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

2026 29 دقیقه

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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مشابه این

Don’t mess with High Voltage #funny #experiment #electrial

Don’t mess with High Voltage #funny #experiment #electrial

ElectroBOOM · technology · science

This is NOT an iPhone

This is NOT an iPhone

Marques Brownlee · technology · science

Samsung's Secret Screen Feature

Samsung's Secret Screen Feature

Marques Brownlee · technology · science

Canada is Beating US in Electrical Upkeep!

Canada is Beating US in Electrical Upkeep!

ElectroBOOM · technology · science

The Wildest Camera Robot

The Wildest Camera Robot

Marques Brownlee · technology · science

Ionizing Radiation #science #debunk #skincare

Ionizing Radiation #science #debunk #skincare

ElectroBOOM · technology · science

Sony Announces End of Physical Discs

Sony Announces End of Physical Discs

Linus Tech Tips · technology · science

AI Just Entered A New Era

AI Just Entered A New Era

Two Minute Papers · technology · science

Get 4 Tech Acronyms Win!

Get 4 Tech Acronyms Win!

Linus Tech Tips · Tech · technology · science

get a grip on grep

get a grip on grep

Fireship · 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

NVIDIA's New Free AI - A Gift To Humanity

NVIDIA's New Free AI - A Gift To Humanity

Two Minute Papers · NVIDIA · technology · science

It works on localhost

It works on localhost

Fireship · technology · science · tips

The Honor Robot Phone is absolutely insane.

The Honor Robot Phone is absolutely insane.

Mrwhosetheboss · Music · testing · Tech · technology · science · gadgets

GPT-6 Astra Changes Everything

GPT-6 Astra Changes Everything

Two Minute Papers · technology · science

PSA: You look like this

PSA: You look like this

Marques Brownlee · technology · science

How to Stop Smart TV Spying

How to Stop Smart TV Spying

Linus Tech Tips · Gaming · flying · technology · science

Mall versus Home Electrocution (Updated)

Mall versus Home Electrocution (Updated)

ElectroBOOM · video · technology · tools · science

WTF is a Bézier Curve?

WTF is a Bézier Curve?

Fireship · Animation · technology · science

Apple Intelligence scares me

Apple Intelligence scares me

Mrwhosetheboss · Music · Tech · technology · science

The Gaming Market is Starting to Break.

The Gaming Market is Starting to Break.

Mrwhosetheboss · Music · PlayStation · Gaming · nintendo · Tech · technology · science

The mist that keeps the Tyne Tunnels safe

The mist that keeps the Tyne Tunnels safe

Tom Scott · photography · video · education

Swimming Against Man-Made Waves

Swimming Against Man-Made Waves

Linus Tech Tips · technology · science

We can't invent a robot better than these ferrets

We can't invent a robot better than these ferrets

Tom Scott · photography · video · education

Extras - AMD Upgrade Jordan Block

Extras - AMD Upgrade Jordan Block

Linus Tech Tips · technology · science

Racing with Steam Controllers!

Racing with Steam Controllers!

Linus Tech Tips · technology · science

$10,000 Power Washer vs Fruit

$10,000 Power Washer vs Fruit

Mrwhosetheboss · Music · Tech · technology · science

World's LARGEST headphones!

World's LARGEST headphones!

Mrwhosetheboss · Music · Tech · technology · science · gadgets

iPhone Duo is here

iPhone Duo is here

Marques Brownlee · technology · science

Flight to LAPD

Flight to LAPD

Hans Zimmer · Music

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

Linus Tech Tips · War · PlayStation · Xbox · Gaming · Tech · technology · science · tips

Framework 13 Pro: The Modular Laptop is Real!

Framework 13 Pro: The Modular Laptop is Real!

Marques Brownlee · Music · technology · science

There’s NO Excuse Not To Try Linux!

There’s NO Excuse Not To Try Linux!

Linus Tech Tips · Gaming · video · technology · science

How Tech Companies Lie to You.

How Tech Companies Lie to You.

Mrwhosetheboss · Music · Tech · technology · science

I have a weird conspiracy theory about this bridge

I have a weird conspiracy theory about this bridge

Tom Scott · photography · education

I Made a Bet with Tesla

I Made a Bet with Tesla

Marques Brownlee · Music · technology · science

This Mouse is WEIRD

This Mouse is WEIRD

Linus Tech Tips · technology · science

Dream come true 🥹

Dream come true 🥹

Mrwhosetheboss · technology · science

Daily Driving the Steam Machine

Daily Driving the Steam Machine

Linus Tech Tips · PlayStation · daily · driving · technology · science

SEXTANT

SEXTANT

LORN · Music

This ZOOM is Insane!

This ZOOM is Insane!

Marques Brownlee · technology · science

2049

2049

Hans Zimmer · Music

DRAWN OUT LIKE AN ACHE

DRAWN OUT LIKE AN ACHE

LORN · Music

WWDC 2026 Impressions: Yeah, That's About Right

WWDC 2026 Impressions: Yeah, That's About Right

Marques Brownlee · Music · technology · science

If you found candy with my name in it, here's why.

If you found candy with my name in it, here's why.

Tom Scott · photography · arms · education

I Transformed My Body in 90 days.

I Transformed My Body in 90 days.

Mrwhosetheboss · Music · kit · Tech · technology · science · fitness

I bought the most CURSED TECH on the internet ft. KSI

I bought the most CURSED TECH on the internet ft. KSI

Mrwhosetheboss · Family · Music · Gaming · testing · Tech · technology · science · driver · gadgets

World's First Touchscreen MacBook

World's First Touchscreen MacBook

Mrwhosetheboss · Music · Tech · technology · science

The Polar Cruisers: Winter Climb to the Hanging Cities | AI 4K — Retrofutura

The Polar Cruisers: Winter Climb to the Hanging Cities | AI 4K — Retrofutura

Retrofutura · Animation · Fantasy · Music · Cinematic · street · city · village · relaxing · pilot · driver

This Zoom is Ridiculous

This Zoom is Ridiculous

Marques Brownlee · technology · science