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GauntletBench is a new web-based benchmark that evaluates AI agents on challenging scenarios focusing on temporal perception, graphical understanding, and 3D reasoning. Results show state-of-the-art agents achieve only 19.1% success rate compared to over 80% for non-expert humans, highlighting significant limitations in current agentic systems.