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What Happens After A 1,000,000x AI Compute Leap? | Jeff Dean What Happens After A 1,000,000x AI Compute Leap? | Jeff Dean 29 分钟 This ZOOM is Insane! This ZOOM is Insane! 2 分钟 BE SLOW, GET SHOCKED!!! (feat. @Kouman ) BE SLOW, GET SHOCKED!!! (feat. @Kouman ) 19 分钟 Fighting Electrical Fire by AFCI Fighting Electrical Fire by AFCI 16 分钟 Don’t mess with High Voltage #funny #experiment #electrial Don’t mess with High Voltage #funny #experiment #electrial 1 分钟 Antigravity A1: A New Take on Drones! Antigravity A1: A New Take on Drones! 11 分钟 Capacitor Over-Pressure Protection #electronics #electrical #technology #funny Capacitor Over-Pressure Protection #electronics #electrical #technology #funny 1 分钟 Claude Fable AI Is Much Stranger Than The Headlines Suggest Claude Fable AI Is Much Stranger Than The Headlines Suggest 5 分钟 Framework 13 Pro: The Modular Laptop is Real! Framework 13 Pro: The Modular Laptop is Real! 13 分钟 Every iPhone Ever. SAME photo! Every iPhone Ever. SAME photo! 1 分钟 $1000 RC Car Battle $1000 RC Car Battle 1 分钟 iPhone 18 Pro/Duo Impressions: Mogged iPhone 18 Pro/Duo Impressions: Mogged 18 分钟 Anthropic Found Something That Shouldn't Exist Anthropic Found Something That Shouldn't Exist 7 分钟 WTF is an Abstract Syntax Tree? WTF is an Abstract Syntax Tree? 1 分钟 Why are people spending $1,000 for old iPods Why are people spending $1,000 for old iPods 16 分钟 I Promise you this is NOT Stupid I Promise you this is NOT Stupid 10 分钟 My Wife Needs a Phone, and I’m NOT Gonna Mess it Up This Time My Wife Needs a Phone, and I’m NOT Gonna Mess it Up This Time 22 分钟 Plasma Globe Can Be a Fire Hazard #experiment #technology #science #funny Plasma Globe Can Be a Fire Hazard #experiment #technology #science #funny 1 分钟 Genius idea... Bad execution Genius idea... Bad execution 1 分钟 7 killer website features 7 killer website features 1 分钟 I put the NEWEST CPU in the OLDEST Motherboard I put the NEWEST CPU in the OLDEST Motherboard 14 分钟 Mac vs Windows - It's not close in 2026! Mac vs Windows - It's not close in 2026! 22 分钟 The Honor Robot Phone is absolutely insane. The Honor Robot Phone is absolutely insane. 15 分钟 FORECAST FORECAST 4 分钟 LORN - THERE IS STILL TIME LORN - THERE IS STILL TIME 2 分钟 LORN - NEGATIVE JUMPSUIT LORN - NEGATIVE JUMPSUIT 4 分钟 $10,000 Power Washer! $10,000 Power Washer! 1 分钟 ARID ARID 3 分钟 5 Pros and Cons of Apple's New Foldable Phone 5 Pros and Cons of Apple's New Foldable Phone 2 分钟 How do you keep 8,995 codebreakers secret? How do you keep 8,995 codebreakers secret? 27 分钟 LMG Show and Tell LMG Show and Tell 32 分钟 Furnace Furnace 4 分钟 LORN - OXBOW B LORN - OXBOW B 5 分钟 WWDC 2026 Impressions: Yeah, That's About Right WWDC 2026 Impressions: Yeah, That's About Right 17 分钟 How Tech Companies Lie to You. How Tech Companies Lie to You. 25 分钟 I Transformed My Body in 90 days. I Transformed My Body in 90 days. 20 分钟 PSA: You look like this PSA: You look like this 1 分钟 Pilot Pilot 3 分钟 Folding Folding 2 分钟 I have a weird conspiracy theory about this bridge I have a weird conspiracy theory about this bridge 13 分钟 Glass is glass Glass is glass 5 分钟 Creators Give One Word Take To Our New Screwdriver Creators Give One Word Take To Our New Screwdriver 1 分钟 $5 vs $500 Guitar Hero Controller! $5 vs $500 Guitar Hero Controller! 24 分钟 The Wildest Camera Robot The Wildest Camera Robot 2 分钟 $1 vs $100,000 Speaker $1 vs $100,000 Speaker 1 分钟 PARADISE LOST PARADISE LOST 3 分钟 Tech Russian Roulette with True or False Questions! Tech Russian Roulette with True or False Questions! 1 分钟 I Investigated IKEA’s Suspiciously Cheap Tech I Investigated IKEA’s Suspiciously Cheap Tech 18 分钟 The Windows Laptop Problem The Windows Laptop Problem 11 分钟 Can your iPhone see the back of your head? Can your iPhone see the back of your head? 1 分钟 Until There Is No End Until There Is No End 5 分钟

What Happens After A 1,000,000x AI Compute Leap? | Jeff Dean

2026 29 分钟

Thank you to Google for the invite! 🙏 ❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambda.ai/papers 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Adam Bridges, Benji Rabhan, B Shang, Cameron Navor, Charles Ian Norman Venn, Christian Ahlin, Eric T, Fred R, Gordon Child, Juan Benet, Michael Tedder, Owen Skarpness, Richard Sundvall, Ryan Stankye, Shawn Becker, Steef, Taras Bobrovytsky, Tazaur Sagenclaw, Tybie Fitzhugh, Ueli Gallizzi My research: https://cg.tuwien.ac.at/~zsolnai/ Thumbnail design: https://felicia.hu Chapters: 00:00 Intro 02:07 Are We Running Out of AI Data? 06:22 The 90% Shift: Why Inference is Taking Over 09:34 The End of the Pre-Training and Post-Training Split 12:02 What Happens After a 1,000,000x Compute Leap? 15:03 How Distillation is Supercharging Open Models 16:17 The Quest for a "Lifetime AI" 17:25 Multi-Agent Workflows 18:40 AI Generating Operating Systems (and Running Doom) 20:15 Solving The Attention Problem 22:13 Data Center Disasters: Supernovas and Cosmic Rays 24:45 The Lightning Round: Jeff Dean Chuck Norris Jokes 25:40 The One Thing Jeff Dean Got Wrong (Healthcare AI) 26:50 The Ultimate Developer Debate: Vim vs. Emacs

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