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Jeff Dean: The 1% Rule for Building in AI Jeff Dean: The 1% Rule for Building in AI 58 min My Living Alone Diaries | A Day In My Life In Paris 🇫🇷🤍 My Living Alone Diaries | A Day In My Life In Paris 🇫🇷🤍 23 min Xbox CEO Teases a 'Family' of Project Helix Devices - IGN Daily Fix Xbox CEO Teases a 'Family' of Project Helix Devices - IGN Daily Fix 3 min My Living Alone Diaries | Ramadan Vlog 🌙 My Living Alone Diaries | Ramadan Vlog 🌙 19 min Life in Seoul Vlog | Old Neighbourhoods, Coffee shops, Naksan Park Trail & Dongdaemun market Life in Seoul Vlog | Old Neighbourhoods, Coffee shops, Naksan Park Trail & Dongdaemun market 31 min Why Physical AI Is the Next Platform Shift Why Physical AI Is the Next Platform Shift 21 min [Playlist] Summer in Countryside Japan 🌿 (relaxing ambience for study, work, reading or sleep) [Playlist] Summer in Countryside Japan 🌿 (relaxing ambience for study, work, reading or sleep) The #1 Best Remedy to Reverse Cataracts The #1 Best Remedy to Reverse Cataracts 8 min We Are Not Professionals We Are Not Professionals 2 min My Living Alone Diaries | Morning routine, back workout, lunch My Living Alone Diaries | Morning routine, back workout, lunch 24 min My Living Alone Diaries | Moving??? My Living Alone Diaries | Moving??? 16 min We Should Have Hired Someone to do this… We Should Have Hired Someone to do this… 22 min YouTuber Merch Tier List YouTuber Merch Tier List 1 min I challenged KSI I challenged KSI 1 min So This is Peak Foldable So This is Peak Foldable 11 min Apple Intelligence scares me Apple Intelligence scares me 1 min Former LTT employee Shares a Memorable Linus Story Former LTT employee Shares a Memorable Linus Story 1 min Samsung's Secret Screen Feature Samsung's Secret Screen Feature 1 min Sam Altman Shows Me GPT 5... And What's Next Sam Altman Shows Me GPT 5... And What's Next 66 min World's First Touchscreen MacBook World's First Touchscreen MacBook 1 min Nonalcoholic drinks SHOULD cost more. Here's why. Nonalcoholic drinks SHOULD cost more. Here's why. 10 min The Unlikely Rise of the Indian Space Program The Unlikely Rise of the Indian Space Program 29 min Why can't your house cat roar? #shorts #science #SciShow Why can't your house cat roar? #shorts #science #SciShow 1 min iPhone Duo/18 Pro Hands On - I wasn’t ready iPhone Duo/18 Pro Hands On - I wasn’t ready 17 min The Hardest Problem AI Ever Solved, with Google DeepMind CEO The Hardest Problem AI Ever Solved, with Google DeepMind CEO 66 min What your ball size says about you What your ball size says about you 8 min The Real Reason We Should Revive Extinct Animals The Real Reason We Should Revive Extinct Animals 16 min Can Tech Transform my Body in 3 Months? Can Tech Transform my Body in 3 Months? 13 min People don’t believe in this science, yet People don’t believe in this science, yet 2 min How the Boeing 787 Works | Full Documentary How the Boeing 787 Works | Full Documentary 66 min Can a PS5 cook an egg? Can a PS5 cook an egg? 1 min This Machine makes me WEIGHTLESS!! This Machine makes me WEIGHTLESS!! 25 min Inside the Secret Country Erased from Maps (what are they hiding?) Inside the Secret Country Erased from Maps (what are they hiding?) 29 min Lifting the covers of the #secretgarage Lifting the covers of the #secretgarage 2 min How Earthquake Bearings Work How Earthquake Bearings Work 19 min Epic underground garage final dig complete Epic underground garage final dig complete 1 min The Future Mark Zuckerberg Is Trying To Build The Future Mark Zuckerberg Is Trying To Build 48 min The Physics Behind the Thumb Trick The Physics Behind the Thumb Trick 18 min What If You Create Life In A Lab? What If You Create Life In A Lab? 1 min The Most Controversial Math Problem Today The Most Controversial Math Problem Today 2 min Lindsey Clancy and the surprisingly simple solution to helping moms with postpartum depression Lindsey Clancy and the surprisingly simple solution to helping moms with postpartum depression 2 min India’s internet war India’s internet war 9 min The First Punic War - OverSimplified (Part 1) The First Punic War - OverSimplified (Part 1) 28 min The illusion of the ‘self’ | The Gray Area The illusion of the ‘self’ | The Gray Area 43 min A wake-up call for the Democratic establishment | America, Actually A wake-up call for the Democratic establishment | America, Actually 48 min The $1 Trillion Problem Diamonds Can Solve The $1 Trillion Problem Diamonds Can Solve 17 min The First Punic War - OverSimplified (Part 2) The First Punic War - OverSimplified (Part 2) 23 min Building the BATCAVE Building the BATCAVE 1 min IF James Bond lived in a 3 bedroom house IF James Bond lived in a 3 bedroom house 1 min Who will be president in 2028? We made our picks. | America, Actually Who will be president in 2028? We made our picks. | America, Actually 44 min 24 Hours Inside the World's Secret Gambling Capital (what happens here?) 24 Hours Inside the World's Secret Gambling Capital (what happens here?) 38 min

Jeff Dean: The 1% Rule for Building in AI

2026 58 min

In 2001, Jeff Dean and Sanjay Ghemawat did the math and realized Google’s entire search index would fit in RAM — then shipped it in a few days, and search got fast. In 2013, another napkin calculation showed that three minutes of daily speech recognition per user would require doubling Google’s server fleet. That one became the TPU. At Startup School 2026, Google’s Chief Scientist talks with YC’s Diana Hu through the thought experiments behind both, why inference hardware is the next specialization, and where two or three people in a room can still win. Transcript: https://www.ycrootaccess.com/p/jeff-dean-the-1-rule-for-building Apply to Y Combinator: https://www.ycombinator.com/apply Work at a startup: https://www.ycombinator.com/jobs Chapters: 00:00 — Intro 00:07 — Are AI Models Already Junior Engineers? 01:44 — AI Systems That Improve Themselves 02:40 — The Google Search Breakthrough That Changed Everything 04:38 — AI Agents Will Run for Weeks 05:58 — The Napkin Math That Led to TPUs 09:20 — How to Find Breakthrough Ideas 10:25 — The AI Engineer’s New Mental Model 12:33 — Why AI Is Really an Energy Problem 16:11 — Context Engineering Is the Next Frontier 19:46 — The Skill That Made AI Better at Optimization 22:13 — Why Long-Running Agents Fail 25:21 — Where Startups Can Still Beat Google 31:19 — How to Become an AI-Native Founder 36:36 — Question Your Biggest Assumptions 42:08 — AI That Builds Better AI 50:02 — Build Something That Truly Matters

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