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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
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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 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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Today, I spoke with our Olympic athletes who will represent Ukraine at the Summer Games in Paris this week. It is a significant achievement for Ukrainians that, amidst such a war and full-scale Russian terror, we have prepared and are participating in the Olympics. Our flag and
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At the heart of independence lies freedom.
Values that brave Ukrainians are fighting for, every day.
The liberty to live in peace, in democracy.
As we strengthen our path to a common European future, today I wish all the very best to the people of Ukraine on Independence Day.
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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,
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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
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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
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Taiwan is among the U.S.'s top 10 trading partners & has the 5th largest cash reserves of any foreign country. It deserves a seat at the International Monetary Fund.
Today the House passed my bipartisan Taiwan Non-Discrimination Act to ensure we stand with Taiwan in the IMF.
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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
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