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wip (got faster!) Next.js mcmaster ships tomorrow + how-to 100% dynamic postgres-backed app w/ login h/t Ethan Niser, Rhys, arman

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Guillermo Rauch

678,376 subscribers

171,621 просмотров • 1 год назад •via X (Twitter)

ОбразованиеНаука и технологии
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Комментарии: 10

Фото профиля Rhys
Rhys1 год назад

@nextjs @ethanniser @ksw_arman One of the most interesting Next projects I've worked on, really cool seeing how fast it can go with mostly defaults - excited for people to see what we've built

Фото профиля Matija Grcic
Matija Grcic1 год назад

@nextjs @ethanniser @RhysSullivan @ksw_arman Probably doesn't have the same business logic underneath, that's always the contributing factor. Frontend can always fly fast by default until you introduce the business constraints.

Фото профиля Guillermo Rauch
Guillermo Rauch1 год назад

It’s true that the “real world” adds complexity, but we specifically made this a dynamic website (hence callout to Postgres and logged-in support) to show that the architecture is sound. You could have done something “similar” to this demo with Jamstack / Gatsby a few years ago, and then it’d fall off that complexity cliff you’re referring to when adding personalization or millions of products.

Фото профиля Ethan Niser
Ethan Niser1 год назад

@nextjs @RhysSullivan @ksw_arman Can't wait to ship this tomorrow

Фото профиля arman
arman1 год назад

@nextjs @ethanniser @RhysSullivan Had a lot of fun building this, never realized how much time Next.js actually saves with out-of-the-box optimizations

Фото профиля Matt Popovich
Matt Popovich1 год назад

@nextjs @ethanniser @RhysSullivan @ksw_arman Beautiful. This is peak marketing

Фото профиля andy
andy1 год назад

@nextjs @ethanniser @RhysSullivan @ksw_arman love it, need the repo for this badly lol

Фото профиля Box Seat Duck Hunter
Box Seat Duck Hunter1 год назад

@nextjs @ethanniser @RhysSullivan @ksw_arman But does it offer Next day delivery?

Фото профиля Jordan Hall
Jordan Hall1 год назад

@nextjs @ethanniser @RhysSullivan @ksw_arman What about the search function 👀👀👀

Фото профиля Rasmus Andersson
Rasmus Andersson1 год назад

@nextjs @ethanniser @RhysSullivan @ksw_arman What’s happening at ~00:11 in the video? Oscillation of state somehow?

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Hasan reacts to MoistCr1TiKaL's video about the Ethan Klein/iDubbbz lawsuit, thinks Moist would have a different tune if he understood the context of Ethan stalking and harassing iDubbbz and Anisa "What does that have to do with iDubbbz.,where is the genuine proof that there is a network of anonymous accounts that Ethan Klein has targeted and identified as being responsible for calling CPS..I don't think there is any proof..Ethan certainly doesn't have that, idk why he keeps bringing this up as though it has anything to do w iDubbbz" "I 100% disagree..just moral posturing..iDubbbz is not in agreement with the comment whatsoever, I think it's perfectly valid to use such a severely defamatory statement..which ironically enough, Destiny has made about me..cuz he's a psycho..if ur a litigious person, u should apply that litigious nature to the actual offending party" "If Charlie knew half the gross sh*t Ethan mofo Klein has said about Ian and Anisa, I don't think he'd be doing this..Ethan Klein has directly stalked and mass harassed iDubbbz and Anisa for months on end..this litigation is an extension of that project" "Who's the sc*mbag here, is it iDubbbz or is the guy who's been harassing iDubbbz and Anisa for months, come on Charlie..ik everybody f'in hates Ian and myself and Morgan and Kaceytron on the internet but come on dude" "I'm willing to be charitable and assume that it's coming from a place of him not fully researching this stuff..but it seems like he's researched it extensively on one side..even after hearing Ethan's side, he still doesn't side with Ethan..should show u how unbalanced this whole predicament is"
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Hasan reacts to MoistCr1TiKaL's video about the Ethan Klein/iDubbbz lawsuit, thinks Moist would have a different tune if he understood the context of Ethan stalking and harassing iDubbbz and Anisa "What does that have to do with iDubbbz.,where is the genuine proof that there is a network of anonymous accounts that Ethan Klein has targeted and identified as being responsible for calling CPS..I don't think there is any proof..Ethan certainly doesn't have that, idk why he keeps bringing this up as though it has anything to do w iDubbbz" "I 100% disagree..just moral posturing..iDubbbz is not in agreement with the comment whatsoever, I think it's perfectly valid to use such a severely defamatory statement..which ironically enough, Destiny has made about me..cuz he's a psycho..if ur a litigious person, u should apply that litigious nature to the actual offending party" "If Charlie knew half the gross sh*t Ethan mofo Klein has said about Ian and Anisa, I don't think he'd be doing this..Ethan Klein has directly stalked and mass harassed iDubbbz and Anisa for months on end..this litigation is an extension of that project" "Who's the sc*mbag here, is it iDubbbz or is the guy who's been harassing iDubbbz and Anisa for months, come on Charlie..ik everybody f'in hates Ian and myself and Morgan and Kaceytron on the internet but come on dude" "I'm willing to be charitable and assume that it's coming from a place of him not fully researching this stuff..but it seems like he's researched it extensively on one side..even after hearing Ethan's side, he still doesn't side with Ethan..should show u how unbalanced this whole predicament is"

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Hasan calls out Ethan Klein and everyone else (Asmongold, xQc, etc) who championed against Denims in his lawsuit, hopes MoistCr1TiKaL and Philip DeFranco cover the situation "This is Israeli mindset..not shocking to me his lawyer is a West Bank settler, not shocking that Ethan Klein loves Israel..u think u get to have a say in how ppl transform ur content, are u f'in stupid?" "A lot of our opposition are unbelievably stupid or just horrible monsters, sometimes both..every single major content creator on this platform was championing this lawsuit..it would have gutted react content..they should be kissing Denims feet..screeching at Ethan..but no they were too h-ny to bully a bunch of pro Palestine women that they don't like..they didn't even think about the consequences" "The work was transformative..Ethan was simply trying to sue ppl into submission bc he didn't like what they had to say, how's that for f'in free speech..at some point we finally got to say, this was a ridiculous process..Philip DeFranco MoistCr1TiKaL there's gonna be a point where ppl actually cover this stuff..I hope" "U don't seem to understand a lot my friend..ya Asmongold famous at conducting research..what he means by that is groking it..was it (Frogan defaulting)..or are u just as stupid and don't know what happened..the answer will shock u..u were just wrong on that too..and all the other lawyers" "I saw a clip of Asmongold crying and complaining that I was being as being soft as baby sh*t against this MorePegasus situation..what's really funny..Asmongold has actively demanded the federal government take care of me" "This guy covers lawsuits all the time..unless it's one of his best friends and it's a R suit..he loves lawsuits..for him to turn around cry foul in this moment is very funny, he's celebrated Ethan's lawsuits..he's even actively told his audience that R-Tone was k*lling it, same xQc*ck"

