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 211

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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It’s astounding that Trumps vice president, Pence, and former speaker Ryan, won’t support him. Love it or hate it, you have to admit: we didn’t change, the party did.
It’s their right to change. But don’t pretend it’s committed to anything but blind loyalty to a weak and
时政
( twitter.com)

1年前 • Adam Kinzinger (Slava Ukraini) 🇺🇸🇺🇦🇮🇱 0 评论

You've got mail! 📬📦
On this #NationalPostalWorkerDay we salute postal workers across the country and Navy's Logistics Specialists (LS) who make sure our Sailors get their mail, no matter where they are around the world! Whether by sea or by land, thank you for the hard work!
时政
( twitter.com)

1年前 • U.S. Navy 0 评论

Biden has hamstrung us? How? He’s threatened to bomb us? To send troops against us? To sanction us?
We are led by simpering cowards who couldn’t take Gaza in seven months, couldn’t make a show of humanitarian concern, both because it is right and because it gives political cover…
时政
( twitter.com)

1年前 • Haviv Rettig Gur 0 评论

If China is not willing to work with us, why is the NIH so willing to work with them? Why 4 years later, are we still not holding China accountable for the many Americans who died from COVID?
Hear my questions to NIH Deputy Director, Lawrence Tabak, below ⬇️
时政
( twitter.com)

1年前 • Congresswoman Debbie Lesko • 下载视频 0 评论

00:05:09

Marjorie Taylor Greene asks to fly the flag upside-down. As usual, she's running her mouth about things she doesn't understand.
I'll never forget Pres. Reagan's speech in my early military days about why we honor our flag.
MTG owes an apology to every veteran in North Georgia.
时政
( twitter.com)

1年前 • Shawn Harris • 下载视频 0 评论

00:00:23

Regardless of the result, I urge all Americans to respect the verdict and the legal process. At this dangerously divided moment in our history, all leaders—regardless of party—must not pour fuel on the fire with more toxic partisanship. We must reaffirm what has made this nation
时政
( twitter.com)

1年前 • Governor Larry Hogan 0 评论

螳臂擋車的政權，擋不住人們對自由的追求。
We will always remember the quote «it’s my duty.»
Art by IG | X
#六四 #八九民運 #天安門事件 #六四屠城 #TiananmenMassacre #june4th
时政
( twitter.com)

1年前 • 777文宣傳播稿件大合集 0 评论

On May 15, 2024, Hudson Institute's China Center hosted an all-day conference in Washington DC, sponsored by Mr. Robert Tsao 曹興誠, founder of United Microelectronics Corporation, on the Pernicious Impact of China's 2005 Anti-Secession Law. We divided the 5 1/2 hour-long program
时政
( twitter.com)

1年前 • MilesYu 余茂春 0 评论

Five years ago, on October 1 I watched as a HK policeman pushed his gun into the face of a journalist standing by me. He then swung it around at me. We had been standing by the road watching the police advance. It was a moment of pure terror.
时政
( twitter.com)

1年前 • Louisa Lim 0 评论

"If Trump wins on Nov 5th, are things going to get better or worse for the Palestinians in Gaza?"
Me, on how we have forgotten how bad Trump's Palestine record was; a reminder of the people around him (Kushner, David Friedman, Miriam Adelson); & his own anti-Palestinian racism.
时政
( twitter.com)

1年前 • Mehdi Hasan • 下载视频 0 评论

00:05:26

Even if Taiwan made zero chips, protecting the island from reunification is of utmost importance to the US.
Our national security interests alone are sufficient here.
Taiwan is part of the First Island Chain and if it falls, we would end up ceding freedom of navigation of the
时政
( twitter.com)

1年前 • Melissa Chen 0 评论

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)

10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)

10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)

9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)

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

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

时政

时政

时政

If China is not willing to work with us, why is the NIH so willing to work with them? Why 4 years later, are we still not holding China accountable for the many Americans who died from COVID? Hear my questions to NIH Deputy Director, Lawrence Tabak, below ⬇️ 时政 ( twitter.com)

时政

Marjorie Taylor Greene asks to fly the flag upside-down. As usual, she's running her mouth about things she doesn't understand. I'll never forget Pres. Reagan's speech in my early military days about why we honor our flag. MTG owes an apology to every veteran in North Georgia. 时政 ( twitter.com)

时政

时政

螳臂擋車的政權，擋不住人們對自由的追求。 We will always remember the quote «it’s my duty.» Art by IG | X #六四 #八九民運 #天安門事件 #六四屠城 #TiananmenMassacre #june4th 时政 ( twitter.com)

时政

时政

Five years ago, on October 1 I watched as a HK policeman pushed his gun into the face of a journalist standing by me. He then swung it around at me. We had been standing by the road watching the police advance. It was a moment of pure terror. 时政 ( twitter.com)

时政

时政

Even if Taiwan made zero chips, protecting the island from reunification is of utmost importance to the US. Our national security interests alone are sufficient here. Taiwan is part of the First Island Chain and if it falls, we would end up ceding freedom of navigation of the 时政 ( twitter.com)

时政

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

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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 )