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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 মিনিট Framework 13 Pro: The Modular Laptop is Real! Framework 13 Pro: The Modular Laptop is Real! 13 মিনিট Why Plasma Runs in the Globe #technology #electrical #science Why Plasma Runs in the Globe #technology #electrical #science 1 মিনিট What Is Digital Sovereignty? AI, Data & Control Explained What Is Digital Sovereignty? AI, Data & Control Explained 10 মিনিট 3 Things We Got Wrong About The Steam Machine 3 Things We Got Wrong About The Steam Machine 1 মিনিট Plasma Globe Can Be a Fire Hazard #experiment #technology #science #funny Plasma Globe Can Be a Fire Hazard #experiment #technology #science #funny 1 মিনিট The Billion Dollar AI Gap Is Collapsing The Billion Dollar AI Gap Is Collapsing 5 মিনিট Baghdad (not a) Battery #science #technology #ancient #baghdadbattery Baghdad (not a) Battery #science #technology #ancient #baghdadbattery 2 মিনিট The "Ride The Ducks" Disaster | Fascinating Horror The "Ride The Ducks" Disaster | Fascinating Horror 14 মিনিট 5 Pros and Cons of Apple's New Foldable Phone 5 Pros and Cons of Apple's New Foldable Phone 2 মিনিট Apple Intelligence scares me Apple Intelligence scares me 1 মিনিট Lewis Hamilton Explains F1 Tire Strategy Lewis Hamilton Explains F1 Tire Strategy 1 মিনিট Google Pixel 11/Pro/Fold Impressions: It Is What It Is Google Pixel 11/Pro/Fold Impressions: It Is What It Is 12 মিনিট Every iPhone Ever. SAME photo! Every iPhone Ever. SAME photo! 1 মিনিট BE SLOW, GET SHOCKED!!! (feat. @Kouman ) BE SLOW, GET SHOCKED!!! (feat. @Kouman ) 19 মিনিট DON'T Screw into MY FLOOR! DON'T Screw into MY FLOOR! 12 মিনিট Awesome User Avatars Made Easy Awesome User Avatars Made Easy 1 মিনিট Claude Fable AI Is Much Stranger Than The Headlines Suggest Claude Fable AI Is Much Stranger Than The Headlines Suggest 5 মিনিট $1 vs $100,000 Speaker $1 vs $100,000 Speaker 1 মিনিট Valve's Steam Frame is okay... but I love other things about it Valve's Steam Frame is okay... but I love other things about it 2 মিনিট This Took 6 Years to Make This Took 6 Years to Make 1 মিনিট We Rebranded Linus Media Group to... We Rebranded Linus Media Group to... 13 মিনিট Former LTT employee Shares a Memorable Linus Story Former LTT employee Shares a Memorable Linus Story 1 মিনিট Vestige II Vestige II 2 মিনিট LORN - SHELTER LORN - SHELTER 4 মিনিট LORN - NEGATIVE JUMPSUIT LORN - NEGATIVE JUMPSUIT 4 মিনিট LORN - PERFEKT DARK LORN - PERFEKT DARK 4 মিনিট The iPhone AIR The iPhone AIR 1 মিনিট Automaton Automaton 4 মিনিট Apple Products That DON'T Exist Apple Products That DON'T Exist 3 মিনিট I Made a Bet with Tesla I Made a Bet with Tesla 12 মিনিট How I wasted $52,000 in my Dream Smart Home How I wasted $52,000 in my Dream Smart Home 20 মিনিট Every Google Phone Ever. Same Picture! Every Google Phone Ever. Same Picture! 1 মিনিট Why do some British trains still rely on old levers? Why do some British trains still rely on old levers? 26 মিনিট “The Biggest Android Update Ever” “The Biggest Android Update Ever” 13 মিনিট iPhone Duo/18 Pro Hands On - I wasn’t ready iPhone Duo/18 Pro Hands On - I wasn’t ready 17 মিনিট PARADISE LOST PARADISE LOST 3 মিনিট Steam Machine Review Steam Machine Review 1 মিনিট TIMESINK TIMESINK 5 মিনিট Hello from inside a tiny boat. Hello from inside a tiny boat. 24 মিনিট $10,000 Power Washer vs Fruit $10,000 Power Washer vs Fruit 1 মিনিট LORN - ENTANGLED LORN - ENTANGLED 6 মিনিট We Should Have Hired Someone to do this… We Should Have Hired Someone to do this… 22 মিনিট 30 Day Body Transformation 30 Day Body Transformation 2 মিনিট L'APPEL DU VIDE L'APPEL DU VIDE 6 মিনিট Top 5 Android 17 Features: I Swear It's New! Top 5 Android 17 Features: I Swear It's New! 10 মিনিট LORN - THERE AIN'T NOTHING IT'S JUST PAIN AND THEN YER GONE LORN - THERE AIN'T NOTHING IT'S JUST PAIN AND THEN YER GONE 2 মিনিট Someone Lived This Someone Lived This 4 মিনিট Dream come true 🥹 Dream come true 🥹 1 মিনিট This ZOOM is Insane! This ZOOM is Insane! 2 মিনিট Why is Everyone Wearing Wired Earphones? Why is Everyone Wearing Wired Earphones? 1 মিনিট

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

2026 29 মিনিট

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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