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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 visited our brigades in the Donetsk region to speak directly with our warriors.
3rd and 5th Assault, 80th Airborne, 57th Motorized, 22nd and 24th Mechanized, 26th Artillery, 92nd Mechanized.
I was honored to thank each of them for their bravery and results for Ukraine.
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Today, President Biden will be the first U.S. President in history to join forces with strikers on a picket line.
#SolidaritySeason
“I think the UAW gave up an incredible amount back when the auto industry was going under. Think of everything from the pensions on. And they…
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We’re rapidly moving to provide IDF w/ resources to include ammunition & interceptors to resupply Iron Dome. These critical assets will help ensure Israel has what it needs to defend its cities & citizens. Today, I visited Nevatim AB to see some of the assistance arriving onsite.
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SF is not the only place where #HongKong's movement is being confronted. Today in Chicago outside the exhibition of political cartoonist Zunzi's art organized by the community & the Chicago Public Library, a few pro-CCP protesters showed up w/ signs calling it anti-China hate.
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twitter.com)
NY Times: the tanker the US seized today, called "the Centuries, is not on a list of tankers under U.S. sanctions that is publicly maintained by the Treasury Department. The people inside Venezuela’s oil industry said the cargo belongs to an established China-based oil trader
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twitter.com)