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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 $1 vs $100 LED Gadgets $1 vs $100 LED Gadgets 1 min DeepSeek’s New AI System Shouldn’t Be Possible DeepSeek’s New AI System Shouldn’t Be Possible 5 min Can a PS5 cook an egg? Can a PS5 cook an egg? 1 min OpenAI’s AI Agents Just Crossed A Line OpenAI’s AI Agents Just Crossed A Line 8 min YouTuber Merch Tier List YouTuber Merch Tier List 1 min I put the NEWEST CPU in the OLDEST Motherboard I put the NEWEST CPU in the OLDEST Motherboard 14 min Is a Realistic Honey Simulation Possible? 🍯 Is a Realistic Honey Simulation Possible? 🍯 1 min What Would Linus Save? What Would Linus Save? 1 min Bluey Phone Review Bluey Phone Review 5 min I Built a Fake Home Theater in the Tech House… I Built a Fake Home Theater in the Tech House… 18 min PSA: You look like this PSA: You look like this 1 min 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 min God Tier Stabilization God Tier Stabilization 1 min Dream come true 🥹 Dream come true 🥹 1 min I spent $12,000 on the THINNEST Tech I spent $12,000 on the THINNEST Tech 25 min Claude AI Failed 650 Times…Then Beat The Human Record Claude AI Failed 650 Times…Then Beat The Human Record 5 min SUPER HIGH VOLTAGE Measurement SUPER HIGH VOLTAGE Measurement 16 min Every iPhone Camera vs LOW Light Every iPhone Camera vs LOW Light 1 min How The Fukushima Nuclear Plant Melted Down | Fascinating Horror How The Fukushima Nuclear Plant Melted Down | Fascinating Horror 15 min How many LTT MCM Arches can hold a PC? How many LTT MCM Arches can hold a PC? 1 min How do you keep 8,995 codebreakers secret? How do you keep 8,995 codebreakers secret? 27 min HOPE YOU'LL STAY HOPE YOU'LL STAY 3 min Furnace Furnace 4 min Apple just Copied Microsoft’s Worst Idea - iPhone Duo, Airpods 5, iPhone 18 Pro & More Apple just Copied Microsoft’s Worst Idea - iPhone Duo, Airpods 5, iPhone 18 Pro & More 19 min Samsung's Secret Screen Feature Samsung's Secret Screen Feature 1 min I challenged KSI I challenged KSI 1 min These people walk towards mining disasters. These people walk towards mining disasters. 22 min The Hunt for Xesh The Hunt for Xesh 34 min Steam Machine Review Steam Machine Review 1 min Архив Аномалии №022 Архив Аномалии №022 2 min This ZOOM is Insane! This ZOOM is Insane! 2 min iPhone Duo Hands On! iPhone Duo Hands On! 2 min Sapper's Tree Sapper's Tree 2 min iPhone 18 Pro Review: All About that Chip iPhone 18 Pro Review: All About that Chip 17 min Custom PC for DisguisedToast Custom PC for DisguisedToast 1 min This is not normal This is not normal 1 min Greatest Silence Greatest Silence 3 min “The Biggest Android Update Ever” “The Biggest Android Update Ever” 13 min PARADISE LOST PARADISE LOST 3 min There’s NO Excuse Not To Try Linux! There’s NO Excuse Not To Try Linux! 18 min OUT OF THE FRAME OUT OF THE FRAME 5 min I got hit in the teeth at England's oldest ritual I got hit in the teeth at England's oldest ritual 16 min LORN - UPSIDE DOWN COPS LORN - UPSIDE DOWN COPS 4 min Pranking Linus for his 40th Birthday Pranking Linus for his 40th Birthday 1 min I Investigated India’s Biggest Smartphone Controversy I Investigated India’s Biggest Smartphone Controversy 42 min Antigravity A1: A New Take on Drones! Antigravity A1: A New Take on Drones! 11 min The Truth About the Bezelless Concept Phone The Truth About the Bezelless Concept Phone 7 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 We bought the most Extreme Gaming Tech! We bought the most Extreme Gaming Tech! 20 min I Tried All The Best (and Worst) Doorbells I Tried All The Best (and Worst) Doorbells 18 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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