A new Context Graph architecture replaces reactive RAG systems with a live relational data structure. This framework uses a Delta Detection Engine to monitor state changes and a Proactivity Scorer to rank insights by urgency. It allows agents to surface actionable data before users ask. Practitioners can now build systems that anticipate worker needs.