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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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Sandy Munro on Elon Musk: I've never seen a CEO who knows more about the product.
“We spent two hours watching a design review. I was blown away. I've seen dozens of CEOs. I've never seen a CEO ever, or a president that knew more about the product, that knew the details of a
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Munro on Elon Musk
“We spent two hours watching a design review. I was blown away. I've seen dozens of CEOs. I've never seen a CEO ever or a president that knew more about the product, that knew the details of a product, that could bring an idea and discuss it not just in a
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twitter.com)
At Macquarie Park metro and have to cross the road three times to get to the trackwork bus stop we want to use, waiting for 2/3 of a light cycle at each leg. Also it’s been 15yrs since this station opened and it’s still surrounded by 3 storey office buildings & a service station
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To all the "wise men",analysts and "experts" who tell and advise how🇺🇦needs to conduct a counteroffensive. We invite you to come and show it live on your own example. No? In such cases, shut your mouths. And don't tell us about the slow advance. You have no idea how much it costs
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As the war continues, I visited a Jewish school in Chicago.
We had an honest and open discussion with my brothers and sisters.
After the conversation, an eight year old kid came up to me and said;
“Mr. Freedom, you are one of the only Muslim people I have ever met, thank you for…
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🇺🇸DANA WHITE: ELON IS A SUPERHERO FOR BUYING TWITTER
"Where are we right now without Elon Musk?
The fact that he would go in and spend the kind of money that he did to buy that thing, basically, just to find out what went on.
He is literally a superhero in this country right
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Elon Musk: As a system, Starship is thousands of times more capable than Saturn V.
“Starship is 2.5 times the thrust of a Saturn V. Saturn V was the largest rocket ever to reach orbit. This is 2.5 times more power than that, and we build one a month. And they're meant to be
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