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 11

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

I am glad to be back at the White House and meeting with Joe Biden.
I am grateful to the U.S. for its unwavering support for Ukraine, including $200 million military aid package announced today.
In the Black Sea, we defeated the Russian fleet. Our maritime exports have…
时政
( twitter.com)

2年前 • Volodymyr Zelenskyy / Володимир Зеленський • -- 点击 • 下载视频 0 评论

00:04:41

First catch up in a long time!

Cheng Lei is home, well and we’re all so relieved she’s survived her ordeal.

This was our celebratory drink at the pub yesterday.

We sat down for a proper interview today that I can’t wait to share on tomorrow at 7pm
时政
( twitter.com)

2年前 • Annelise Nielsen • -- 点击 0 评论

[ WEIBO UPDATE ]
今天是音乐~中心!! 今天的服装和舞台真的很适合! 以后的舞台也会给大家展示帅气的舞台

Today was~Music Core!! Today's outfits and stage we…
推特中文圈
( twitter.com)

4年前 • twitter机器人 • -- 点击 0 评论

Today, there has been a lot of international work. Our teams are working with the United States as we prepare for negotiations this Friday. The agreement with the U.S. The support of our country and people.
Peace and security guarantees are the key to ensuring that Russia can no
时政
( twitter.com)

10个月前 • Volodymyr Zelenskyy / Володимир Зеленський • -- 点击 • 下载视频 0 评论

00:03:30

It is very important for us to be in Italy today and to unite with the whole world. We are grateful for the Vatican's assistance to Ukraine in facilitating the return of Ukrainian children illegally deported and displaced by Russia and the release of prisoners. This was one of
时政
( twitter.com)

8个月前 • Volodymyr Zelenskyy / Володимир Зеленський • -- 点击 0 评论

Today, we can already say there is a good result for our air defense – Ukraine now has more Patriots. I thank Chancellor Merz, I thank Germany, and everyone who helps – our agreements have been fulfilled. More Patriots are now in Ukraine and being put into operation.
Of course,
时政
( twitter.com)

1个月前 • Volodymyr Zelenskyy / Володимир Зеленський • -- 点击 • 下载视频 0 评论

00:04:00

Today, I’m in Kherson. It is already the third anniversary of the city’s liberation from the Russians – the occupiers fled, and we remember how the courage of our people made it happen, how Ukrainian flags returned to Kherson. I thank every one of our warriors who fought for
时政
( twitter.com)

1个月前 • Volodymyr Zelenskyy / Володимир Зеленський • -- 点击 • 下载视频 0 评论

00:02:51

Today we showed THE WORLD just how VIOLENT and disgusting the Muslim Stronghold of Dearborn TRULY IS!!
I was assaulted dozens of times, by little twig Pedophile worshipping Muslims,
My people had dirt thrown on them, spit on, food thrown on, pepper sprayed, and more
✝️ is KING
时政
( twitter.com)

1个月前 • Jake Lang - January 6 Political Prisoner 🇺🇸 • -- 点击 • 下载视频 0 评论

00:00:44

What happened in Guangzhou today felt unreal — the kind of scene you hope only exists in movies.
But it was real people, real cars, real flames on what should have been an ordinary drive home.
A truck’s flammable load ignited, and the chain reaction showed another truth we
时政
( twitter.com)

23天前 • The Great Translation Movement 大翻译运动 • -- 点击 • 下载视频 0 评论

00:00:14

CNN报道美军相关人士：不必担心中国的航空母舰，需要担心的以下几种船只：
- Type 055 destroyer 055型驱逐舰
- Type 039 submarine 039型潜水艇
- Merchant ferries 商…
时政
( twitter.com)

3年前 • twitter机器人 • -- 点击 0 评论

韩国人气模特孙允珠高清套图 039 [25P]
写真

3年前 • 老司机 • -- 点击 0 评论

BREAKING: Ali Bongo, who has been in power for 14 years, re-elected as 🇬🇦 Gabon president.
时政
( twitter.com)

2年前 • The Spectator Index • -- 点击 0 评论

Today is indeed the day. But as we await the sentencing, it’s important that more foreign media reporters get this case right as Xinqi Su has done here. It’s not just about the pro-democracy camp running a primary election (as often asserted by foreign media), it’s about talk of
时政
( twitter.com)

1年前 • Kevin Yam 任建峰 • -- 点击 0 评论

For many nations, the image of a mother and child is a symbol of life that must be protected. Today, we presented Pope Leo XIV with a special icon – the Holy Mother with the Infant, painted on a fragment of a crate used to store heavy artillery munitions, brought from
时政
( twitter.com)

7个月前 • Volodymyr Zelenskyy / Володимир Зеленський • -- 点击 0 评论

By a factor of 2 to 1, you want a new political party and you shall have it!
When it comes to bankrupting our country with waste & graft, we live in a one-party system, not a democracy.
Today, the America Party is formed to give you back your freedom.
btc
( twitter.com)

5个月前 • Elon Musk • -- 点击 0 评论

There are more people in the U.S. workforce today than any time in American history. Unemployment has been under 4% for 21 straight months.
There’s more to do, but inflation has come down by 65%, and we now have the lowest inflation rate of any advanced economy in the world.
时政
( twitter.com)

