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 109

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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Born #Today in 1906, Albert Sabin was microbiologist and medical researcher, best known for developing the oral polio vaccine, which has played a key role in nearly eradicating the disease
有趣
( twitter.com)

2年前 • Massimo • -- 点击 0 评论

Met today with UAE President . I expressed appreciation for the UAE’s leadership in condemning Hamas’ terrorist attacks on civilians and reaffirmed the importance of the strategic partnership between our countries.
时政
( twitter.com)

2年前 • Secretary Antony Blinken • -- 点击 0 评论

London today. This is what a peaceful protest looks like. Nobody hides their face. Nobody screams death threats.

They stand in quiet solidarity demanding the return of our hostages.
#BringThemHome

时政
( twitter.com)

2年前 • Aviva Klompas • -- 点击 • 下载视频 0 评论

00:00:16

Officially graduated from with an MBA degree today! #Qin2028
终于毕业了！
18个月的付出，成就更优秀的自己。#平论
时政
( twitter.com)

1年前 • Weiping Qin 秦偉平 • -- 点击 0 评论

This is the best movie you will see today 🎥🍿🤯
This Doctor have the chance to save this lady from an abusive relationship but choose to ignore 😭
时政
( twitter.com)

1年前 • MR MOTIVATOR👽💀 • -- 点击 • 下载视频 0 评论

00:01:29

The biggest news today should probably be about one of the Executive Orders from yesterday evening.
Trust me, it's big.
The President just authorized DOGE to start cutting regulations🧵
btc
( twitter.com)

10个月前 • Crémieux • -- 点击 0 评论

Great to be in the White House earlier today with and the Senate DOGE Caucus to talk about how the Senate and DOGE can work together to save taxpayer dollars.
btc
( twitter.com)

10个月前 • Senator Eric Schmitt • -- 点击 0 评论

PROMISE MADE, PROMISE KEPT: President Trump pledged to rescue the astronauts stranded in space for nine months.
Today, they safely splashed down in the Gulf of America, thanks to and
btc
( twitter.com)

9个月前 • The White House • -- 点击 • 下载视频 0 评论

00:01:38

🚨Urgent!!🚨
RINO judges & liberal groups are trying to STEAL two GOP house seats in Utah. You can stop it!
👉 sign up today for a paying job:
btc
( share-na2.hsforms.com)

2个月前 • Donald Trump Jr. • -- 点击 0 评论

Five years ago: EVs will save China.
Today: EVs removed from the Five-Year Plan.
Even central planning can’t plan oversupply and Chinese doesn’t understand the concept of value add.
时政
( twitter.com)

2个月前 • The Great Translation Movement 大翻译运动 • -- 点击 0 评论

NYT、USA Today、WSJ及 NJ Local的媒体迫不及待了，宣布民主党Murphy赢得州长连任。
不要脸。
时政
( twitter.com)

4年前 • twitter机器人 • -- 点击 0 评论

今天因为不出门穿了地球人衣服去吃饭
同一个食堂大叔问我
“Where's your uniform today?"
推特中文圈
( twitter.com)

3年前 • twitter机器人 • -- 点击 0 评论

BREAKING: Heavily armed Australian counter-terrorism police just detained five young Australian men who planned to potentially attack Bondi Beach again today. No information so far as to possible motives.
时政
( twitter.com)

10天前 • Drew Pavlou 🇦🇺🇺🇸🇺🇦🇹🇼 • -- 点击 0 评论

China Deviants正积极与原艺术家联系，以恢复纪念Myartis Frank的涂鸦。我们计划进行众筹支持他的创作,顺利的话后续会公布。在新的涂鸦创作出现之前，我们邀请大家带海报来Brick Lane，进行表达创作。 For the erased Colours For the silenced voices We Saw, We Heard, We Remember
时政
( twitter.com)

2年前 • China Deviants • -- 点击 0 评论

US border agent: Why's the purpose of your visit?
Me: I'm visiting the office, Google.
BA: What is Google 15?
Me: What the heck is that?
BA: Don't you get fat like 15 pounds?
Me: Yea we do but we call it Google 10 (kgs) in Europe.
BA: Welcome to the US, enjoy your stay.…
时政
( twitter.com)

