Today we're releasing a developer preview of our next-gen benchmark, ARC-AGI-3. The goal of this preview, leading up to the full version launch in early 2026, is to collaborate with the community. We invite you to provide feedback to help us build the most robust and effective , page 203

Today we're releasing a developer preview of our next-gen benchmark, ARC-AGI-3.

The goal of this preview, leading up to the full version launch in early 2026, is to collaborate with the community. We invite you to provide feedback to help us build the most robust and effective benchmark possible.

ARC-AGI-3 is the continuation of the ARC series of AI benchmarks:

• Focus on generalization and adaptation to novelty
• Easy for humans, yet extremely difficult for AI
• Built exclusively on Core Knowledge priors, with no other domain-specific knowledge required

The biggest evolution is a complete shift to an interactive format. ARC 3 is a collection of unique, novel games set in the ARC grid world. To succeed, an AI must learn on the fly through efficient trial and error. There are no instructions, so everything is up for you to figure out:

• What are the underlying concepts and mechanics?
• What do the controls do?
• What is the goal, and how do I achieve it?

We are directly probing an AI's ability to efficiently explore, learn, and plan when faced with a completely unknown task. So far, all systems we've tested score 0. Yet all these games are fully solvable by humans in a few minutes with no prior training.

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1周内 1个月内 1年内全部时间

At ⁦ Rally in Derry earlier before he spoke. There was so much love, energy and fun. My husband was shocked when we got out of his truck, the huge crowd started cheering “Lily, Lily, Lily”. He was not prepared to take a picture of that. Thank you all!
时政
( twitter.com)

1年前 • Lily Tang Williams • 下载视频 0 评论

00:00:16

This is what happens when she doesn’t have a written script:
“I am here, standing here, on the northern flank - on the eastern flank - talking about what we have in terms of the eastern flank and our NATO allies, and what is at stake at this very moment.”
时政
( twitter.com)

1年前 • 🇺🇸ProudArmyBrat • 下载视频 0 评论

00:00:31

I'm teaching a new course! AI Python for Beginners is a series of four short courses that teach anyone to code, regardless of current technical skill. We are offering these courses free for a limited time.
Generative AI is transforming coding. This course teaches coding in a way
时政
( twitter.com)

1年前 • Andrew Ng • 下载视频 0 评论

00:03:40

Donald Trump's plan to end the drug epidemic in America by declaring war on the drug cartels.
"We will show no mercy on the cartels."
1. "Deploy all necessary military assets, including the US Navy to impose the full naval embargo and the cartels."
2. "Guarantee that the
时政
( twitter.com)

1年前 • Collin Rugg • 下载视频 0 评论

00:04:04

Apple released a hearing aids feature for the AirPods Pro a while ago. I bought a pair for grandma, but then realized that the feature was geoblocked in India
So we at decided to unblock it. It ended up involving a leaky microwave and building a Faraday cage:
时政
( twitter.com)

1年前 • Rithwik Jayasimha 0 评论

Leading the U.S. Department of State is a tremendous responsibility and I am honored by the trust President Trump has placed in me. As Secretary of State, I will work every day to carry out his foreign policy agenda. Under the leadership of President Trump we will deliver peace
时政
( twitter.com)

1年前 • Marco Rubio 0 评论

While the media focuses the American people’s attention on distractions, a war that we DO NOT WANT with Russia is getting hot. Biden needs to disavow his position on allowing long range AMERICAN missiles to be used by Ukraine. OUR SONS & DAUGHTERS WILL BE DRAFTED if this
时政
( twitter.com)

1年前 • Anna Paulina Luna 0 评论

One of the stories in this piece was about discovering that a “Badiucao” she met earlier was fake after the real showed up at a later gathering. I was a witness to this - Lei’s face went pale in horror.
This is the sort of shit that we critics of
时政
( twitter.com)

1年前 • Kevin Yam 任建峰 0 评论

Dear Members of the Ohio Republican State Central Committee: I'm asking for you to stand with my father and endorse Vivek Ramaswamy for Governor of Ohio.
You were the FIRST state party in the nation to endorse my father in the last election cycle. We will never forget your
btc
( twitter.com)

8个月前 • Donald Trump Jr. 0 评论

We await a full and lasting ceasefire, starting from tomorrow, to provide the necessary basis for diplomacy. There is no point in prolonging the killings. And I will be waiting for Putin in Türkiye on Thursday. Personally. I hope that this time the Russians will not look for
时政
( twitter.com)

8个月前 • Volodymyr Zelenskyy / Володимир Зеленський 0 评论

Here's a little more, and no cables this time ;)
It's all real-time speed, zero CGI, fully learned in Simulation & zero-shot transferred to real.
Besides the fact that it's fun, we had to make significant improvements to our robot model in Sim, domain randomization and other
btc
( twitter.com)

8个月前 • Milan Kovac 0 评论

SpaceX has assembled the most talented team of space vehicle innovators, builders, and operators the world has ever seen. I may be biased, but I truly believe this. And we are just getting started. Our future in space has never been brighter!
If you have a passion for space,
btc
( twitter.com)

