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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 Glass is glass Glass is glass 5 min Electricity Can Pass Through Glass #experiment #science #electrical #funny Electricity Can Pass Through Glass #experiment #science #electrical #funny 2 min The Honor Robot Phone is absolutely insane. The Honor Robot Phone is absolutely insane. 15 min DLSS 5 is NOT What We Expected DLSS 5 is NOT What We Expected 19 min OpenAI’s AI Agents Just Crossed A Line OpenAI’s AI Agents Just Crossed A Line 8 min Living by Power Lines #science #electrical #cancer Living by Power Lines #science #electrical #cancer 2 min DeepSeek’s New AI System Shouldn’t Be Possible DeepSeek’s New AI System Shouldn’t Be Possible 5 min Nuclear Egg (LATITY-015) Nuclear Egg (LATITY-015) 14 min So This is Peak Smartphone So This is Peak Smartphone 14 min Only $20000 to Fix a Flat Tire Only $20000 to Fix a Flat Tire 14 min The Unsolved Mystery of The Oakville Blobs | Fascinating Horror Shorts The Unsolved Mystery of The Oakville Blobs | Fascinating Horror Shorts 1 min This iPhone Duo Animation 👀 This iPhone Duo Animation 👀 1 min Resistive Touch Sensor #electronic #experiment #technology Resistive Touch Sensor #electronic #experiment #technology 2 min Current Kills or Voltage #electricity #science #experiment Current Kills or Voltage #electricity #science #experiment 2 min Making Toys More EXCTING! #shock #experiment #toys #funny Making Toys More EXCTING! #shock #experiment #toys #funny 3 min PSA: You look like this PSA: You look like this 1 min What is a "Body Farm"? | Fascinating Horror Shorts What is a "Body Farm"? | Fascinating Horror Shorts 1 min I Transformed My Body in 90 days. I Transformed My Body in 90 days. 20 min Why New Smartphone Cameras Feel Worse Why New Smartphone Cameras Feel Worse 8 min I tested phones that shouldn’t EXIST I tested phones that shouldn’t EXIST 23 min Can a magnet DESTROY your smartphone? Can a magnet DESTROY your smartphone? 1 min How Tech Companies Lie to You. How Tech Companies Lie to You. 25 min NO SAFETY ON A BODY NO SAFETY ON A BODY 2 min These people walk towards mining disasters. These people walk towards mining disasters. 22 min To help fire this trebuchet, I climbed inside it To help fire this trebuchet, I climbed inside it 23 min God Tier Stabilization God Tier Stabilization 1 min Void I Void I 3 min YouTuber Merch Tier List YouTuber Merch Tier List 1 min WWDC 2026 - Siri AI Impressions! WWDC 2026 - Siri AI Impressions! 15 min A robot just swapped my electric car's battery A robot just swapped my electric car's battery 6 min Automaton Automaton 4 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 13 most EXPENSIVE Tech Fails of all time 13 most EXPENSIVE Tech Fails of all time 24 min Why are people spending $1,000 for old iPods Why are people spending $1,000 for old iPods 16 min LORN - ALL CORRUPT EVERYTHING LORN - ALL CORRUPT EVERYTHING 3 min Memory Memory 3 min I tested every new Apple Product! I tested every new Apple Product! 15 min FARR FARR 3 min All the Best Memories Are Hers All the Best Memories Are Hers 4 min This Zoom is Ridiculous This Zoom is Ridiculous 2 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 Orphanage Orphanage 2 min Antigravity A1: A New Take on Drones! Antigravity A1: A New Take on Drones! 11 min iPhone 18 Pro/Duo Impressions: Mogged iPhone 18 Pro/Duo Impressions: Mogged 18 min Joi Joi 4 min LORN - SHELTER LORN - SHELTER 4 min The Hidden Tech Behind an NBA Broadcast! The Hidden Tech Behind an NBA Broadcast! 12 min This Mouse is WEIRD This Mouse is WEIRD 1 min Genius idea... Bad execution Genius idea... Bad execution 1 min Samsung's Secret Screen Feature Samsung's Secret Screen Feature 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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