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Proactive Memory Agent Improves Long-Horizon AI Task Performance by Addressing Behavioral State Decay

In long-horizon tasks, decision-relevant state is often scattered across an expanding trajectory, while the action agent must surface it and act. As trajectories grow, task requirements, environment…

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[Submitted on 9 Jul 2026]6h ago2 min readenInsight

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