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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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ELON: LET'S GO OUT AMONG THE STARS AND MAKE SCIENCE FICTION REAL
"Ideally, we can take anyone who wants to go to Mars.
Bring all the equipment necessary to make Mars self-sustaining.
If we’ve got two planets, we keep going and then we go beyond Mars... ultimately to other
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Warren Buffett: There are levels of trade deficit that bother me
"when you are, in effect, buying more from other countries than they're buying from you, you are handing them investment funds"
"we don't want it to be a question of where we import 20% of our GDP and we export
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🚨🚨 THIS WILL BLOW YOU AWAY.
The Democrats have filed a lawsuit against the USDA for trying to find out how many illegal aliens are receiving welfare benefits.
D.O.G.E.:
“This literally blew us away. We went there to find fraud, and we found this by accident.
We were like,
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What are you doing on September 13th?
Be part of history and be with us, the people, in central London, as we don't just Unite The Kingdom, but the whole free world, which is under attack on all fronts.
Come create a United force for change.
United we stand, divided we fall.
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We are now in a new phase of development for the Air Force of the Armed Forces of Ukraine. We have done a lot to transition the Ukrainian Air Force to a new aviation standard – Western combat aviation. From the beginning of this war, we have been talking with our partners about
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