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We dive into MetaAI's July 10, 2026 paper Remember When It Matters: proactive memory agent for long-horizon agents. Learn how separating memory from the main action system combats behavioral state decay, using a two-phase memory agent that actively tracks a structured history and only intervenes with a targeted prompt when the big goal risks being forgotten. Plus, we discuss what this could mean for reliable, scalable AI and productive human–AI collaboration.
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