MixUA distills user-agent trajectories into lessons and assigns them to specific scopes—user, agent, or global—to balance skill sharing with data privacy. The framework includes CrossLearnBench to evaluate if private facts leak during agent memory sharing.
HOW THIS AFFECTS YOU
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builderYou can implement memory sharing across agents without risking user data leaks.
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policyThis provides a way to test if multi-agent systems are actually respecting privacy boundaries.