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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 λεπ What they don't tell you about iPhone What they don't tell you about iPhone 1 λεπ This iPhone Duo Animation 👀 This iPhone Duo Animation 👀 1 λεπ The Best Car I've Ever Driven: McLaren W1 The Best Car I've Ever Driven: McLaren W1 17 λεπ Asking Linus the Important Questions, Clanker Attacks Me | Why is WAN Late Episode 26 Asking Linus the Important Questions, Clanker Attacks Me | Why is WAN Late Episode 26 24 λεπ Why the US is Struggling to Land on the Moon Why the US is Struggling to Land on the Moon 20 λεπ The iPhone AIR The iPhone AIR 1 λεπ iPhone Duo Hands On! iPhone Duo Hands On! 2 λεπ The Truth About Egg Freezing The Truth About Egg Freezing 22 λεπ I tested phones that shouldn’t EXIST I tested phones that shouldn’t EXIST 23 λεπ This TECH Knife is Insane! This TECH Knife is Insane! 2 λεπ There’s A Secret Parking Spot in Space There’s A Secret Parking Spot in Space 2 λεπ How China is tracking US Submarines How China is tracking US Submarines 2 λεπ iPhone Duo/18 Pro Hands On - I wasn’t ready iPhone Duo/18 Pro Hands On - I wasn’t ready 17 λεπ Tank Engines are Weird Tank Engines are Weird 3 λεπ Which of these is the best idea? 🤷‍♂️ #batmobile #batman #engineering Which of these is the best idea? 🤷‍♂️ #batmobile #batman #engineering 1 λεπ How Scientists Build Consensus: Crash Course Scientific Thinking #5 How Scientists Build Consensus: Crash Course Scientific Thinking #5 11 λεπ NASA's Plutonium Problem NASA's Plutonium Problem 2 λεπ These Rocks Are Older Than the Sun These Rocks Are Older Than the Sun 13 λεπ The Most Dangerous Space Walk The Most Dangerous Space Walk 3 λεπ How to be less neurotic | The Gray Area How to be less neurotic | The Gray Area 38 λεπ Why some of California's billionaires are fleeing Why some of California's billionaires are fleeing 2 λεπ Hurricane vs. Tiny Houses Hurricane vs. Tiny Houses 23 λεπ Gen Z is done with both political parties | America, Actually Gen Z is done with both political parties | America, Actually 35 λεπ How Big Pork takes money from small farmers — then uses it to lobby against them How Big Pork takes money from small farmers — then uses it to lobby against them 2 λεπ How Google broke the internet | The Gray Area How Google broke the internet | The Gray Area 40 λεπ This Spillway Failed On Purpose This Spillway Failed On Purpose 20 λεπ Kidneys for sale | The Gray Area Kidneys for sale | The Gray Area 48 λεπ How deportations changed Latinos’ minds on Trump How deportations changed Latinos’ minds on Trump 2 λεπ A wake-up call for the Democratic establishment | America, Actually A wake-up call for the Democratic establishment | America, Actually 48 λεπ New Zealand's Australia Problem New Zealand's Australia Problem 18 λεπ Name That Infrastructure (Ep. 10) #shorts Name That Infrastructure (Ep. 10) #shorts 1 λεπ Five things you need to know for the 2026 midterms | America, Actually Five things you need to know for the 2026 midterms | America, Actually 31 λεπ How Taiwan is Preparing to Get Invaded How Taiwan is Preparing to Get Invaded 17 λεπ Sawing a Dam in Half (on Purpose) Sawing a Dam in Half (on Purpose) 21 λεπ What technology can't give you | The Gray Area What technology can't give you | The Gray Area 45 λεπ Okinawa vs the US Military: The Decades-Long Feud Okinawa vs the US Military: The Decades-Long Feud 19 λεπ Why This Olympic Sport Bothers Physicists Why This Olympic Sport Bothers Physicists 17 λεπ What's Under Your Feet in New York City? What's Under Your Feet in New York City? 23 λεπ Name That Infrastructure (Ep. 15) #shorts Name That Infrastructure (Ep. 15) #shorts 1 λεπ How Car Dealerships Scam America How Car Dealerships Scam America 18 λεπ How Big Other Planets Really Are How Big Other Planets Really Are 1 λεπ The Hidden Engineering of Floating Bridges The Hidden Engineering of Floating Bridges 18 λεπ Home Budgeting with Bobby Berk [Partner content from @progressive] Home Budgeting with Bobby Berk [Partner content from @progressive] 5 λεπ Will gas prices decide the midterms? | America, Actually Will gas prices decide the midterms? | America, Actually 28 λεπ Recreating an Ancient Pump (with no moving parts) Recreating an Ancient Pump (with no moving parts) 14 λεπ California’s Tallest Bridge Has Nothing Underneath California’s Tallest Bridge Has Nothing Underneath 18 λεπ How to undo the damage of sitting all day | The Gray Area How to undo the damage of sitting all day | The Gray Area 42 λεπ The Secret Tunnel Air Compressor!!! The Secret Tunnel Air Compressor!!! 3 λεπ Inside Japan's Illegal Drifting Underworld - TOKYO DRIFT Inside Japan's Illegal Drifting Underworld - TOKYO DRIFT 25 λεπ I Tested NASA's New Space Suit (Ft. Axiom Space) I Tested NASA's New Space Suit (Ft. Axiom Space) 26 λεπ

