closer to 7 or 8 routerkicker: idk about spacex maybe we can get george to break nda LUL opheimer: no Nightbot? l1ttlemtman: nda maddyakhil: !uptime Pr0ject414: LIKE A ROCK DeeboMC: thanks mod lol stone43_: if Chevrolet built a lunar lander tytos01: how was the protest @georgehotz ?

bulksquat_thrust: muda muda muda DeeboMC: he ended up staying home Santiago_LHC: Motivation! JoeMountMount: just joined, what’s he doin? l1ttlemtman: you should have bought the expensive macbook bulksquat_thrust: when you install visual studio and it just starts poppin up cmds all over the screen l1ttlemtman: get a mac pro nsielicki: get one of those usb-c gpus maybe nsielicki: enclosure JoeMountMount: what happened to solving COVID Kappa SciTwi: Hi George! How are you doing with all the stuff that’s going on? l1ttlemtman: do you speak chinese ? mik12f4: what does the number before the reward represent? entangledbeing: How much u make on twitch lol nsielicki: you ever work with FPGAs? You think this sort of turnaround on validation is long, try waiting 12 hours for synthesis IaMvAzU: r u planning on becoming a twitch partner? bulksquat_thrust: ive got the beefiest pc you can build and visual studio still runs like a snail hobbHands nsielicki: @mik12f4 number of steps before game dies info303: @mik12f4 timesteps JakeLes: Visual studio runs well wat mik12f4: thanks l1ttlemtman: make a carla reinforcement agent DeeboMC: bro when this thing gets cooin is when you need to put on stranglehold by nugent and come in guns blazin l1ght5p33d: @JoeMountMount send comma ai a mass spectrometer l1ght5p33d: an* l1ght5p33d: a DeeboMC: Cookin* JoeMountMount: @l1ght5p33d why would you need a mass spec lol TasosTheLord: HeyGuys

l1ght5p33d: an ai mass spectrometer JoeMountMount: yeah why l1ttlemtman: muzero on go thinks 12 steps ahead nsielicki: i believe this problem will be solved tonight tytos01: can you do some GridSearchCV on this ? l1ght5p33d: @JoeMountMount because its too expensive for you DeeboMC: https://music.youtube.com/watch?v=MRj5KT3742o&feature=share JoeMountMount: like why would ai help mass spectometry l1ttlemtman: yes that was for the paper version l1ttlemtman: they ran another version for 2 weeks or so l1ght5p33d: @JoeMountMount now you’re asking the right questions JakeLes: So this is the guy they base all the hackers on in movies mik12f4: wouldnt there have to be a minimum number of timesteps in order for it not to crash? JoeMountMount: @l1ght5p33d LUL but what was he planning to do w it? l1ght5p33d: also sammy kamkar l1ght5p33d: samy PFY1: hey guys, how do i get started with python and ML? stone43_: read JoeMountMount: take a class JoeMountMount: or watch some free lectures info303: tons of cheap online courses l1ttlemtman: make a carla agent knitler_: chess wouldnt the reward value matter less? l1ttlemtman: that would be cool with muzero l1ght5p33d: @PFY1 read all this at least 3 times https://machinelearningmastery.com/start-here/ l1ght5p33d: then look for code to copy and paste smurfd0: now it had those “feelers” for a bit (i guess they are thrusters) l1ttlemtman: wow thats good advice lol PFY1: @l1ght5p33d thanks lol stone43_: That’s a good site Santiago_LHC: I have another motivational song: https://www.youtube.com/watch?v=VjEq-r2agqc kerastan11: Hey George, have you done any more talks related to your talk on your simulation “religion”?

JoeMountMount: does george actually read anything hes just been skimming random articles for the past 15 minutes DeeboMC: @Santiago_LHC nice but maybe a little TOO on the nose.. jus imo lol fElixb: Good morning from Germany! tripcloth: here i go again on my own – whitesnake c9_will_get_out_of_groups: What are you working on today? ResonatorGames: so cheesy l1ght5p33d: state-action-reward-state-action saeveritt: chill beats to quarantine to? DeeboMC: second for whitesnake @tripcloth Jehhred: I disappear for 30 minutes and this is what I come back to nsielicki: emo song request: https://www.youtube.com/watch?v=whPh_PasI58 Pr0ject414: is the problem that we need to reset the whole mode ResonatorGames: sledgehammer isn’t inspirational. It’s about sex l1ght5p33d: always remember q <- q + a(r + dqs1 - qs)) l1ght5p33d: https://en.wikipedia.org/wiki/State%E2%80%93action%E2%80%93reward%E2%80%93state%E2%80%93action DeeboMC: @georgehotz take @tripcloth 's requesst l1ght5p33d: always birkett0011: BibleThump routerkicker: hackerman curling the youtube title l1ttlemtman: did you watch the alphago movie already now ? nsielicki: >adams song on recommended ;_; DannyB_VG: camping in alaska is a amazing band mashafique: Documentary about incels LUL ? poseidondunaja: !uptime Penguino138: Penguino138 subscribed at Tier 1. They’ve subscribed for 2 months, currently on a 2 month streak! Ayyy