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slash1s

70,940 просмотров • 4 месяцев назад

My app just hit $7k/m. I'll hit 10k/m before I quit my job & fly to vietnam 🇻🇳 This is how I did it. Part One: The App. 1. Built an iOS app. 2. Found a validated niche. 3. Improved upon existing apps. 4. Read reviews to see pain points. 5. Improved everything: UI, onboarding, features. 6. With AI and good taste it's so easy to win. 7. You can build beautiful & useful product in a week. 8. Stack: Native Swift & RevenueCat. 9. Pricing of 7.99/w, 14.99/m and 49.99/y. 10. Typically weekly + yearly combo is good. 11. Adding monthly increased my conversions. 12. This will vary by niche: see what competitors do! Part Two: Apple Ads to 1k/m. 1. Used the $100 free credits to get data! 2. Measured my onboarding & paywall with posthog. 3. Already had 70% onboarding completion. 4. Reduced all friction: got it to 85%. 5. Ran AB tests using remote paywalls. 6. Kept everything compliant with Apple guidelines. 7. Achieved 8% install to paid. 8. Split campaigns by territory groups: US, AU, TH etc. 9. Used competitor names as strict keywords. 10. User searches for competitor: • My app way better so they download mine instead. 11. This relies on a really good app store page. 12. Mock up screenshots in Figma then enhance with AI. 13. ChatGPT Image-2 is free with Codex. Part Three: Scaling to 7k/m with Tikslop. 1. Scrolled in my niche, found organic viral posts. 2. Remade them myself: film with friends or use AI. 3. Seedance 2 mini is the best ROI video model I think. 4. I made ~8 formats, ~15 creatives. 5. Give each creative $50 of spend. 6. After $50, if CPA LTV then stop spend. 8. LTV is hard to calculate. You can ask Rico. 9. Better for me: Aimed for profit on first transaction. 10. This is simpler & more ambitious. 11. Expect to burn at least $500! Part Four: Scaling Ad Spend (The Big Leagues) 1. If the CPA is staying consistent. 2. Increase spend by < 30% each time. 3. My advice: ~15% each time. 4. 50, 60, 70, 90 etc. 5. Performance can be volatile. • Yesterday I made ~$170, a small loss. • A few days ago I made ~$600, big profit. 6. Measure averages over time. Remember: there are infinite ways to win, this is mine. It took me about 3 years to make a successful app. Winning is simply losing on a long enough timeline.
6:17

My app just hit $7k/m. I'll hit 10k/m before I quit my job & fly to vietnam 🇻🇳 This is how I did it. Part One: The App. 1. Built an iOS app. 2. Found a validated niche. 3. Improved upon existing apps. 4. Read reviews to see pain points. 5. Improved everything: UI, onboarding, features. 6. With AI and good taste it's so easy to win. 7. You can build beautiful & useful product in a week. 8. Stack: Native Swift & RevenueCat. 9. Pricing of 7.99/w, 14.99/m and 49.99/y. 10. Typically weekly + yearly combo is good. 11. Adding monthly increased my conversions. 12. This will vary by niche: see what competitors do! Part Two: Apple Ads to 1k/m. 1. Used the $100 free credits to get data! 2. Measured my onboarding & paywall with posthog. 3. Already had 70% onboarding completion. 4. Reduced all friction: got it to 85%. 5. Ran AB tests using remote paywalls. 6. Kept everything compliant with Apple guidelines. 7. Achieved 8% install to paid. 8. Split campaigns by territory groups: US, AU, TH etc. 9. Used competitor names as strict keywords. 10. User searches for competitor: • My app way better so they download mine instead. 11. This relies on a really good app store page. 12. Mock up screenshots in Figma then enhance with AI. 13. ChatGPT Image-2 is free with Codex. Part Three: Scaling to 7k/m with Tikslop. 1. Scrolled in my niche, found organic viral posts. 2. Remade them myself: film with friends or use AI. 3. Seedance 2 mini is the best ROI video model I think. 4. I made ~8 formats, ~15 creatives. 5. Give each creative $50 of spend. 6. After $50, if CPA LTV then stop spend. 8. LTV is hard to calculate. You can ask Rico. 9. Better for me: Aimed for profit on first transaction. 10. This is simpler & more ambitious. 11. Expect to burn at least $500! Part Four: Scaling Ad Spend (The Big Leagues) 1. If the CPA is staying consistent. 2. Increase spend by < 30% each time. 3. My advice: ~15% each time. 4. 50, 60, 70, 90 etc. 5. Performance can be volatile. • Yesterday I made ~$170, a small loss. • A few days ago I made ~$600, big profit. 6. Measure averages over time. Remember: there are infinite ways to win, this is mine. It took me about 3 years to make a successful app. Winning is simply losing on a long enough timeline.

Frederick James

106,863 просмотров • 1 месяц назад

BREAKING: Inside AppLovin's $100B+ Ad Engine Co-Founder & CEO Adam Foroughi CTO Giovanni Ge FULL INTERVIEW AppLovin is one of the most efficient companies in public markets at ~400 people. Approaching $7B in EBITDA. That's ~$17M per employee, roughly 3x the revenue per head of Nvidia & 7x Apple, Meta, or Google. Engineering hasn't grown in 3 years (100 people) while cash flow scaled 20x. The most extensive breakdown yet of how they built the ad model that grew AppLovin ( $APP ) from a -92% post-IPO decline to $100B+ company, with billions in profit Gio joined AppLovin in late 2022, when the company was worth ~$5.5 billion to help architect Axon 2, the recommendation engine that became central to AppLovin’s transformation. The new architecture improved predictions & advertiser returns, helping drive the company’s expansion beyond mobile gaming into e-commerce ads & a full recovery "Technology moves really fast, & you gotta be humble about what you have. If technology goes faster than what you've developed, you gotta throw away what you have & rebuild it. And it's probably gonna happen every couple years, or even faster in the future." - Adam Foroughi We go inside the machine: › Rebuilding Axon from scratch with 100 engineers › No one-on-ones, no training manuals, almost no PMs › New hires ship production code in week 1 › Engineers on top of AI, not next to it › The e-commerce product designed on a napkin › Dropping 92%, then becoming their own best investor › The math to $1 trillion 𝐓𝐈𝐌𝐄𝐒𝐓𝐀𝐌𝐏𝐒 (00:00) Adam Foroughi, Co-Founder & CEO & Giovanni Ge, CTO at AppLovin (00:52) Gio's first impression of AppLovin (03:38) Joining AppLovin after a 30% stock drop (09:59) How Axon 2 actually got built (20:23) Why AppLovin never needed a sales team (21:59) From gaming ads to e-commerce (24:47) From a napkin drawing to a real product (30:54) The onboarding mistake most companies make (34:37) What "AI-Native" actually means (36:37) Should new engineers still learn to code? (41:41) UGC vs. traditional ads: what's winning? (47:56) Adapting to AI without rebuilding from scratch (54:50) Gio's daily tech stack (1:02:17) AppLovin's path to a trillion-dollar valuation (1:06:19) Recovering from a 90% stock drop (1:09:47) What's next for AppLovin? (1:13:44) What happens when AI takes over? (1:15:48) Adam and Gio's hottest takes (1:19:50) How to actually stay locked in (1:24:47) Building something that lasts
1:26:37

