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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 мин Apple Intelligence scares me Apple Intelligence scares me 1 мин Claude Just Revealed AI's Biggest Problem Claude Just Revealed AI's Biggest Problem 4 мин Running Power for New Outdoor Light Fixture Running Power for New Outdoor Light Fixture 12 мин An Attempt Was Made! An Attempt Was Made! 17 мин I Tested YouTubers' Favourite Products I Tested YouTubers' Favourite Products 30 мин I Investigated IKEA’s Suspiciously Cheap Tech I Investigated IKEA’s Suspiciously Cheap Tech 18 мин Ferrari's Electric Car Looks Like... Ferrari's Electric Car Looks Like... 2 мин This is not normal This is not normal 1 мин Is Talking on a Charging Mobile Phone Harmful?? #experiment #Science Is Talking on a Charging Mobile Phone Harmful?? #experiment #Science 1 мин SUPER HIGH VOLTAGE Measurement SUPER HIGH VOLTAGE Measurement 16 мин DeepSeek's Absolutely Insane AI Speed Hack (DSpark) DeepSeek's Absolutely Insane AI Speed Hack (DSpark) 6 мин This Mouse is WEIRD This Mouse is WEIRD 1 мин Samsung S26 Ultra Review - Breaking Point. Samsung S26 Ultra Review - Breaking Point. 17 мин Plasma Globe is a ⚡Shocking⚡🔥Fire Hazard🔥 Plasma Globe is a ⚡Shocking⚡🔥Fire Hazard🔥 12 мин Colombia Electrocutes Burglars Colombia Electrocutes Burglars 30 мин Custom PC for DisguisedToast Custom PC for DisguisedToast 1 мин Living by Power Lines #science #electrical #cancer Living by Power Lines #science #electrical #cancer 2 мин What’s the Most Cost Effective Tech Upgrades What’s the Most Cost Effective Tech Upgrades 1 мин Seeing in Thermal #experiment #fluke #funny Seeing in Thermal #experiment #fluke #funny 1 мин Steam Frame Review - This Changes Everything Steam Frame Review - This Changes Everything 24 мин WWDC 2026 - Siri AI Impressions! WWDC 2026 - Siri AI Impressions! 15 мин DEADERA DEADERA 2 мин Blade Runner Blade Runner 11 мин Pranking Linus for his 40th Birthday Pranking Linus for his 40th Birthday 1 мин Google Pixel 11/Pro Review: Poker Face Google Pixel 11/Pro Review: Poker Face 13 мин The mist that keeps the Tyne Tunnels safe The mist that keeps the Tyne Tunnels safe 22 мин 60 Day Body Transformation 60 Day Body Transformation 1 мин This or the iPhone? This or the iPhone? 2 мин 555-5555 555-5555 3 мин Void II Void II 3 мин Meet the Pets - Yvonne's Three Chickens Meet the Pets - Yvonne's Three Chickens 16 мин World's LARGEST headphones! World's LARGEST headphones! 1 мин Обзор Моего Рабочего Места 🎙️🖥️ (конфиг ПК, список девайсов и пр.) Обзор Моего Рабочего Места 🎙️🖥️ (конфиг ПК, список девайсов и пр.) 37 мин Orphanage Orphanage 2 мин FORECAST FORECAST 4 мин Antigravity A1: A New Take on Drones! Antigravity A1: A New Take on Drones! 11 мин I get excited about &. I get excited about &. 24 мин Is Yvonne Happy with Her New Laptop? Is Yvonne Happy with Her New Laptop? 12 мин How many LTT MCM Arches can hold a PC? How many LTT MCM Arches can hold a PC? 1 мин The Prisoner of Bogan The Prisoner of Bogan 32 мин This NFL Tech is Hidden in Plain Sight This NFL Tech is Hidden in Plain Sight 2 мин I tested every new Apple Product! I tested every new Apple Product! 15 мин Can a magnet DESTROY your smartphone? Can a magnet DESTROY your smartphone? 1 мин HOPE YOU'LL STAY HOPE YOU'LL STAY 3 мин This Zoom is Ridiculous This Zoom is Ridiculous 2 мин Flying a plane badly, on purpose. Flying a plane badly, on purpose. 18 мин World's HEAVIEST phone case! World's HEAVIEST phone case! 1 мин Голливудский Бой 🤯 | Battlefield 6 Голливудский Бой 🤯 | Battlefield 6 12 мин 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 мин LMG Show and Tell LMG Show and Tell 32 мин

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

2026 29 мин

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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