DeeboMC: lunar lander is gonna come in moody now eimis1337: !uptime socialnotsocial: what happened with protein folding? hoebamaa: Yeah what is that? Sounds real nice Geo Depoise: !uptime l1ght5p33d: @socialnotsocial we’re benchmarking faster algorithm . We’ll come back to that JoeMountMount: yeah I wanna know what happened to the COVID stuff too Jeptah88: What is it learning? l1ttlemtman: lunar landing Jeptah88: Oh, coll I see DeeboMC: fuck it, when in doubt, crank up some bucket ideology_sniffing_raccoon: he does not want to know l1ttlemtman: please play the atari game Penguino138: @georgehotz how often are you a late night coder? l1ttlemtman: its easier to see how it performs there nsielicki: are you using the actual gym version of the game still? this isn’t just like a fucked up reward function right? DeeboMC: minusthebear routerkicker: yeah it’s the original Jeptah88: Are we seeing a sample game or is it really learning 1 game at a time? l1ght5p33d: it was better before Jeptah88: LUL Penguino138: Is there a certain time of day you prefer programming or does it just depend? DeeboMC: reminds me of myexitunfair nitrixen: @Penguino138 Ideally while I’m awake Penguino138: I mean it for geo :p

nsielicki: asking that gets you banned, stop asking TasosTheLord: or subscribe and you can ask Kappa aykevy: hammer Pog hoebamaa: asking what? DeeboMC: are these people meming or are they serious about it mashafique: I think at this point people are just memeing gigafact: never give up, never surrender l1ght5p33d: copy paste more keras layers i saw you do that and it worked earlier l1ttlemtman: run the atari game petxe: Good morning! ^^ Jeptah88: GG DeeboMC: lol ok. *faith in humanity stabilzes* Jehhred: Who would have thought balancing a stick is easier than landing a space shuttle DeeboMC: dude i lunar lander was where its at Captain_Cavo: snake info303: start it from the upright position! l1ght5p33d: snek Captain_Cavo: nokia style nsielicki: just needs a fresh look on a new day DeeboMC: i cant get jiggy with this shit DeeboMC: hell yea boiii DeeboMC: brute force, no finesse lord_alpaca_666: this is what happened to the european mars rover DeeboMC: thing is just flinging spaghetti at the wall WillGreen98: How long has George been streaming? Jehhred: 3 days P0LY: !uptime Jeptah88: !uptime DeeboMC: 8 or 9 hours forkdb: !uptime P0LY: 😮 DeeboMC: im guessing forkdb: Ohok Crocodile_Dendi_: 5 hrs 54 Jeptah88: I see 5:54 DeeboMC: oh shit.. way off lord_alpaca_666: i like jupyter lab because it has dark mode nsielicki: !uptime

7pius: george hotz is so sick, he might have been infected DeeboMC: i like that DeeboMC: bro you got a deep bench.. yung phil jackson over here nsielicki: yeah, increase j raystriker98: leave it open Jeptah88: Do it KAZERKE: do it bloopsterr: go for it mashafique: Farming channel points overnight PogChamp bobsmash: yess 🙂 DeeboMC: muzero shows some promise raystriker98: I support okeeeeeee: me DeeboMC: muzero seems worth it… let it learn regardless tho raystriker98: maybe we’ll clip the video of a successful landing for you guinness84: it solves both CartPole and CartPole PogChamp routerkicker: are there other algos wich give you a dynamics model? DeeboMC: they way it does it tho seeems more intelligent when it does get it right. it just doesnt seem to learn from its past very effieciently l1ttlemtman: how many searches does it do on muzero compared to ppo ? Jeptah88: The landing spot is in the same place, it should be really easy