1年前 • Jaana Dogan ヤナドガン • -- 点击 0 评论

🚨 NEW: Vice President JD Vance on Elon Musk & DOGE:
"Elon is not disappearing. $160 billion in savings, that's a lot. Nobody said that the work of DOGE would only last 110 days. We think there's a lot more waste & fraud that we can find. We're going to save the American people
btc
( twitter.com)

7个月前 • DogeDesigner • -- 点击 • 下载视频 0 评论

00:00:42

When I was a kid if you told me someday we would aim a plate at space and the plate would talk to a grid of satellites orbiting the earth to be able to talk to my friends I would have thought “impossible.”
We had a rotary phone plugged into the wall.
Thanks Just
btc
( twitter.com)

7个月前 • Robert Scoble • -- 点击 0 评论

Tesla FSD Testing in Stockholm
Let's step up our game!
I drafted a new letter to Stockholm City as a response to their reply. This time, we will make them aware of the fact that we can have them replaced in the election next year. Let's beat them at their own game!
✊️🇸🇪
btc
( twitter.com)

6个月前 • Alexander Kristensen • -- 点击 0 评论

Grok makes things easy with Auto mode, but we never take optionality away from you.
If you want to make our PhD-level Grok 4 suffer through basic problems like 1 + 1, you are more than welcome to do so😅
Also, glad we don't show 42 different models in the dropdown menu here
btc
( twitter.com)

4个月前 • Eric Jiang • -- 点击 0 评论

ELON: WE CAUGHT STARSHIP’S BOOSTER WITHOUT THE HELP OF AI
“Not bad for humans.
No AI was involved in that whatsoever.
I'm glad to say that we did that that entirely with human brains and without AI.
I think in the future the AI might look at that and say, not bad for a
btc
( twitter.com)

5个月前 • Mario Nawfal • -- 点击 • 下载视频 0 评论

00:00:16

搞笑音乐视频: 我们不是接班人，我们是移动的器官！
Satirical Comedy Music Video: We Are Not Successors, We Are Moving Organs
几十年来，中共不断忽悠百姓：“你们是共产主义接班人！”
时政
( twitter.com)

3个月前 • 墻國荒誕字（墙国荒诞字） • -- 点击 • 下载视频 0 评论

00:00:51

1. 作为基督徒，对于种种打着基督名义，四处做假见证的做法，也必须说几句。这是国父之一杰弗逊的原话。

"We establish no religion in this country. We command no worshi…
推特中文圈
( twitter.com)

2年前 • Jing Gu • -- 点击 0 评论

We have sent 2 dangerous top MS-13 leaders plus 21 of its most wanted back to face justice in El Salvador. Also, as promised by we sent over 250 alien enemy members of Tren de Aragua which El Salvador has agreed to hold in their very good jails at a fair price that will
btc
( twitter.com)

9个月前 • Secretary Marco Rubio • -- 点击 0 评论

“Us true Americans have a message for you
We wanna say thank you. God bless you & your team. We pray for your safety & pray that you do not stop until every stone is unturned, until the fat & corruption are out of our government.
You’re a true American hero.” 🔥🙏🏼👇🏼
btc
( twitter.com)

9个月前 • TONY™ • -- 点击 • 下载视频 0 评论

00:00:49

This is absolutely true. Banning TikTok is the lowest of low-hanging fruit. It was passed by a bipartisan Congress & approved 9-0 by SCOTUS. That's about as good as you're going to get. If we can't do this against China, what can we do?
I argued as much back in January 👇
时政
( twitter.com)

8个月前 • Mike Coté • -- 点击 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

Born #Today in 1906, Albert Sabin was microbiologist and medical researcher, best known for developing the oral polio vaccine, which has played a key role in nearly eradicating the disease 有趣 ( twitter.com)

有趣

Met today with UAE President . I expressed appreciation for the UAE’s leadership in condemning Hamas’ terrorist attacks on civilians and reaffirmed the importance of the strategic partnership between our countries. 时政 ( twitter.com)

时政

London today. This is what a peaceful protest looks like. Nobody hides their face. Nobody screams death threats. They stand in quiet solidarity demanding the return of our hostages. #BringThemHome 时政 ( twitter.com)

