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Jeff Dean: The 1% Rule for Building in AI Jeff Dean: The 1% Rule for Building in AI 58 min An Acorn Season | Minuscule | 55' Compilation An Acorn Season | Minuscule | 55' Compilation 45 min 4 Days in Ho Chi Minh City 🇻🇳 | Best Food in Saigon, Coffee Shops & Shopping Guide (2026) 4 Days in Ho Chi Minh City 🇻🇳 | Best Food in Saigon, Coffee Shops & Shopping Guide (2026) 35 min Ford made WHAT?! Ford made WHAT?! 2 min Jeff bridges called me today. 🤯 Jeff bridges called me today. 🤯 3 min My Living Alone Diaries | A Day In My Life My Living Alone Diaries | A Day In My Life 16 min Rainy week in Tokyo | New Neighbourhoods, Shopping, Souvenir Guide & Café Hopping Rainy week in Tokyo | New Neighbourhoods, Shopping, Souvenir Guide & Café Hopping 59 min My Solo Travel Diaries | A Week In My Life 🇲🇦 DATING... Pt.5 My Solo Travel Diaries | A Week In My Life 🇲🇦 DATING... Pt.5 25 min Bless You! | Minuscule 🍃 90' Compilation Bless You! | Minuscule 🍃 90' Compilation 76 min Bogotá Fruit Market Walking Tour 4K 🇨🇴 — Inside Colombia’s Most Colourful Market Bogotá Fruit Market Walking Tour 4K 🇨🇴 — Inside Colombia’s Most Colourful Market 61 min Halloween Paranoid 🎃 Minuscule 🍃 90' Compilation Halloween Paranoid 🎃 Minuscule 🍃 90' Compilation 75 min Every iPhone Camera vs LOW Light Every iPhone Camera vs LOW Light 1 min The Windows Laptop Problem The Windows Laptop Problem 11 min I tested phones that shouldn’t EXIST I tested phones that shouldn’t EXIST 23 min DeepMind’s New AI Found A Strange New Way To Think DeepMind’s New AI Found A Strange New Way To Think 8 min $10,000 Power Washer vs Fruit $10,000 Power Washer vs Fruit 1 min Cooked by a CHARGING CELLPHONE! ElectroBOOM Crew EXPOSED!!! (REUPLOAD of LATITY-004) Cooked by a CHARGING CELLPHONE! ElectroBOOM Crew EXPOSED!!! (REUPLOAD of LATITY-004) 11 min Is Talking on a Charging Mobile Phone Harmful?? #experiment #Science Is Talking on a Charging Mobile Phone Harmful?? #experiment #Science 1 min The Honor Robot Phone is absolutely insane. The Honor Robot Phone is absolutely insane. 15 min We Rebranded Linus Media Group to... We Rebranded Linus Media Group to... 13 min We Built the BEST PC We Built the BEST PC 14 min The Best Car I've Ever Driven: McLaren W1 The Best Car I've Ever Driven: McLaren W1 17 min Shooting Potatoes At A Tennis Racket to Make French Fries Shooting Potatoes At A Tennis Racket to Make French Fries 1 min This Took 6 Years to Make This Took 6 Years to Make 1 min Jumpstart by Phone Jumpstart by Phone 14 min Disney's Animatronics: A Living History Disney's Animatronics: A Living History 106 min The Steam-Cooled STEAM Machine The Steam-Cooled STEAM Machine 26 min Yo mama so FAT32... Yo mama so FAT32... 1 min I bought the most CURSED TECH on the internet ft. KSI I bought the most CURSED TECH on the internet ft. KSI 25 min Dream come true 🥹 Dream come true 🥹 1 min DeepSeek Just Made Closed AI Look Ridiculous DeepSeek Just Made Closed AI Look Ridiculous 6 min ADW ADW 3 min Архив Аномалии №022 Архив Аномалии №022 2 min $10,000 Power Washer! $10,000 Power Washer! 1 min Why do some British trains still rely on old levers? Why do some British trains still rely on old levers? 26 min WWDC 2026 - Siri AI Impressions! WWDC 2026 - Siri AI Impressions! 15 min I challenged KSI I challenged KSI 1 min My Son Needs a New Laptop My Son Needs a New Laptop 20 min I Promise you this is NOT Stupid I Promise you this is NOT Stupid 10 min We Should Have Hired Someone to do this… We Should Have Hired Someone to do this… 22 min LORN - SILHOUETTE LORN - SILHOUETTE 3 min Lorn - Acid Rain (Official Music Video) Lorn - Acid Rain (Official Music Video) 3 min Google Pixel 11 Hands on - The Phone Crisis Begins. Google Pixel 11 Hands on - The Phone Crisis Begins. 14 min I was not prepared for a mannequin that can bleed. I was not prepared for a mannequin that can bleed. 29 min 2049 2049 4 min Swimming Against Man-Made Waves Swimming Against Man-Made Waves 1 min INERTIA INERTIA 2 min BURDENS BURDENS 3 min DRAWN OUT LIKE AN ACHE DRAWN OUT LIKE AN ACHE 5 min Google Pixel 11/Pro Review: Poker Face Google Pixel 11/Pro Review: Poker Face 13 min DLSS 5.0 is out... kinda. DLSS 5.0 is out... kinda. 1 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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