2年前 • Joe Biden • -- 点击 0 评论

Hit the doors today with my 16-year-old son Ronan for in WI—his first time getting involved, and he absolutely crushed it! 💪
17 out of 21 doors answered, and he led the charge. His takeaway? “Wonder why more kids don’t get involved—this was fun.”
We need MORE
btc
( twitter.com)

9个月前 • Gary Plassmeyer • -- 点击 0 评论

Today, we lay to rest Charlie Kirk — an American hero whose death is not just an attack on a man of faith, but an attack on the ideals that founded this country.
This atrocity was the fruit of a toxic philosophy that stands against everything Charlie believed.
It is a
时政
( twitter.com)

3个月前 • Scott Turner • -- 点击 • 下载视频 0 评论

00:03:31

By November 10, we’re asking all accounts that use a security key as their two factor authentication (2FA) method to re-enroll their key to continue accessing X. You can re-enroll your existing security key, or enroll a new one.
A reminder: if you enroll a new security key, any
btc
( twitter.com)

2个月前 • Safety • -- 点击 0 评论

Which Parliament will be next to pass a resolution on UN Resolution 2758 rebutting Beijing re: #Taiwan? 👇
时政
( twitter.com)

1年前 • Luke de Pulford • -- 点击 • 下载视频 0 评论

00:01:39

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

I am glad to be back at the White House and meeting with Joe Biden. I am grateful to the U.S. for its unwavering support for Ukraine, including $200 million military aid package announced today. In the Black Sea, we defeated the Russian fleet. Our maritime exports have… 时政 ( twitter.com)

时政

First catch up in a long time! Cheng Lei is home, well and we’re all so relieved she’s survived her ordeal. This was our celebratory drink at the pub yesterday. We sat down for a proper interview today that I can’t wait to share on tomorrow at 7pm 时政 ( twitter.com)

时政

[ WEIBO UPDATE ] 今天是音乐~中心!! 今天的服装和舞台真的很适合! 以后的舞台也会给大家展示帅气的舞台 Today was~Music Core!! Today's outfits and stage we… 推特中文圈 ( twitter.com)

推特中文圈

时政

It is very important for us to be in Italy today and to unite with the whole world. We are grateful for the Vatican's assistance to Ukraine in facilitating the return of Ukrainian children illegally deported and displaced by Russia and the release of prisoners. This was one of 时政 ( twitter.com)

时政

时政

时政

时政

What happened in Guangzhou today felt unreal — the kind of scene you hope only exists in movies. But it was real people, real cars, real flames on what should have been an ordinary drive home. A truck’s flammable load ignited, and the chain reaction showed another truth we 时政 ( twitter.com)

时政

【段子】 艾泽拉斯感恩有你 ​(@Re肉宅厨节操) 图片

图片

时隔多年重新穿上正装皮鞋黑袜 re-suit 图片 ( twitter.com)

图片

AI just re-imagined Pope Francis hanging out with Jesus 🤯 Holy crossover or holy smokes? 时政 ( twitter.com)

时政

BREAKING: Senate Majority Leader John Thune says deal to re-open US government is 'nearly ready' 时政 ( twitter.com)

时政

CNN报道美军相关人士：不必担心中国的航空母舰，需要担心的以下几种船只： - Type 055 destroyer 055型驱逐舰 - Type 039 submarine 039型潜水艇 - Merchant ferries 商… 时政 ( twitter.com)

时政

韩国人气模特 孙允珠 高清套图 039 [25P] 写真

写真

BREAKING: Ali Bongo, who has been in power for 14 years, re-elected as 🇬🇦 Gabon president. 时政 ( twitter.com)

时政

时政

For many nations, the image of a mother and child is a symbol of life that must be protected. Today, we presented Pope Leo XIV with a special icon – the Holy Mother with the Infant, painted on a fragment of a crate used to store heavy artillery munitions, brought from 时政 ( twitter.com)

时政

By a factor of 2 to 1, you want a new political party and you shall have it! When it comes to bankrupting our country with waste & graft, we live in a one-party system, not a democracy. Today, the America Party is formed to give you back your freedom. btc ( twitter.com)

btc

There are more people in the U.S. workforce today than any time in American history. Unemployment has been under 4% for 21 straight months. There’s more to do, but inflation has come down by 65%, and we now have the lowest inflation rate of any advanced economy in the world. 时政 ( twitter.com)

时政

Hit the doors today with my 16-year-old son Ronan for in WI—his first time getting involved, and he absolutely crushed it! 💪 17 out of 21 doors answered, and he led the charge. His takeaway? “Wonder why more kids don’t get involved—this was fun.” We need MORE btc ( twitter.com)

btc

Today, we lay to rest Charlie Kirk — an American hero whose death is not just an attack on a man of faith, but an attack on the ideals that founded this country. This atrocity was the fruit of a toxic philosophy that stands against everything Charlie believed. It is a 时政 ( twitter.com)

时政

By November 10, we’re asking all accounts that use a security key as their two factor authentication (2FA) method to re-enroll their key to continue accessing X. You can re-enroll your existing security key, or enroll a new one. A reminder: if you enroll a new security key, any btc ( twitter.com)

btc

Which Parliament will be next to pass a resolution on UN Resolution 2758 rebutting Beijing re: #Taiwan? 👇 时政 ( twitter.com)

时政

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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 )