8个月前 • Jon Edwards 0 评论

If the electorate doesn't hold congress accountable to reducing the deficit, and start paying down the debt, Bitcoin is going to take over as reserve currency.
I love Bitcoin, but a strong America is also super important for the world. We need to get our finances under control.
btc
( twitter.com)

7个月前 • Brian Armstrong 0 评论

I’ve been pretty consistent in my time in the Senate: I oppose deficit spending—no matter which party is in charge. If we don’t get serious about reigning in the debt, the next generation will pay the price.
Fiscal responsibility isn’t a campaign slogan. It’s a duty which I
btc
( twitter.com)

7个月前 • Senator Rand Paul • 下载视频 0 评论

00:00:23

I’d vote for it if we got real spending cuts. But this bill is the largest debt increase in U.S. history—$5T.
That’s like giving your 16-year-old a credit card, watching them rack up $2K on booze and gambling, then raising their limit to $10K. Irresponsible.
btc
( twitter.com)

7个月前 • Senator Rand Paul • 下载视频 0 评论

00:10:28

NEW: We are suing Donald Trump.
This is a manufactured crisis. He is creating fear and terror to take over a state militia and violate the U.S. constitution.
The illegal order he signed could allow him to send the military into ANY STATE HE WISHES.
Every governor -- red or
时政
( twitter.com)

7个月前 • Gavin Newsom 0 评论

ELON: POWERING THE ENTIRE U.S. WITH SOLAR WOULD BE VERY FEASIBLE
“You could actually power the entire United States with 100 miles by 100 miles of solar.
We need batteries.
It's not hard, meaning it's very feasible.
I mean, the sun is converting over 4 million tons of mass
btc
( twitter.com)

7个月前 • Mario Nawfal • 下载视频 0 评论

00:00:41

"We have completed our very successful attack on the three Nuclear sites in Iran, including Fordow, Natanz, and Esfahan. All planes are now outside of Iran air space. A full payload of BOMBS was dropped on the primary site, Fordow. All planes are safely on their way home.
时政
( twitter.com)

7个月前 • The White House 0 评论

This is just the beginning. These radicals with anti-American views have been embedded in our executive branch for generations and we are systematically cleaning out contractors that have allowed this. Let us be clear: If you have these views and you work in or with the State
btc
( twitter.com)

7个月前 • Department of State 0 评论

FACT: The Senate OBBB increases deficits and violates the terms of the budget deal in the House.
FACT: The Senate OBBB guts the strong provisions to terminate the “green new scam” subsidies in the House bill.
FACT: The Senate OBBB removes key provisions we put in the bill to
btc
( twitter.com)

7个月前 • Chip Roy 0 评论

No more taxes on tips. No more taxes on overtime. Working-class family tax cuts across the board. Funding for ICE so we can secure our border. Killing Biden's Green New Scam and unleashing American energy.
All thanks to the Big Beautiful Bill.
Promises made, Promises kept! 🇺🇸
btc
( twitter.com)

7个月前 • Donald Trump Jr. 0 评论

Just a note — we want the Iranian people to rise up but the voices suddenly critical of the Iranian people are being pretty unreasonable.
Why would anyone would expect people to protest en masse when 5 million people have evacuated the largest city in Iran, bombs are incoming
时政
( twitter.com)

7个月前 • Emily Schrader - אמילי שריידר امیلی شریدر 0 评论

Elon Musk: Even if civilization has just a 1% chance of being annihilated, we should back up the biosphere on another planet.
“Sometimes people are puzzled as to why we're doing it. The reason we're doing it is to make life, consciousness, multiplanetary. So as to preserve the
btc
( twitter.com)

6个月前 • ELON CLIPS • 下载视频 0 评论

00:01:09

🚨NEW: Chairman is raising objections to the resumption of H20 equivalent GPU sales to China.
"The Commerce Department made the right call in banning the H20. Now it must hold the line. We can’t let the CCP use American chips to train AI models that will power its
时政
( twitter.com)

6个月前 • Select Committee on the Chinese Communist Party 0 评论

Many strong Meta engineers have and are joining xAI and without the need for insane initial comp (still great, but not unsustainably high).
Also, xAI has vastly more market cap growth potential than Meta.
And we are hyper merit-based: do something great and your comp can shift
btc
( twitter.com)

5个月前 • Elon Musk 0 评论

Today we're releasing a developer preview of our next-gen benchmark, ARC-AGI-3. The goal of this preview, leading up to the full version launch in early 2026, is to collaborate with the community. We invite you to provide feedback to help us build the most robust and effective btc ( twitter.com )

btc

At ⁦ Rally in Derry earlier before he spoke. There was so much love, energy and fun. My husband was shocked when we got out of his truck, the huge crowd started cheering “Lily, Lily, Lily”. He was not prepared to take a picture of that. Thank you all! 时政 ( twitter.com)

时政

This is what happens when she doesn’t have a written script: “I am here, standing here, on the northern flank - on the eastern flank - talking about what we have in terms of the eastern flank and our NATO allies, and what is at stake at this very moment.” 时政 ( twitter.com)