BREAKING: Inside AppLovin's $100B+ Ad Engine Co-Founder & CEO Adam Foroughi CTO Giovanni Ge FULL INTERVIEW AppLovin is one of the most efficient companies in public markets at ~400 people. Approaching $7B in EBITDA. That's ~$17M per employee, roughly 3x the revenue per head of Nvidia & 7x Apple, Meta, or Google. Engineering hasn't grown in 3 years (100 people) while cash flow scaled 20x. The most extensive breakdown yet of how they built the ad model that grew AppLovin ( $APP ) from a -92% post-IPO decline to $100B+ company, with billions in profit Gio joined AppLovin in late 2022, when the company was worth ~$5.5 billion to help architect Axon 2, the recommendation engine that became central to AppLovin’s transformation. The new architecture improved predictions & advertiser returns, helping drive the company’s expansion beyond mobile gaming into e-commerce ads & a full recovery "Technology moves really fast, & you gotta be humble about what you have. If technology goes faster than what you've developed, you gotta throw away what you have & rebuild it. And it's probably gonna happen every couple years, or even faster in the future." - Adam Foroughi We go inside the machine: › Rebuilding Axon from scratch with 100 engineers › No one-on-ones, no training manuals, almost no PMs › New hires ship production code in week 1 › Engineers on top of AI, not next to it › The e-commerce product designed on a napkin › Dropping 92%, then becoming their own best investor › The math to $1 trillion 𝐓𝐈𝐌𝐄𝐒𝐓𝐀𝐌𝐏𝐒 (00:00) Adam Foroughi, Co-Founder & CEO & Giovanni Ge, CTO at AppLovin (00:52) Gio's first impression of AppLovin (03:38) Joining AppLovin after a 30% stock drop (09:59) How Axon 2 actually got built (20:23) Why AppLovin never needed a sales team (21:59) From gaming ads to e-commerce (24:47) From a napkin drawing to a real product (30:54) The onboarding mistake most companies make (34:37) What "AI-Native" actually means (36:37) Should new engineers still learn to code? (41:41) UGC vs. traditional ads: what's winning? (47:56) Adapting to AI without rebuilding from scratch (54:50) Gio's daily tech stack (1:02:17) AppLovin's path to a trillion-dollar valuation (1:06:19) Recovering from a 90% stock drop (1:09:47) What's next for AppLovin? (1:13:44) What happens when AI takes over? (1:15:48) Adam and Gio's hottest takes (1:19:50) How to actually stay locked in (1:24:47) Building something that lasts

Molly O’Shea

695,632 просмотров • 1 месяц назад

R.I.P. dev agencies ☠️ There's now an AI that debugs your app, clicks through the UI, finds what's broken, and fixes it on its own. And it hits a 97% success rate. Max isn’t a “code assistant.” It behaves like a full software engineer that never gets tired, never drifts, and never waits for your next instruction. You give it a goal. Max writes the code, tests it, checks the UI, finds the issues, fixes them, and loops until the task is done. Not theory. Actual work. Max handled things that normally eat entire days: • Debugging a Stripe checkout that refused to load • Solving a login-on-refresh issue by tracking network behavior step by step • Building a full Teams & Invites feature UI, routes, tokens, emails, tests while I focused on another part of the product 97 percent of the problems I threw at it got solved without me stepping in. The wild part is how Max operates: It sees the app. It clicks around. It interacts with the environment. It rewrites code. It retries until it works. Goal → attempt → improve → retry → done. Some tasks take 100 moves. Some run for 30 minutes. Most finish before I even finish a coffee. This flips the entire dev workflow on its head. Instead of “write code and hope it works,” you define outcomes and watch the engineer in the background get it done. Every once in a while a tool shows up that changes the tempo of an entire industry. Anything Max is one of them.
1:37

R.I.P. dev agencies ☠️ There's now an AI that debugs your app, clicks through the UI, finds what's broken, and fixes it on its own. And it hits a 97% success rate. Max isn’t a “code assistant.” It behaves like a full software engineer that never gets tired, never drifts, and never waits for your next instruction. You give it a goal. Max writes the code, tests it, checks the UI, finds the issues, fixes them, and loops until the task is done. Not theory. Actual work. Max handled things that normally eat entire days: • Debugging a Stripe checkout that refused to load • Solving a login-on-refresh issue by tracking network behavior step by step • Building a full Teams & Invites feature UI, routes, tokens, emails, tests while I focused on another part of the product 97 percent of the problems I threw at it got solved without me stepping in. The wild part is how Max operates: It sees the app. It clicks around. It interacts with the environment. It rewrites code. It retries until it works. Goal → attempt → improve → retry → done. Some tasks take 100 moves. Some run for 30 minutes. Most finish before I even finish a coffee. This flips the entire dev workflow on its head. Instead of “write code and hope it works,” you define outcomes and watch the engineer in the background get it done. Every once in a while a tool shows up that changes the tempo of an entire industry. Anything Max is one of them.

Alex Veremeyenko

80,536 просмотров • 9 месяцев назад

E184: Ethena CEO - Why Ethena Pay Feels Like Revolut, Not MetaMask G | Ethena is the founder and CEO of Ethena. He stumbled into DeFi in 2019 when a friend showed him MakerDAO - taking out a $5,000 loan against $10,000 of ETH with no one standing in the middle of the transaction. Six years later he's running Ethena, which scaled to $15 billion in stablecoin supply faster than anything else in crypto history, and his thesis is that a dollar with a yield in an app that doesn't feel like crypto is what finally brings 100 million new users in. Timestamps 0:00 Intro 2:37 Which Of Guy's Plans Fell Apart 5:37 Where Actually Are The Users Everyone Wants 7:10 What Got Guy Hooked On Crypto 9:20 PayPal vs Revolut vs Neo Banks 12:43 Partnerships: Variational Bitwise 13:36 Revolut vs Stablecoin Neo Banks 15:58 Is Switching To Neo Banks Really A 10x 18:00 EthenaPay, Explained Simply 21:21 Why Build Another Crypto Neo Bank 23:53 Will Crypto Banks Fight Over The Pie 25:55 How Ethena Wins Users By Helping Everyone 32:47 What Actually Makes Ethena Different 36:51 Ethena's Cashback System Revealed 38:32 How Ethena Cuts Fees 39:39 How Ethena Finds The Best Yield 45:16 Guy On Dealing With FUD 48:35 Why Guy Stays Quiet 49:29 Partnership: KAST 50:17 Ethena's KPI Targets 51:55 The Holy Grail For A Stablecoin Neo Bank 52:31 Partnerships: Jupiter Ethena 53:14 If Everyone Does The Same Thing, Who Wins 55:23 What's Next For Ethena After EthenaPay 56:36 Is EthenaPay Basically USDe 58:04 Closing Thoughts
58:53

