Andy J. Phu

SERUM: State Extraction and Refinement for User Modeling

Andy J. Phu, James Mooney, Karin de Langis, Khanh Chi Le, Dongyeop Kang

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. We present SERUM, a multi-pass framework that extracts finite…Read more