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FCPAgent redefines how web agents validate their actions, achieving a 13.8% boost in success rates on complex tasks by integrating falsifiable commitments into planning.
Revealing memory utilization patterns through attention can transform how agents refine their memory, leading to substantial gains in performance and efficiency.