E184: Ethena CEO - Why Ethena Pay Feels Like Revolut, Not MetaMask G | Ethena is the founder and CEO of Ethena. He stumbled into DeFi in 2019 when a friend showed him MakerDAO - taking out a $5,000 loan against $10,000 of ETH with no one standing in the middle of the transaction. Six years later he's running Ethena, which scaled to $15 billion in stablecoin supply faster than anything else in crypto history, and his thesis is that a dollar with a yield in an app that doesn't feel like crypto is what finally brings 100 million new users in. Timestamps 0:00 Intro 2:37 Which Of Guy's Plans Fell Apart 5:37 Where Actually Are The Users Everyone Wants 7:10 What Got Guy Hooked On Crypto 9:20 PayPal vs Revolut vs Neo Banks 12:43 Partnerships: Variational Bitwise 13:36 Revolut vs Stablecoin Neo Banks 15:58 Is Switching To Neo Banks Really A 10x 18:00 EthenaPay, Explained Simply 21:21 Why Build Another Crypto Neo Bank 23:53 Will Crypto Banks Fight Over The Pie 25:55 How Ethena Wins Users By Helping Everyone 32:47 What Actually Makes Ethena Different 36:51 Ethena's Cashback System Revealed 38:32 How Ethena Cuts Fees 39:39 How Ethena Finds The Best Yield 45:16 Guy On Dealing With FUD 48:35 Why Guy Stays Quiet 49:29 Partnership: KAST 50:17 Ethena's KPI Targets 51:55 The Holy Grail For A Stablecoin Neo Bank 52:31 Partnerships: Jupiter Ethena 53:14 If Everyone Does The Same Thing, Who Wins 55:23 What's Next For Ethena After EthenaPay 56:36 Is EthenaPay Basically USDe 58:04 Closing Thoughts

MR SHIFT 🦁

120,885 просмотров • 12 дней назад

Ethan Klein talks about the reactions from Hasan’s side towards MoistCr1TiKaL's video and clarifies his positions Shows appreciation for the coverage even with the disagreements and asks Moist to think about how he would feel if he had 3 years of attacks from those same ppl since he felt compelled to make a response video after one day of it "We actually ended talking about it a fair bit and he agreed to read a statement I wrote..thought it was all nice and fair..ppl are entitled to disagree with me..knew a lot of ppl would..that's totally fine..what's interesting..he wasn't picking a side..our fans were very reasonable..but u can imagine Hasan and ppl like that, the snarkverse that infests Twitter and Reddit..they were enraged that he didn't completely sh*t on me, he def disagreed w me but it wasn't enough to just disagree..they require complete fealty" "Destiny said this in a chat, in a fleeting moment and immediately afterwards he made it clear..the point it wasn't really put out there as a serious accusation..snark took this, turned into a whole snark talking point..put it all over Reddit and Twitter..Ian being a active member of that community decided it would be a good idea to further broadcast it for 2 hours..although Ian starts by saying I don't believe it, he also hedges it by saying but I think it's a heavy accusation that's worth reacting to" "About 3 seconds, he says I don't believe it, for a 2 hour broadcast..vast majority u see this on Reddit, tiktok whatever..ur not gonna see that..I truly do believe that snark and his intention is to cause harm to my family..knowing that CPS came to our house already..he meant to cause harm to my family..would anybody be surprised if CPS came to my house again" "I don't think Charlie is intentionally doing this but he's underplaying a little bit of what Ian did and context of it and what all happened..btw I am not mad at Charlie..the opposite, he was super fair..I thought he was as thoughtful as he could be given the context he has..it's a lot, take me a lot to explain all this sh*t" "Btw I don't know Destiny at all..Ian on other hand was my friend for many years, met my kids..when he puts something like that on stream, it has credibility as compared to Destiny..which makes it worse imo" "They're kind of doing that when Charlie feels compelled to put out a 2nd video..even sharing a shred of empathy even tho he ultimately disagrees it wasn't enough so he goes on Twitter, Reddit and sees ppl losing their f'in minds..calling him this and that..including Hasan..so he's compelled to make a 2nd video..I do think it's interesting that after one day of Charlie facing with the same ppl who have been harassing us since Oct 7 2023, after one day they clearly got to him..imagine if those same ppl that got to Charlie after 1 day, spent 3 years relentlessly trying to ruin everything about u..saying u K babies, m-lst ur own children, ur children are eating dogsh*t..sending human skulls and also messing w my extended family, my employees..3 years of this stuff nonstop" "In our chat rn, our subreddit everyone's response was super reasonable..versus when he goes on Twitter, other Reddit communites..he's an enemy now just bc he expressed a little empathy for CPS coming"
11:58

Ethan Klein talks about the reactions from Hasan’s side towards MoistCr1TiKaL's video and clarifies his positions Shows appreciation for the coverage even with the disagreements and asks Moist to think about how he would feel if he had 3 years of attacks from those same ppl since he felt compelled to make a response video after one day of it "We actually ended talking about it a fair bit and he agreed to read a statement I wrote..thought it was all nice and fair..ppl are entitled to disagree with me..knew a lot of ppl would..that's totally fine..what's interesting..he wasn't picking a side..our fans were very reasonable..but u can imagine Hasan and ppl like that, the snarkverse that infests Twitter and Reddit..they were enraged that he didn't completely sh*t on me, he def disagreed w me but it wasn't enough to just disagree..they require complete fealty" "Destiny said this in a chat, in a fleeting moment and immediately afterwards he made it clear..the point it wasn't really put out there as a serious accusation..snark took this, turned into a whole snark talking point..put it all over Reddit and Twitter..Ian being a active member of that community decided it would be a good idea to further broadcast it for 2 hours..although Ian starts by saying I don't believe it, he also hedges it by saying but I think it's a heavy accusation that's worth reacting to" "About 3 seconds, he says I don't believe it, for a 2 hour broadcast..vast majority u see this on Reddit, tiktok whatever..ur not gonna see that..I truly do believe that snark and his intention is to cause harm to my family..knowing that CPS came to our house already..he meant to cause harm to my family..would anybody be surprised if CPS came to my house again" "I don't think Charlie is intentionally doing this but he's underplaying a little bit of what Ian did and context of it and what all happened..btw I am not mad at Charlie..the opposite, he was super fair..I thought he was as thoughtful as he could be given the context he has..it's a lot, take me a lot to explain all this sh*t" "Btw I don't know Destiny at all..Ian on other hand was my friend for many years, met my kids..when he puts something like that on stream, it has credibility as compared to Destiny..which makes it worse imo" "They're kind of doing that when Charlie feels compelled to put out a 2nd video..even sharing a shred of empathy even tho he ultimately disagrees it wasn't enough so he goes on Twitter, Reddit and sees ppl losing their f'in minds..calling him this and that..including Hasan..so he's compelled to make a 2nd video..I do think it's interesting that after one day of Charlie facing with the same ppl who have been harassing us since Oct 7 2023, after one day they clearly got to him..imagine if those same ppl that got to Charlie after 1 day, spent 3 years relentlessly trying to ruin everything about u..saying u K babies, m-lst ur own children, ur children are eating dogsh*t..sending human skulls and also messing w my extended family, my employees..3 years of this stuff nonstop" "In our chat rn, our subreddit everyone's response was super reasonable..versus when he goes on Twitter, other Reddit communites..he's an enemy now just bc he expressed a little empathy for CPS coming"

