ARC-AGI 3, launched on March 25, 2026, introduces interactive game environments where AI agents must discover rules and solve problems without internet access, marking a significant shift from static benchmarks. Current frontier LLMs perform poorly in this format, achieving less than 1%, while simple RL and graph search methods reach up to 12.58%. This competition highlights the need for novel algorithmic ideas over model scaling, with $2 million in prizes incentivizing open-source solutions.
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