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 210

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.

点击图片查看原图

1周内 1个月内 1年内全部时间

After the KMT, the CCP's Taiwan agent dedicated to undermining Taiwan's democracy, passed an evil law in Taiwan's legislature, young Taiwanese took to the streets in protest.
''The malice in this society will never go away, but we will grow up, our future generations will grow
时政
( twitter.com)

1年前 • The Great Translation Movement 大翻译运动 • 下载视频 0 评论

00:02:02

BREAKING: President Trump calls out Maine Governor Janet Mills for refusing to keep men out of women's sports.
Trump: "Are you not going to comply?"
Mills: "I'll comply with state and federal laws."
Trump: "We are the federal law. You better do it because you’re not going
btc
( twitter.com)

1年前 • KanekoaTheGreat • 下载视频 0 评论

00:00:44

ELON: IF BUREAUCRATS BLOCK THE PRESIDENT’S POLICIES, IT MEANS WE LIVE IN A BUREAUCRACY
“One of the biggest functions of the DOGE team is just making sure that the presidential executive orders are actually carried out.
This is very important because the President is the elected
btc
( twitter.com)

1年前 • Mario Nawfal • 下载视频 0 评论

00:00:28

NATO is the most cost-effective option for preventing another war. It is the simplest and most logical solution.
If Ukraine does not join NATO, we will have to create NATO within Ukraine, which means maintaining an army strong enough to repel aggression, financing it, producing
时政
( twitter.com)

1年前 • Volodymyr Zelenskyy / Володимир Зеленський 0 评论

Indeed, it is essential to reduce the budget deficit to match economic growth!
We will get the 2026 deficit to ~3% of GDP. Sensible deregulation will ensure that economic growth is ~3% or higher.
That will both DEFEAT INFLATION and REDUCE INTEREST RATES for all Americans!
btc
( twitter.com)

1年前 • Elon Musk 0 评论

Mars probably had liquid oceans a long time ago, before it cooled. Now, there are vast fields of ice covered by red dust.
If we warm up the planet, the oceans will return and the atmosphere will densify, making it possible to extend life to Mars.
btc
( twitter.com)

1年前 • Elon Musk 0 评论

Vice President introduces Elbridge Colby to the Senate Armed Services Committee to become the 3rd highest ranking official at the DOD:
"Bridge predicted what we would be talking about 4 years down the road, 5 years down the road, 10 years down the road. He saw around
btc
( twitter.com)

1年前 • Charlie Kirk • 下载视频 0 评论

00:05:33

Nobel Peace Prize laureate Maria Ressa warns that the state of democracy in the U.S. is at stake as President Donald Trump continues to attack the press.
"You lose journalism, the way we practice it, you lose democracy," she said.
The Trump administration announced last month
时政
( twitter.com)

1年前 • PBS News • 下载视频 0 评论

00:01:19

🇮🇹 Italian PM Giorgia Meloni:
“The Left predicted that I would destroy Italy, but they were wrong. Employment is at a Record High, our Economy is Growing, Illegal Immigration has decreased by 60%, and we are expanding freedom in every aspect of Italians’ lives.”
🔥🔥🔥
btc
( twitter.com)

1年前 • Cillian • 下载视频 0 评论

00:00:50

If you still don’t understand what people mean when they say “toxic empathy,” maybe this picture can help.
Here we have a liberal white woman marching down the streets of NYC, carrying a sign mourning the recently slain dictator Ali Khamenei, a man who supported marriage to
时政
( twitter.com)

3天前 • Kaeley Triller 0 评论

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)

9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)

8个月前 • Mario Nawfal • 下载视频 0 评论

00:00:41

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)

8个月前 • Department of State 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)

9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)

9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)

9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)

9个月前 • Senator Rand Paul • 下载视频 0 评论

00:10:28

"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)

8个月前 • The White House 0 评论

Former NASA astronaut Charles Camarda just gave HUGE props to Elon Musk for what he's done in the space industry:
"Elon Musk saved the U.S. space program."
"If it weren't for Elon Musk, we would not be able to fly U.S. Astronauts from U.S. soil to the International Space
btc
( twitter.com)

11个月前 • Gunther Eagleman™ • 下载视频 0 评论

00:01:42

Nothing like watching humans escape the boundaries of our planet. Some of the best boost-back & RTLS footage I’ve seen. Missions like this bring us together & fuel excitement for what we may discover in the great unknown. Wishing Crew-10 success & Godspeed on their expedition!
btc
( twitter.com)

11个月前 • Jared Isaacman 0 评论

Chuck Schumer admits the quiet part out loud— Democrat-appointed judges are really activists who are there to stop Trump:
"We did put 235 judges, progressive judges, judges not under the control of Trump, last year on the bench, and they are ruling against Trump time after time
btc
( twitter.com)

