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A new arXiv paper introduces the Context Graph, a framework that enables enterprise AI agents to proactively surface relevant information to workers before they ask, rather than waiting passively for queries. The system combines a Delta Detection Engine, Proactivity Scorer, and LLM-powered notification layer, and demonstrates significant performance gains across contract management, incident response, and sales scenarios, reducing notification latency from 47 minutes to under 30 seconds with 83% precision.
Why it matters: Enterprise AI adoption has been limited by reactive agent designs; this work addresses a fundamental productivity gap by enabling systems that anticipate worker needs, which could substantially increase ROI on enterprise AI investments.