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

2026 29 λεπ

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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Παρόμοια

What they don't tell you about iPhone

What they don't tell you about iPhone

Mrwhosetheboss · technology · science

This iPhone Duo Animation 👀

This iPhone Duo Animation 👀

Marques Brownlee · Animation · technology · science

The Best Car I've Ever Driven: McLaren W1

The Best Car I've Ever Driven: McLaren W1

Marques Brownlee · Music · drive · car · technology · science

Asking Linus the Important Questions, Clanker Attacks Me | Why is WAN Late Episode 26

Asking Linus the Important Questions, Clanker Attacks Me | Why is WAN Late Episode 26

Linus Tech Tips · technology · science

Why the US is Struggling to Land on the Moon

Why the US is Struggling to Land on the Moon

Real Engineering · History · video · technology · science · education

The iPhone AIR

The iPhone AIR

Marques Brownlee · technology · science

iPhone Duo Hands On!

iPhone Duo Hands On!

Mrwhosetheboss · Music · Tech · technology · science

The Truth About Egg Freezing

The Truth About Egg Freezing

Cleo Abram · History · Music · Life · daily · Tech · video · technology · science · scenes · stories · Learning · kids

I tested phones that shouldn’t EXIST

I tested phones that shouldn’t EXIST

Mrwhosetheboss · Music · Tech · technology · science · gadgets

This TECH Knife is Insane!

This TECH Knife is Insane!

Marques Brownlee · Tech · technology · science

There’s A Secret Parking Spot in Space

There’s A Secret Parking Spot in Space

Cleo Abram · technology · science

How China is tracking US Submarines

How China is tracking US Submarines

Real Engineering · technology · science

iPhone Duo/18 Pro Hands On - I wasn’t ready

iPhone Duo/18 Pro Hands On - I wasn’t ready

Mrwhosetheboss · Music · Tech · technology · science

Tank Engines are Weird

Tank Engines are Weird

Real Engineering · technology · science

Which of these is the best idea? 🤷‍♂️ #batmobile #batman #engineering

Which of these is the best idea? 🤷‍♂️ #batmobile #batman #engineering

Hacksmith Industries · Action · Tech · video · technology · tools · machines · science · Learning

How Scientists Build Consensus: Crash Course Scientific Thinking #5

How Scientists Build Consensus: Crash Course Scientific Thinking #5

CrashCourse · science · education · kids

NASA's Plutonium Problem

NASA's Plutonium Problem

Real Engineering · History · technology · science · education

These Rocks Are Older Than the Sun

These Rocks Are Older Than the Sun

SciShow · science · education · stories · Learning

The Most Dangerous Space Walk

The Most Dangerous Space Walk

Real Engineering · Walk · technology · science

How to be less neurotic | The Gray Area

How to be less neurotic | The Gray Area

Vox · driving · practical · video · science · tests · self-improvement · psychology

Why some of California's billionaires are fleeing

Why some of California's billionaires are fleeing

Vox · driving · video

Hurricane vs. Tiny Houses

Hurricane vs. Tiny Houses

Practical Engineering · Music · Other · Updates · creative · practical · video · education · tests