Penguino138: beautiful DeeboMC: it was just chillin erlsek: noobzero DeeboMC: burnn WEEEEEEEELL_ITS_KNOCC_OUT: LUL Jeptah88: DeepMind will crash your lunar lander l1ttlemtman: how many searches does it do on muzero compared to ppo ? DeeboMC: deepmind is tenacious tho Jeptah88: Like butter l1ttlemtman: but still that way muzero has a lot more potential KAZERKE: Wowee sakshambhutani2001: nice JjohnConstantine: what’s the end goal? birkett0011: Are there more complex simulations to test on? How many variable can these realistically handle? nsielicki: any explanation for why the losses do that on the tail? l1ttlemtman: go is 10^170 position l1ttlemtman: s l1ttlemtman: @birkett0011 DeeboMC: openai sure takes its goddamn time tho.. deepmind just continually hucks it til failure lol Leo__dog: @georgehotz if i gave you my ip, could you be able to hack me guinness84: are u rendering 1 to 1 with deepminds code DeeboMC: finesse tho jsnake794: hey i caught one of your streams nsielicki: pybind11 DeeboMC: whats deepmind’s strategy DeeboMC: fall? petxe: @georgehotz You think Java is a good programming language to start cooding? l1ttlemtman: still deepmind > openai birkett0011: are there more complex gyms available?

l1ttlemtman: yes carla DeeboMC: 10 billion iterations til succes? Jeptah88: DM trying to do barrelrolls mik12f4: why does the landscape change? info303: deepmind was working on starcraft2 bot, how far have they come? I think they had it working like a year ago mars4real: PogChamp ppnn123w: !uptime l1ght5p33d: how much change makes it not muzero anymore? l1ttlemtman: they beat a professional player DeeboMC: openai sits there and reflects lol info303: i think they had an unveil on twitch like a year ago hardtarget4: openai too good DeeboMC: meanwhile, DM’s like info303: and I think they trained it for 200 real-time years in 2 weeks or something like that l1ttlemtman: they beat lee sedol in go and some liquid guy in starcraft DeeboMC: lol Snooker_snooker_snooker: it finally discovered theres a y-axis force l1ght5p33d: how did u get MuModel from the psuedocode? info303: google money haha l1ttlemtman: google buys you gpu Pr0ject414: wasnt that paper able to do it 600 runs? castavs: @petxe I think he hates java. lol nsielicki: thanks for the stream, frustrating but hey this shit is always frustrating nsielicki: if it was easy everyone would do it ofaas: gg mik12f4: thanks for the entertainment, goodnight DeeboMC: you gonna keep your muzero model learin’ overnight after stream ends? castavs: This is Thor’s hammer in an ice lake sakshambhutani2001: You can write some sorta sdk of bot detection for website and make people label commaai’s data Joselinis: Goodmorming nsielicki: ( ͡° ͜ʖ ͡°) l1ttlemtman: they do already

l1ttlemtman: comma pencil DeeboMC: do you have cable? Gamer_nohope: !uptime nsielicki: post notebook to github when sakshambhutani2001: no that is for people but like you can give it to all website like Not a bot stuff Jeptah88: GGs NatePh_07: it was a good night ideology_sniffing_raccoon: GG l1ght5p33d: extend keras layer = new-muzero = newzero mik12f4: Forgot, any daytraders, VSTM 8 est, goodnight again Penguino138: Hope to see you soon geo fedexkinkos: teach me how to dougie gigafact: thanks for all the streams DeeboMC: do you have cable? NatePh_07: what should we try next ErmBison: whats next? tangobeer: are you streaming tomorrow? K0enich: comma.space soon? l1ttlemtman: please write a better monte carlo search Keboburrito: lesson learned, openai > muzero for space. Thanks for the streams birkett0011: You think these can be practically applied to more complex models like in https://cloud.anylogic.com/ castavs: How comma will solve the problem of different models with same name in different countries? wthbro: will you do a series for newbies, this is too complicated to grasp l1ttlemtman: or run muzero with carla routerkicker: thanks for the stream. byebye! info303: more AI streams! SeemsGood nsielicki: peace and good night baconslices13: i just joined after finishing hw lmao wthbro: rip pwnbase: Goodnight, God bless you, God bless these United States calcmath: goodnight Waldoqq: goodnight man I enjoyed the stream lebop: george what do you think about doing another hackerrank type of stream? please wthbro: a viewer 🙁 ideology_sniffing_raccoon: BlessRNG BlessRNG tangobeer: are you going to be streaming tomorrow? smurfd0: one step for cartpol one tiny step for lunar l1ttlemtman: there is a straight up gym env for carla l1ttlemtman: just change and run l1ght5p33d: @pwnbase hmmm fedexkinkos: can u do a steam where u personally teach me how to solve hacker rank l1ttlemtman: ssh into gpuslave axiosz: what was the artist you were listening the past days on stream? t0mmv: which gpu are you using?

NatePh_07: see ya George solyyd: whats your next big project