Where the original ARC-AGI and its first revision presented fixed input-output grid puzzles, ARC-AGI-3 shifts to environments an agent must explore and act within over multiple steps, aimed at resisting the pattern-memorization strategies that began closing the gap on the earlier static versions. As a newly released instrument, its task set is not comparable to ARC-AGI or ARC-AGI-2 scores.