yeet

50,637 просмотров • 3 месяцев назад

Iran war, day 170 | Will Trump go nuclear? |What are his options? | Iran prepared to go on offence MTG recently revealed that Trump is serious about nuking Iran The target: bomb pick axe mountain Purpose: destroy Iran’s 60% HEU Israel has told Trump that Iran has over 400kg of uranium enriched to 60% Reality: not even the IAEA knows where it is. Trump doesn’t care. What are Trump’s nuclear options should his pentagon approve the strike? The B61-11 or 12 is tactical nuke certified for delivery by the F-35A Lightning IIstealth fifth generation fighter, and F-15E Strike Eagle -The pilots have to hope for all stars to align, breach all of Iran’s advanced radars and air defence systems, hope Iran doesn’t back and spoof his avionics, deliver a pin point precise strike repeatedly -then there’s hoping Russia and China’s satellite network don’t catch them in advance. The B61-11 nuclear earth-penetrating weapon (EPW), is a nuclear bunker buster -it has a limited penetration depth of approximately 3 to 6 meters (10–20 feet) in concrete or earth before detonating. -its 340-kiloton yield creates shockwaves capable of destroying hardened targets buried up to 30–100 meters underground -Iran’s main nuclear facilities are beyond 100m underground -Pickaxe is composed of hard, dense granite, further reinforced by concrete. -The main halls are more than 100 metres beneath the granite Trump won’t let the science get in the way! Nevertheless, Iran has told the U.S. that it Is ready for next long-war with U.S, Gulf and Israel due to rising its missiles, drones and naval capabilities. How desperate is Trump getting? While Trump’s SOR dwindles to critical levels, Iran seized an Emirati oil tanker in the SOH -no response from the U.S. Trump instead threatened Oman! Trump warned Oman that the US will “bomb the s–t” out of them if they interfere in the simmering conflict with Iran in the SOH. •Iran is close to an agreement on SOH management with Oman Iran will coordinate Trump: “If Oman gets in the way, we’ll bomb the s–t out of them,” Trump told Fox News’ Trey Yingst in a phone interview as a tentative cease-fire agreement between the US and Iran expired. “I don’t think [Oman] behaved very well, but we’d handle them very easily, just like we do others,” the president told reporters in the Oval Office hours later. Recall Kissinger: it’s dangerous to be America’s enemy, fatal to be an ally. Maybe Trump should focus on the quality of his military 1st: Per US media reports, the destroyer USS Benfold was without power for four days in the South China Sea last month due to a technical malfunction. -this deprived sailors of galley services, toilets, and AC, and the drinking water on board was also affected. Meanwhile, Iran has an ominous warning for all American invader terrorists in the region who have overstayed their welcome: Maj. General Hatamo from the Iranian Army also put a $30k bounty for delivering an American soldier dead or alive. Iran's IRGC commander, General Naghi also has a message for Trump: 'The War will no longer be on our soil, but directly on the enemy's soil. ' Per military experts, Iran has indicated it will strike US mainland, and they have already successfully tested out a 13,000km range missile, Khorramshahr-5 -a 12,000km ICMB can reach the U.S. Iraq’s main Shia resistance group Kataib Hezbollah also laid out conditions for Iraq’s occupiers: - Complete withdrawal of U.S. occupation forces from Iraqi land, sky. -Ensuring U.S. terror forces never return -Removal of Turkish forces occupying northern Iraq. -Disband Peshmerga forces: the most armed and dangerous militias for Iraq's unity. •The KRG (Kurd ref gov’t) are backed by Mossad and the CIA •Current estimates place their active personnel between 138,000 Ansar’Allah was also handling business: Ansar’Allah launched 5 ballistic missiles toward Bab al-Mandab to strike supply ships belonging to Saudi-backed militias
1:04

Iran war, day 170 | Will Trump go nuclear? |What are his options? | Iran prepared to go on offence MTG recently revealed that Trump is serious about nuking Iran The target: bomb pick axe mountain Purpose: destroy Iran’s 60% HEU Israel has told Trump that Iran has over 400kg of uranium enriched to 60% Reality: not even the IAEA knows where it is. Trump doesn’t care. What are Trump’s nuclear options should his pentagon approve the strike? The B61-11 or 12 is tactical nuke certified for delivery by the F-35A Lightning IIstealth fifth generation fighter, and F-15E Strike Eagle -The pilots have to hope for all stars to align, breach all of Iran’s advanced radars and air defence systems, hope Iran doesn’t back and spoof his avionics, deliver a pin point precise strike repeatedly -then there’s hoping Russia and China’s satellite network don’t catch them in advance. The B61-11 nuclear earth-penetrating weapon (EPW), is a nuclear bunker buster -it has a limited penetration depth of approximately 3 to 6 meters (10–20 feet) in concrete or earth before detonating. -its 340-kiloton yield creates shockwaves capable of destroying hardened targets buried up to 30–100 meters underground -Iran’s main nuclear facilities are beyond 100m underground -Pickaxe is composed of hard, dense granite, further reinforced by concrete. -The main halls are more than 100 metres beneath the granite Trump won’t let the science get in the way! Nevertheless, Iran has told the U.S. that it Is ready for next long-war with U.S, Gulf and Israel due to rising its missiles, drones and naval capabilities. How desperate is Trump getting? While Trump’s SOR dwindles to critical levels, Iran seized an Emirati oil tanker in the SOH -no response from the U.S. Trump instead threatened Oman! Trump warned Oman that the US will “bomb the s–t” out of them if they interfere in the simmering conflict with Iran in the SOH. •Iran is close to an agreement on SOH management with Oman Iran will coordinate Trump: “If Oman gets in the way, we’ll bomb the s–t out of them,” Trump told Fox News’ Trey Yingst in a phone interview as a tentative cease-fire agreement between the US and Iran expired. “I don’t think [Oman] behaved very well, but we’d handle them very easily, just like we do others,” the president told reporters in the Oval Office hours later. Recall Kissinger: it’s dangerous to be America’s enemy, fatal to be an ally. Maybe Trump should focus on the quality of his military 1st: Per US media reports, the destroyer USS Benfold was without power for four days in the South China Sea last month due to a technical malfunction. -this deprived sailors of galley services, toilets, and AC, and the drinking water on board was also affected. Meanwhile, Iran has an ominous warning for all American invader terrorists in the region who have overstayed their welcome: Maj. General Hatamo from the Iranian Army also put a $30k bounty for delivering an American soldier dead or alive. Iran's IRGC commander, General Naghi also has a message for Trump: 'The War will no longer be on our soil, but directly on the enemy's soil. ' Per military experts, Iran has indicated it will strike US mainland, and they have already successfully tested out a 13,000km range missile, Khorramshahr-5 -a 12,000km ICMB can reach the U.S. Iraq’s main Shia resistance group Kataib Hezbollah also laid out conditions for Iraq’s occupiers: - Complete withdrawal of U.S. occupation forces from Iraqi land, sky. -Ensuring U.S. terror forces never return -Removal of Turkish forces occupying northern Iraq. -Disband Peshmerga forces: the most armed and dangerous militias for Iraq's unity. •The KRG (Kurd ref gov’t) are backed by Mossad and the CIA •Current estimates place their active personnel between 138,000 Ansar’Allah was also handling business: Ansar’Allah launched 5 ballistic missiles toward Bab al-Mandab to strike supply ships belonging to Saudi-backed militias

