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CIPO transforms how search agents leverage external evidence, cutting down confirmation bias and enhancing reasoning accuracy in knowledge-intensive tasks.
Memory systems that intelligently filter and prioritize information can drastically improve GUI agent performance, as shown by FocusMem's superior results across multiple benchmarks.