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Meta researchers propose a proactive memory agent that runs alongside an unmodified action agent to surface relevant past decisions and prevent forgetting in long-horizon tasks. Their method improves pass@1 on Terminal-Bench 2.0 and tau-squared-Bench by 8.3 and 6.8 percentage points respectively.