Truth_teller 🇷🇺

30,541 просмотров • 28 дней назад

Iran war, day 137 | Trump hit another Iranian hospital | Markets feeling the pain Trump is back to murdering Iranian kids! Trump struck the Ahvaz Children's cancer Hospital, which was previously damaged by the U.S. and Israel. Washington continues to target Iran's healthcare infrastructure, adding to a growing list of hospitals and medical centers struck across the country. Upon reflection, does Trump have regrets? He regrets not attacking Iran sooner. Trump believes Iran should have been attacked 47 years ago, and that it would have been much easier. I guess Trump forgot about the 8 year Iran/Iraq where the U.S. sided with Saddam to murder a million Iranians with conventional and chemical weapons! What other tricks does Trump have up his sleeve? Trump and his rogue regime created an illegal corridor south of the SOH, to smuggle oil, and they got caught -this is in violation of the MOU, when it mattered. -Trump toll substitute got filled with the sale of C-17 aircraft support services and equipment to Kuwait for an estimated value of $484 million -Saudi is getting $2 billion worth of precision guided missiles How does an American Journalist destined iran’s military? • Iran is capable of launching missiles • Iran is capable of launching drones • Iran triumphed tonight • The U.S. is in deep despair • Iran continues its field victories Has the U.S. been effective with its strikes? -Iran's underground missile cities are intact and operational. • The US is targeting Iran's Imam Ali base, but has not succeeded in any strikes so far. •Everything is underground, and the explosions are just loud noises. •There is no real impact. Are there still men among the U.S. military? Hegseth announced the Pentagon is going to check testosterone levels on service members aged 30 and older -are trump cabinet members going to be checked to? What has Iran struck so far? In the 10th phase of the army's Lightning operation: -US bases and centers in Jordan, Kuwait and Bahrain were targeted by army drone attacks -Iran targeted radars & ADS, fuel tanks, and communication systems -Iran hit US targets in Erbil, Iraq What did the U.S. strike besides another hospital and civilian infrastructure? US Central Command claims: “We targeted Iranian command centers, air defense sites, missile capabilities, and surveillance facilities.” -they struck the Semnan province, Ahvaz, Khuzestan, Lorestan province, Hengam island, Shiraz Trump now seeks to give Julani the green light to strike Hezbollah! -Trump says he is thinking about giving Julani a green-light to attack Hezbollah inside Lebanon and finish the job for Israel The markets: -Brent crude is using at $85/barrel -Brent crude target is at $100/b -WTI sits at $80/barrel -can expect $200/barrel oil when bab al-Mandan straight is shut down -Iran has officially announced that as long as the US stays in the region, not a drop of oil and gas will be exported from the region. -only 17 ships crossed the SOH -US/Iran was cost >$100 billion -space x pump and dump now below IPO price of $135 -about trump coin scam launch -Blackrock now controls $15 t in assets -JPMorgan, Goldman Sachs, BlackRock, Vanguard, and NYSE are tokenizing US stocks and Treasuries. Left to right: Video 1: Trump on Iran attacks Image: space x dump Video: Hegseth on low t levels Video: Iran hit Kuwaiti KGL warehouse
0:11

Iran war, day 137 | Trump hit another Iranian hospital | Markets feeling the pain Trump is back to murdering Iranian kids! Trump struck the Ahvaz Children's cancer Hospital, which was previously damaged by the U.S. and Israel. Washington continues to target Iran's healthcare infrastructure, adding to a growing list of hospitals and medical centers struck across the country. Upon reflection, does Trump have regrets? He regrets not attacking Iran sooner. Trump believes Iran should have been attacked 47 years ago, and that it would have been much easier. I guess Trump forgot about the 8 year Iran/Iraq where the U.S. sided with Saddam to murder a million Iranians with conventional and chemical weapons! What other tricks does Trump have up his sleeve? Trump and his rogue regime created an illegal corridor south of the SOH, to smuggle oil, and they got caught -this is in violation of the MOU, when it mattered. -Trump toll substitute got filled with the sale of C-17 aircraft support services and equipment to Kuwait for an estimated value of $484 million -Saudi is getting $2 billion worth of precision guided missiles How does an American Journalist destined iran’s military? • Iran is capable of launching missiles • Iran is capable of launching drones • Iran triumphed tonight • The U.S. is in deep despair • Iran continues its field victories Has the U.S. been effective with its strikes? -Iran's underground missile cities are intact and operational. • The US is targeting Iran's Imam Ali base, but has not succeeded in any strikes so far. •Everything is underground, and the explosions are just loud noises. •There is no real impact. Are there still men among the U.S. military? Hegseth announced the Pentagon is going to check testosterone levels on service members aged 30 and older -are trump cabinet members going to be checked to? What has Iran struck so far? In the 10th phase of the army's Lightning operation: -US bases and centers in Jordan, Kuwait and Bahrain were targeted by army drone attacks -Iran targeted radars & ADS, fuel tanks, and communication systems -Iran hit US targets in Erbil, Iraq What did the U.S. strike besides another hospital and civilian infrastructure? US Central Command claims: “We targeted Iranian command centers, air defense sites, missile capabilities, and surveillance facilities.” -they struck the Semnan province, Ahvaz, Khuzestan, Lorestan province, Hengam island, Shiraz Trump now seeks to give Julani the green light to strike Hezbollah! -Trump says he is thinking about giving Julani a green-light to attack Hezbollah inside Lebanon and finish the job for Israel The markets: -Brent crude is using at $85/barrel -Brent crude target is at $100/b -WTI sits at $80/barrel -can expect $200/barrel oil when bab al-Mandan straight is shut down -Iran has officially announced that as long as the US stays in the region, not a drop of oil and gas will be exported from the region. -only 17 ships crossed the SOH -US/Iran was cost >$100 billion -space x pump and dump now below IPO price of $135 -about trump coin scam launch -Blackrock now controls $15 t in assets -JPMorgan, Goldman Sachs, BlackRock, Vanguard, and NYSE are tokenizing US stocks and Treasuries. Left to right: Video 1: Trump on Iran attacks Image: space x dump Video: Hegseth on low t levels Video: Iran hit Kuwaiti KGL warehouse

