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Frontier multimodal agents struggle to autonomously acquire and utilize task-relevant information in unfamiliar physical environments, failing 77% of the time on a new exploration benchmark.
Agents falter in partially observable settings, revealing that merely gathering visual evidence isn't enough without robust perceptual state management.
Agents can discover tool behaviors but fail to adapt effectively, often resorting to inefficient exhaustive searches in dynamic environments.
