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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 min The ISS would be uninhabitable without this The ISS would be uninhabitable without this 3 min This GPU can be Hacked to Unlock Secret Memory This GPU can be Hacked to Unlock Secret Memory 20 min Google Pixel 11/Pro Review: Poker Face Google Pixel 11/Pro Review: Poker Face 13 min Welding with Salt Water #experiment #fake #funny Welding with Salt Water #experiment #fake #funny 2 min YouTuber Merch Tier List YouTuber Merch Tier List 1 min iPhone Duo: What We Missed! iPhone Duo: What We Missed! 11 min $10,000 Power Washer vs Fruit $10,000 Power Washer vs Fruit 1 min This Took 6 Years to Make This Took 6 Years to Make 1 min How We Could Reach Proxima Centauri B in 20 Years How We Could Reach Proxima Centauri B in 20 Years 18 min How Apple AirPods Work How Apple AirPods Work 19 min This isn’t the original Statue of Liberty This isn’t the original Statue of Liberty 2 min The Forbidden Alloy of WW2 The Forbidden Alloy of WW2 2 min 3 Things We Got Wrong About The Steam Machine 3 Things We Got Wrong About The Steam Machine 1 min The new Samsung INVISIBLE Display! The new Samsung INVISIBLE Display! 1 min Google Pixel 11 Hands on - The Phone Crisis Begins. Google Pixel 11 Hands on - The Phone Crisis Begins. 14 min Your Next Budget PC Upgrade is...Custom Watercooling?? Your Next Budget PC Upgrade is...Custom Watercooling?? 25 min 6 Ways Animals Pee Weird 6 Ways Animals Pee Weird 13 min Apple Products That DON'T Exist Apple Products That DON'T Exist 3 min How I wasted $52,000 in my Dream Smart Home How I wasted $52,000 in my Dream Smart Home 20 min 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 min Why the Nokia 3310 was so Durable Why the Nokia 3310 was so Durable 3 min They’re lying to you They’re lying to you 2 min What inspired us to create Pandora’s Legacy? #shorts #puzzle #escaperoom #boardgames What inspired us to create Pandora’s Legacy? #shorts #puzzle #escaperoom #boardgames 3 min Earth's Crust and Mantle Explained: Crash Course Geology #3 Earth's Crust and Mantle Explained: Crash Course Geology #3 11 min The Problem with Geothermal Energy The Problem with Geothermal Energy 2 min Can a PS5 cook an egg? Can a PS5 cook an egg? 1 min This is Plutonium 238 This is Plutonium 238 2 min The Biggest Lie About AI The Biggest Lie About AI 6 min Until There Is No End Until There Is No End 5 min These Rocks Are Older Than the Sun These Rocks Are Older Than the Sun 13 min Reading & Writing Latin American literature: Crash Course Latin American Literature #13 Reading & Writing Latin American literature: Crash Course Latin American Literature #13 11 min The Insane Engineering of the P-38 Lightning The Insane Engineering of the P-38 Lightning 27 min Why Don’t We Use Mothballs Anymore? Why Don’t We Use Mothballs Anymore? 12 min You will never ‘see’ the same way again … 👀 You will never ‘see’ the same way again … 👀 2 min Meet the slow loris, the only venomous primate in existence - Stephanie A. Poindexter Meet the slow loris, the only venomous primate in existence - Stephanie A. Poindexter 6 min The Wildest Take-Off of My Life The Wildest Take-Off of My Life 30 min The Deepest Point in the World: Crash Course Geology #12 The Deepest Point in the World: Crash Course Geology #12 12 min Держись в тени, иначе сгоришь!🔥 | Обновление в PEAK Держись в тени, иначе сгоришь!🔥 | Обновление в PEAK 13 min Trust the process #shorts Trust the process #shorts 1 min How did ocean invertebrates end up on Mt. Everest?! How did ocean invertebrates end up on Mt. Everest?! 1 min The call is coming from inside the house The call is coming from inside the house 2 min Behind-the-scenes look at illustrator Senne Trip creating the art of Pandora’s Legacy Behind-the-scenes look at illustrator Senne Trip creating the art of Pandora’s Legacy 1 min Why Landing on the Moon is Confusing Why Landing on the Moon is Confusing 3 min Why isn't Hisako Koyama more famous? #shorts Why isn't Hisako Koyama more famous? #shorts 1 min The Most Dangerous Space Walk The Most Dangerous Space Walk 3 min Is it Possible to Prepare for an Earthquake?: Crash Course Geology #15 Is it Possible to Prepare for an Earthquake?: Crash Course Geology #15 13 min I compared every smartwatch I compared every smartwatch 1 min What your language says about you What your language says about you 8 min this might melt your brain this might melt your brain 2 min Why do male nipples exist? Why do male nipples exist? 1 min

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

2026 29 min

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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Simili

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