时政

时政

Donald Trump's plan to end the drug epidemic in America by declaring war on the drug cartels. "We will show no mercy on the cartels." 1. "Deploy all necessary military assets, including the US Navy to impose the full naval embargo and the cartels." 2. "Guarantee that the 时政 ( twitter.com)

时政

Apple released a hearing aids feature for the AirPods Pro a while ago. I bought a pair for grandma, but then realized that the feature was geoblocked in India So we at decided to unblock it. It ended up involving a leaky microwave and building a Faraday cage: 时政 ( twitter.com)

时政

时政

While the media focuses the American people’s attention on distractions, a war that we DO NOT WANT with Russia is getting hot. Biden needs to disavow his position on allowing long range AMERICAN missiles to be used by Ukraine. OUR SONS & DAUGHTERS WILL BE DRAFTED if this 时政 ( twitter.com)

时政

One of the stories in this piece was about discovering that a “Badiucao” she met earlier was fake after the real showed up at a later gathering. I was a witness to this - Lei’s face went pale in horror. This is the sort of shit that we critics of 时政 ( twitter.com)

时政

Dear Members of the Ohio Republican State Central Committee: I'm asking for you to stand with my father and endorse Vivek Ramaswamy for Governor of Ohio. You were the FIRST state party in the nation to endorse my father in the last election cycle. We will never forget your btc ( twitter.com)

btc

We await a full and lasting ceasefire, starting from tomorrow, to provide the necessary basis for diplomacy. There is no point in prolonging the killings. And I will be waiting for Putin in Türkiye on Thursday. Personally. I hope that this time the Russians will not look for 时政 ( twitter.com)

时政

Here's a little more, and no cables this time ;) It's all real-time speed, zero CGI, fully learned in Simulation & zero-shot transferred to real. Besides the fact that it's fun, we had to make significant improvements to our robot model in Sim, domain randomization and other btc ( twitter.com)

btc

SpaceX has assembled the most talented team of space vehicle innovators, builders, and operators the world has ever seen. I may be biased, but I truly believe this. And we are just getting started. Our future in space has never been brighter! If you have a passion for space, btc ( twitter.com)

btc

If the electorate doesn't hold congress accountable to reducing the deficit, and start paying down the debt, Bitcoin is going to take over as reserve currency. I love Bitcoin, but a strong America is also super important for the world. We need to get our finances under control. btc ( twitter.com)

btc

btc

I’d vote for it if we got real spending cuts. But this bill is the largest debt increase in U.S. history—$5T. That’s like giving your 16-year-old a credit card, watching them rack up $2K on booze and gambling, then raising their limit to $10K. Irresponsible. btc ( twitter.com)

btc

NEW: We are suing Donald Trump. This is a manufactured crisis. He is creating fear and terror to take over a state militia and violate the U.S. constitution. The illegal order he signed could allow him to send the military into ANY STATE HE WISHES. Every governor -- red or 时政 ( twitter.com)

时政

ELON: POWERING THE ENTIRE U.S. WITH SOLAR WOULD BE VERY FEASIBLE “You could actually power the entire United States with 100 miles by 100 miles of solar. We need batteries. It's not hard, meaning it's very feasible. I mean, the sun is converting over 4 million tons of mass btc ( twitter.com)

btc

"We have completed our very successful attack on the three Nuclear sites in Iran, including Fordow, Natanz, and Esfahan. All planes are now outside of Iran air space. A full payload of BOMBS was dropped on the primary site, Fordow. All planes are safely on their way home. 时政 ( twitter.com)

时政

This is just the beginning. These radicals with anti-American views have been embedded in our executive branch for generations and we are systematically cleaning out contractors that have allowed this. Let us be clear: If you have these views and you work in or with the State btc ( twitter.com)

btc

FACT: The Senate OBBB increases deficits and violates the terms of the budget deal in the House. FACT: The Senate OBBB guts the strong provisions to terminate the “green new scam” subsidies in the House bill. FACT: The Senate OBBB removes key provisions we put in the bill to btc ( twitter.com)

btc

btc

时政

Elon Musk: Even if civilization has just a 1% chance of being annihilated, we should back up the biosphere on another planet. “Sometimes people are puzzled as to why we're doing it. The reason we're doing it is to make life, consciousness, multiplanetary. So as to preserve the btc ( twitter.com)

btc

🚨NEW: Chairman is raising objections to the resumption of H20 equivalent GPU sales to China. "The Commerce Department made the right call in banning the H20. Now it must hold the line. We can’t let the CCP use American chips to train AI models that will power its 时政 ( twitter.com)

时政

Many strong Meta engineers have and are joining xAI and without the need for insane initial comp (still great, but not unsustainably high). Also, xAI has vastly more market cap growth potential than Meta. And we are hyper merit-based: do something great and your comp can shift btc ( twitter.com)

btc

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Today we're releasing a developer preview of our next-gen benchmark, ARC-AGI-3.
The goal of this preview, leading up to the full version launch in early 2026, is to collaborate with the community. We invite you to provide feedback to help us build the most robust and effective
btc
( twitter.com )