Gen Z is done with both political parties | America, Actually

Gen Z is done with both political parties | America, Actually

Vox · driving · survival · video · kids

How Big Pork takes money from small farmers — then uses it to lobby against them

How Big Pork takes money from small farmers — then uses it to lobby against them

Vox · driving · video

How Google broke the internet | The Gray Area

How Google broke the internet | The Gray Area

Vox · Interviews · driving · Tech · video

This Spillway Failed On Purpose

This Spillway Failed On Purpose

Practical Engineering · Music · Other · Updates · creative · practical · video · education

Kidneys for sale | The Gray Area

Kidneys for sale | The Gray Area

Vox · Other · driving · video

How deportations changed Latinos’ minds on Trump

How deportations changed Latinos’ minds on Trump

Vox · driving · video

A wake-up call for the Democratic establishment | America, Actually

A wake-up call for the Democratic establishment | America, Actually

Vox · War · driving · video

New Zealand's Australia Problem

New Zealand's Australia Problem

Wendover Productions · Animation · Other · Australia · education

Name That Infrastructure (Ep. 10) #shorts

Name That Infrastructure (Ep. 10) #shorts

Practical Engineering · practical · education

Five things you need to know for the 2026 midterms | America, Actually

Five things you need to know for the 2026 midterms | America, Actually

Vox · War · driving · video · security

How Taiwan is Preparing to Get Invaded

How Taiwan is Preparing to Get Invaded

Wendover Productions · Animation · Other · video · education

Sawing a Dam in Half (on Purpose)

Sawing a Dam in Half (on Purpose)

Practical Engineering · Music · Other · Updates · creative · practical · video · education

What technology can't give you | The Gray Area

What technology can't give you | The Gray Area

Vox · Life · driving · video · technology

Okinawa vs the US Military: The Decades-Long Feud

Okinawa vs the US Military: The Decades-Long Feud

Wendover Productions · Animation · Other · military · education

Why This Olympic Sport Bothers Physicists

Why This Olympic Sport Bothers Physicists

Cleo Abram · Mystery · Sport · History · Music · CGI · daily · Tech · video · technology · science

What's Under Your Feet in New York City?

What's Under Your Feet in New York City?

Practical Engineering · Music · Other · Updates · creative · city · practical · video · education

Name That Infrastructure (Ep. 15) #shorts

Name That Infrastructure (Ep. 15) #shorts

Practical Engineering · practical · education

How Car Dealerships Scam America

How Car Dealerships Scam America

Wendover Productions · Animation · Other · car · education

How Big Other Planets Really Are

How Big Other Planets Really Are

Cleo Abram · Animation · Other · Tech · technology · science · stories

The Hidden Engineering of Floating Bridges

The Hidden Engineering of Floating Bridges

Practical Engineering · Music · Other · Updates · creative · practical · video · education · stories

Home Budgeting with Bobby Berk [Partner content from @progressive]

Home Budgeting with Bobby Berk [Partner content from @progressive]

Vox · driving · video

Will gas prices decide the midterms? | America, Actually

Will gas prices decide the midterms? | America, Actually

Vox · War · History · Country · driving · video

Recreating an Ancient Pump (with no moving parts)

Recreating an Ancient Pump (with no moving parts)

Practical Engineering · Music · Other · Updates · creative · practical · video · education

California’s Tallest Bridge Has Nothing Underneath

California’s Tallest Bridge Has Nothing Underneath

Practical Engineering · Music · Other · Updates · creative · city · practical · video · education

How to undo the damage of sitting all day | The Gray Area

How to undo the damage of sitting all day | The Gray Area

Vox · Life · driving · practical · video · technology · science · tips

The Secret Tunnel Air Compressor!!!

The Secret Tunnel Air Compressor!!!

colinfurze · Other

Inside Japan's Illegal Drifting Underworld - TOKYO DRIFT

Inside Japan's Illegal Drifting Underworld - TOKYO DRIFT

Yes Theory · Adventure · Documentary · Music · Cinematic · Life · Country · japan · moments · Traveling · video · stories

I Tested NASA's New Space Suit (Ft. Axiom Space)

I Tested NASA's New Space Suit (Ft. Axiom Space)

Cleo Abram · Music · Other · daily · testing · Tech · video · technology · science · scenes · stories