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arxiv_llm_reliability ยท Jul 31, 2026 ยท paper

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SERUM: State Extraction and Refinement for User Modeling

arxiv.orgJul 31, 2026
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Agentic assistants capable of proactive, personalized interactions require structured models of user intent and workflow. However, building these models from raw, unstructured screen activity remains an open challenge...

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