A new Context Graph framework moves AI agents from reactive query-response cycles to proactive information delivery. The system uses a Delta Detection Engine to monitor state changes and a Proactivity Scorer to rank urgency. This architecture allows agents to surface actionable insights before a human asks. It solves the latency gap in enterprise RAG workflows.