Truth_teller 🇷🇺

26,025 просмотров • 2 месяцев назад

At an exclusive event of world leaders, Paul Tudor Jones says a top AI leader warned everyone: “It's going to take an accident where 50 to 100 million people die to make the world take the threat of this really seriously… I'm buying 100 acres in the Midwest, cattle, chickens." He says ALL of the top AI leaders present agreed there was a 10% chance of more than 50% of humanity being exterminated by AI. (SIDEBAR: These are INSANE levels of risk, especially coming from insiders *in* the field, which is totally unprecedented - industry always downplays risks to avoid oversight - and we would NEVER accept risk levels like this in other fields. Don't become numb to this insanity. Civil engineers build mere *pedestrian bridges* capable of supporting "one in a million" type events. Imagine a bridge with all 8 billion people on it - and the engineers themselves say it has a 1 in 10 chance of collapsing!) --------- Andrew Ross Sorkin: I was going to ask you about the stock market itself, but then you just said something to me which makes me a little bit nervous, which is your focus is less on that right this moment than you are about artificial intelligence. What do you mean? Paul Tudor Jones: Well, let me just say: I was minding my business—minding my business. I went to this tech conference about two weeks ago out West, and I just want to share with you what I learned there. Chatham House Rules, so we can talk about the content. It was a small one—forty notables, but real notables, like household names that you would recognize: the leaders in finance, politics, science, tech. The panel that disturbed me the most—is that AI clearly poses an imminent threat, a security threat—imminent in our lifetimes—to humanity. And that—that was the one that really, really got me. Sorkin: When you say “imminent threat,” what do you mean? Jones: So I’ll get to it. They had a panel of, again, four of the leading tech experts, and about halfway through someone asked them on AI security, “Well, what are you doing on AI security?” And they said, “The competitive dynamic is so intense among the companies, and then geopolitically between Russia and China, that there’s no agency—no ability to stop and say, ‘Maybe we should think about what we’re actually creating and building here.’” And so then the follow-up question is, “Well, what are you doing about it?” He said, “Well, I’m buying a hundred acres in the Midwest, I’m getting cattle and chickens, and I’m laying in provisions.” Sorkin: For real? Jones: For real, for real. And that was obviously a little disconcerting. And then he went on to say, “I think it’s going to take an accident where fifty to a hundred million people die to make the world take the threat of this really seriously.” Well, that was—that was freaky-deaky to me. And no one pushed back on him on that panel. And then afterwards we had a breakout session, which was really interesting. All forty people got up in a room like this, and they had a series of propositions and you had to either agree with or disagree with the proposition. And one of the propositions was: “There’s a ten-percent chance in the next twenty years that AI will kill fifty percent of humanity.” So there’s a 10% chance that AI will kill 50% of humanity in the next twenty years—agree or disagree. So I’d say the vast majority of the room moved to the disagree side. Elon Musk said there’s a 20% chance that AI will annihilate humanity. Now I know why he wants to go to Mars, right? And so about six or seven of us went to the agree side. And I’d gone there because of what I’d heard Elon Musk say, who’s maybe the most brilliant engineer of our time. All four modelers were on the agree side of that—all four of the leading developers of the AI models were on that side. And then we debated—then the two sides got to debate—and one of the modelers says to the disagree side, “If you don’t think there’s a 10% chance, as fast as these models are growing and how quickly they’re commoditizing knowledge, how easily they’re making it accessible, that someone couldn’t make a bioweapon weapon that could take out half of humanity, I don’t know, 10% seems… seems reasonable to me.” Sorkin: Okay, so thank you for bringing us great, great news over breakfast. Jones: I’m not a tech expert, but I’ve spent my whole life managing risk. And we just have to realize, to their credit, all these folks in AI are telling us we’re creating something that’s really dangerous. It’s going to be really great, too, but we’re helpless to do anything about it. That’s, to their credit, what they’re telling us, and yet we’re doing nothing right now, and it’s really disturbing. (h/t Andrew Curran for finding the clip!)
6:04

At an exclusive event of world leaders, Paul Tudor Jones says a top AI leader warned everyone: “It's going to take an accident where 50 to 100 million people die to make the world take the threat of this really seriously… I'm buying 100 acres in the Midwest, cattle, chickens." He says ALL of the top AI leaders present agreed there was a 10% chance of more than 50% of humanity being exterminated by AI. (SIDEBAR: These are INSANE levels of risk, especially coming from insiders *in* the field, which is totally unprecedented - industry always downplays risks to avoid oversight - and we would NEVER accept risk levels like this in other fields. Don't become numb to this insanity. Civil engineers build mere *pedestrian bridges* capable of supporting "one in a million" type events. Imagine a bridge with all 8 billion people on it - and the engineers themselves say it has a 1 in 10 chance of collapsing!) --------- Andrew Ross Sorkin: I was going to ask you about the stock market itself, but then you just said something to me which makes me a little bit nervous, which is your focus is less on that right this moment than you are about artificial intelligence. What do you mean? Paul Tudor Jones: Well, let me just say: I was minding my business—minding my business. I went to this tech conference about two weeks ago out West, and I just want to share with you what I learned there. Chatham House Rules, so we can talk about the content. It was a small one—forty notables, but real notables, like household names that you would recognize: the leaders in finance, politics, science, tech. The panel that disturbed me the most—is that AI clearly poses an imminent threat, a security threat—imminent in our lifetimes—to humanity. And that—that was the one that really, really got me. Sorkin: When you say “imminent threat,” what do you mean? Jones: So I’ll get to it. They had a panel of, again, four of the leading tech experts, and about halfway through someone asked them on AI security, “Well, what are you doing on AI security?” And they said, “The competitive dynamic is so intense among the companies, and then geopolitically between Russia and China, that there’s no agency—no ability to stop and say, ‘Maybe we should think about what we’re actually creating and building here.’” And so then the follow-up question is, “Well, what are you doing about it?” He said, “Well, I’m buying a hundred acres in the Midwest, I’m getting cattle and chickens, and I’m laying in provisions.” Sorkin: For real? Jones: For real, for real. And that was obviously a little disconcerting. And then he went on to say, “I think it’s going to take an accident where fifty to a hundred million people die to make the world take the threat of this really seriously.” Well, that was—that was freaky-deaky to me. And no one pushed back on him on that panel. And then afterwards we had a breakout session, which was really interesting. All forty people got up in a room like this, and they had a series of propositions and you had to either agree with or disagree with the proposition. And one of the propositions was: “There’s a ten-percent chance in the next twenty years that AI will kill fifty percent of humanity.” So there’s a 10% chance that AI will kill 50% of humanity in the next twenty years—agree or disagree. So I’d say the vast majority of the room moved to the disagree side. Elon Musk said there’s a 20% chance that AI will annihilate humanity. Now I know why he wants to go to Mars, right? And so about six or seven of us went to the agree side. And I’d gone there because of what I’d heard Elon Musk say, who’s maybe the most brilliant engineer of our time. All four modelers were on the agree side of that—all four of the leading developers of the AI models were on that side. And then we debated—then the two sides got to debate—and one of the modelers says to the disagree side, “If you don’t think there’s a 10% chance, as fast as these models are growing and how quickly they’re commoditizing knowledge, how easily they’re making it accessible, that someone couldn’t make a bioweapon weapon that could take out half of humanity, I don’t know, 10% seems… seems reasonable to me.” Sorkin: Okay, so thank you for bringing us great, great news over breakfast. Jones: I’m not a tech expert, but I’ve spent my whole life managing risk. And we just have to realize, to their credit, all these folks in AI are telling us we’re creating something that’s really dangerous. It’s going to be really great, too, but we’re helpless to do anything about it. That’s, to their credit, what they’re telling us, and yet we’re doing nothing right now, and it’s really disturbing. (h/t Andrew Curran for finding the clip!)

