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Fudan University, Shanghai Artificial Intelligence Laboratory
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LLMs are still far from being able to generate expert-level clinical guidelines, despite advances in deep research systems.
Personalized agents can now maintain consistent historical awareness without performance bottlenecks, thanks to a hierarchical memory system that dynamically prioritizes user-relevant information.