时政

Officially graduated from with an MBA degree today! #Qin2028 终于毕业了！ 18个月的付出，成就更优秀的自己。#平论 时政 ( twitter.com)

时政

This is the best movie you will see today 🎥🍿🤯 This Doctor have the chance to save this lady from an abusive relationship but choose to ignore 😭 时政 ( twitter.com)

时政

The biggest news today should probably be about one of the Executive Orders from yesterday evening. Trust me, it's big. The President just authorized DOGE to start cutting regulations🧵 btc ( twitter.com)

btc

Great to be in the White House earlier today with and the Senate DOGE Caucus to talk about how the Senate and DOGE can work together to save taxpayer dollars. btc ( twitter.com)

btc

PROMISE MADE, PROMISE KEPT: President Trump pledged to rescue the astronauts stranded in space for nine months. Today, they safely splashed down in the Gulf of America, thanks to and btc ( twitter.com)

btc

🚨Urgent!!🚨 RINO judges & liberal groups are trying to STEAL two GOP house seats in Utah. You can stop it! 👉 sign up today for a paying job: btc ( share-na2.hsforms.com)

btc

Five years ago: EVs will save China. Today: EVs removed from the Five-Year Plan. Even central planning can’t plan oversupply and Chinese doesn’t understand the concept of value add. 时政 ( twitter.com)

时政

NYT、USA Today、WSJ及 NJ Local的媒体迫不及待了，宣布民主党Murphy赢得州长连任。 不要脸。 时政 ( twitter.com)

时政

今天因为不出门穿了地球人衣服去吃饭 同一个食堂大叔问我 “Where's your uniform today?" 推特中文圈 ( twitter.com)

推特中文圈

BREAKING: Heavily armed Australian counter-terrorism police just detained five young Australian men who planned to potentially attack Bondi Beach again today. No information so far as to possible motives. 时政 ( twitter.com)

时政

时政

US border agent: Why's the purpose of your visit? Me: I'm visiting the office, Google. BA: What is Google 15? Me: What the heck is that? BA: Don't you get fat like 15 pounds? Me: Yea we do but we call it Google 10 (kgs) in Europe. BA: Welcome to the US, enjoy your stay.… 时政 ( twitter.com)

时政

🚨 NEW: Vice President JD Vance on Elon Musk & DOGE: "Elon is not disappearing. $160 billion in savings, that's a lot. Nobody said that the work of DOGE would only last 110 days. We think there's a lot more waste & fraud that we can find. We're going to save the American people btc ( twitter.com)

btc

When I was a kid if you told me someday we would aim a plate at space and the plate would talk to a grid of satellites orbiting the earth to be able to talk to my friends I would have thought “impossible.” We had a rotary phone plugged into the wall. Thanks Just btc ( twitter.com)

btc

Tesla FSD Testing in Stockholm Let's step up our game! I drafted a new letter to Stockholm City as a response to their reply. This time, we will make them aware of the fact that we can have them replaced in the election next year. Let's beat them at their own game! ✊️🇸🇪 btc ( twitter.com)

btc

Grok makes things easy with Auto mode, but we never take optionality away from you. If you want to make our PhD-level Grok 4 suffer through basic problems like 1 + 1, you are more than welcome to do so😅 Also, glad we don't show 42 different models in the dropdown menu here btc ( twitter.com)

btc

ELON: WE CAUGHT STARSHIP’S BOOSTER WITHOUT THE HELP OF AI “Not bad for humans. No AI was involved in that whatsoever. I'm glad to say that we did that that entirely with human brains and without AI. I think in the future the AI might look at that and say, not bad for a btc ( twitter.com)

btc

搞笑音乐视频: 我们不是接班人，我们是移动的器官！ Satirical Comedy Music Video: We Are Not Successors, We Are Moving Organs 几十年来，中共不断忽悠百姓：“你们是共产主义接班人！” 时政 ( twitter.com)

时政

1. 作为基督徒，对于种种打着基督名义，四处做假见证的做法，也必须说几句。这是国父之一杰弗逊的原话。 "We establish no religion in this country. We command no worshi… 推特中文圈 ( twitter.com)