AI Notkilleveryoneism Memes ⏸️

720,764 просмотров • 1 год назад

This Chinese mathematician earned $10,000 a month inventing the hardest problems to train Neural Networks through Scale AI. Today his income dropped to zero. All the solutions are now generated by the model itself. He used to just hold the problem in his head and spell it out in plain text. His work is pure intellect. An expert in higher mathematics, he made his money hand-crafting the trickiest puzzles to test and train neural networks via RLHF. The bastion of "human" logic rested entirely on him, on people with PhDs who knew how to invent the problem. The collapse is simple. The shift to RLAIF and synthetic data. The model plays against itself, builds trees of logical inference, and solves deeper than a human can even invent the problem. No PhD data engineers, no hand-written prompt-completion examples, no manual grading. Just the model, search algorithms, and Chain of Thought. Ready-made "smart human-time" still sells on the market for many times more. His old rate was $50–100 per problem. The internal "mini-app" was written by the model too. Inside there's no pretty shell, just bare logic with exact steps: input: the problem statement inference tree: thousands of branches per second check: every step verifies itself output: a proof a human never had time to invent And here is what the whole setup looked like. He no longer needs to write an example by hand. He gave the model a direct instruction in human words, without a single formal term: "solve the problem yourself and grade yourself yourself" That's it. After that the algorithm found the solution, checked it, and trained on its own result, with no human. → the contractor got $50–100 per problem written → from 5,000 to 10,000 a month → now that income is annulled → a query to a math LLM costs 1–5 cents → a quant or an actuary runs 150,000–250,000 a year → the margin for whoever packages this into an agent is nearly 100% In the author's own words: "I'm no longer able to invent a problem the machine can't solve. The examiner became dumber than the one he's examining." But honestly, he admits the crude mistake himself, and it's not in the math, it's in the positioning. He tied his income to selling "smart human-time", to crafting formulas by hand. As long as he sells formulas, he's left behind. The machine computes faster than he can invent the problem. He names the right move himself: the role shifts from "intellectual craftsman" to "systems architect." Then he doesn't sell his time, he manages compute, packaging that same LLM into an autonomous agent that runs 24/7. Out of everything I've seen this year about the disappearance of intellectual professions, this is the most honest example: $50 per problem zeroed out to 1 cent per query, a doctor of science losing to a search algorithm, one problem stated in human words instead of a hand-written dataset, and right away an out-loud admission of the wrong business model. The barrier to entry in higher mathematics just dropped to the level of "describe the task in words." The only question is who'll be the first to stop selling their time and start managing the machine's compute.
3:12

This Chinese mathematician earned $10,000 a month inventing the hardest problems to train Neural Networks through Scale AI. Today his income dropped to zero. All the solutions are now generated by the model itself. He used to just hold the problem in his head and spell it out in plain text. His work is pure intellect. An expert in higher mathematics, he made his money hand-crafting the trickiest puzzles to test and train neural networks via RLHF. The bastion of "human" logic rested entirely on him, on people with PhDs who knew how to invent the problem. The collapse is simple. The shift to RLAIF and synthetic data. The model plays against itself, builds trees of logical inference, and solves deeper than a human can even invent the problem. No PhD data engineers, no hand-written prompt-completion examples, no manual grading. Just the model, search algorithms, and Chain of Thought. Ready-made "smart human-time" still sells on the market for many times more. His old rate was $50–100 per problem. The internal "mini-app" was written by the model too. Inside there's no pretty shell, just bare logic with exact steps: input: the problem statement inference tree: thousands of branches per second check: every step verifies itself output: a proof a human never had time to invent And here is what the whole setup looked like. He no longer needs to write an example by hand. He gave the model a direct instruction in human words, without a single formal term: "solve the problem yourself and grade yourself yourself" That's it. After that the algorithm found the solution, checked it, and trained on its own result, with no human. → the contractor got $50–100 per problem written → from 5,000 to 10,000 a month → now that income is annulled → a query to a math LLM costs 1–5 cents → a quant or an actuary runs 150,000–250,000 a year → the margin for whoever packages this into an agent is nearly 100% In the author's own words: "I'm no longer able to invent a problem the machine can't solve. The examiner became dumber than the one he's examining." But honestly, he admits the crude mistake himself, and it's not in the math, it's in the positioning. He tied his income to selling "smart human-time", to crafting formulas by hand. As long as he sells formulas, he's left behind. The machine computes faster than he can invent the problem. He names the right move himself: the role shifts from "intellectual craftsman" to "systems architect." Then he doesn't sell his time, he manages compute, packaging that same LLM into an autonomous agent that runs 24/7. Out of everything I've seen this year about the disappearance of intellectual professions, this is the most honest example: $50 per problem zeroed out to 1 cent per query, a doctor of science losing to a search algorithm, one problem stated in human words instead of a hand-written dataset, and right away an out-loud admission of the wrong business model. The barrier to entry in higher mathematics just dropped to the level of "describe the task in words." The only question is who'll be the first to stop selling their time and start managing the machine's compute.

Blaze

49,109 просмотров • 3 месяцев назад