11个月前 • Libs of TikTok • 下载视频 0 评论

00:00:51

We Now Have:
1. US placing 25% tariffs on Canada
2. US placing 25% tariffs on Mexico
3. US placing 10% tariffs on China
4. Canada placing 25% tariffs on US
5. Mexico preparing retaliatory tariffs against the US
But here’s the real question:
How does China respond? They
时政
( twitter.com)

1年前 • The Kobeissi Letter 0 评论

Let’s make America Greater. and Elon Musk can do this
“So if we solve government spending, your grocery bill stays the same, your mortgage payment goes down, your car payment goes down, and your credit card bill goes down. This is what the people of America want. This
btc
( twitter.com)

1年前 • Tesla Owners Silicon Valley 0 评论

🚨🇺🇸TREASURY SEC. BESSENT: ELON AND I ARE COMPLETELY ALIGNED
“This Doge program is one of the most important audits of government or changes to government structure we have seen.
When President Trump came in, there's a big agenda, and I think that there are gigantic cost
btc
( twitter.com)

1年前 • Mario Nawfal 0 评论

South Africa is confiscating land, and treating certain classes of people VERY BADLY. It is a bad situation that the Radical Left Media doesn’t want to so much as mention. A massive Human Rights VIOLATION is happening, for all to see. The United States won’t stand for it - We
btc
( twitter.com)

1年前 • Donald J. Trump Posts From His Truth Social 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

After the KMT, the CCP's Taiwan agent dedicated to undermining Taiwan's democracy, passed an evil law in Taiwan's legislature, young Taiwanese took to the streets in protest. ''The malice in this society will never go away, but we will grow up, our future generations will grow 时政 ( twitter.com)

时政

BREAKING: President Trump calls out Maine Governor Janet Mills for refusing to keep men out of women's sports. Trump: "Are you not going to comply?" Mills: "I'll comply with state and federal laws." Trump: "We are the federal law. You better do it because you’re not going btc ( twitter.com)

btc

btc

时政

Indeed, it is essential to reduce the budget deficit to match economic growth! We will get the 2026 deficit to ~3% of GDP. Sensible deregulation will ensure that economic growth is ~3% or higher. That will both DEFEAT INFLATION and REDUCE INTEREST RATES for all Americans! btc ( twitter.com)

btc

Mars probably had liquid oceans a long time ago, before it cooled. Now, there are vast fields of ice covered by red dust. If we warm up the planet, the oceans will return and the atmosphere will densify, making it possible to extend life to Mars. btc ( twitter.com)

btc

Vice President introduces Elbridge Colby to the Senate Armed Services Committee to become the 3rd highest ranking official at the DOD: "Bridge predicted what we would be talking about 4 years down the road, 5 years down the road, 10 years down the road. He saw around btc ( twitter.com)

btc

Nobel Peace Prize laureate Maria Ressa warns that the state of democracy in the U.S. is at stake as President Donald Trump continues to attack the press. "You lose journalism, the way we practice it, you lose democracy," she said. The Trump administration announced last month 时政 ( twitter.com)

时政

btc

时政

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

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

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

"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

Former NASA astronaut Charles Camarda just gave HUGE props to Elon Musk for what he's done in the space industry: "Elon Musk saved the U.S. space program." "If it weren't for Elon Musk, we would not be able to fly U.S. Astronauts from U.S. soil to the International Space btc ( twitter.com)

btc

Nothing like watching humans escape the boundaries of our planet. Some of the best boost-back & RTLS footage I’ve seen. Missions like this bring us together & fuel excitement for what we may discover in the great unknown. Wishing Crew-10 success & Godspeed on their expedition! btc ( twitter.com)

btc

Chuck Schumer admits the quiet part out loud— Democrat-appointed judges are really activists who are there to stop Trump: "We did put 235 judges, progressive judges, judges not under the control of Trump, last year on the bench, and they are ruling against Trump time after time btc ( twitter.com)

btc

We Now Have: 1. US placing 25% tariffs on Canada 2. US placing 25% tariffs on Mexico 3. US placing 10% tariffs on China 4. Canada placing 25% tariffs on US 5. Mexico preparing retaliatory tariffs against the US But here’s the real question: How does China respond? They 时政 ( twitter.com)

时政

Let’s make America Greater. and Elon Musk can do this “So if we solve government spending, your grocery bill stays the same, your mortgage payment goes down, your car payment goes down, and your credit card bill goes down. This is what the people of America want. This btc ( twitter.com)

btc

btc

South Africa is confiscating land, and treating certain classes of people VERY BADLY. It is a bad situation that the Radical Left Media doesn’t want to so much as mention. A massive Human Rights VIOLATION is happening, for all to see. The United States won’t stand for it - We btc ( twitter.com)

btc

创建一个新帐户

登录

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 )