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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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twitter.com
)
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: WE HAVE TO BUILD A SELF-SUSTAINING CITY ON MARS AS QUICKLY AS POSSIBLE
“The important thing is that we build a self-sustaining city on Mars as quickly as possible.
The key threshold is when that city can continue to grow and prosper even when the supply ships from Earth
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Elon Musk: Let's have a glorious, amazing future in space!
“We want to be the aliens exploring other galaxies. I grew up watching Star Trek, and Star Wars was the first movie that I ever saw in a theater. It obviously affected me a lot.
We just want to have this glorious,
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🇺🇸 SEN. RAND PAUL: CONSERVATIVE? NOT WITH A $5T DEBT CEILING
"We have to judge the effects of the big, not-so-beautiful bill by looking at what happens to the debt next year.
Supporters of the bill admit it adds $270 billion to the debt next year.
That's the only thing we
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This is genuinely unreal. BLM tore the world apart over a police interaction in which there was literally zero evidence of racism.
But when a man kills this poor girl and walks around saying "I got the white girl" what we get is "we don't know why he did it"?
If you're trying
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