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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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FSD V13.2.8 ➡️ V13.2.9
First drive - 20mi, 1 hour behind wheel.
At this point, what can I say? I have been running these same routes since late V11 at end of 2023. I can’t believe what it was like then, and what it is like today. There is no greater way to measure Tesla than to
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"Today, I am holding up an image that shows many current political prisoners in China. My heart aches terribly every time I see this picture. But I put it on my desk at home and I look at it every day...I know I must let the world know about the human rights abuses in China.”
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Europe, together with America, has better weapons than Russia. We also have stronger tactical solutions – our operation “Spiderweb” yesterday proved that. Russia must feel what its losses mean. That is what will push it toward diplomacy.
And when Russia takes losses in this
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With President Trump, we KNOW who is in CHARGE.
Under Biden, America was rudderless—drifting without leadership or accountability.
That’s why Afghanistan collapsed. That’s why war broke out in Ukraine. That’s why Iran was emboldened and Hamas launched its brutal assault on
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