A new Context Graph architecture moves AI agents from reactive query-response cycles to proactive information surfacing. The system uses a Delta Detection Engine to monitor state changes and a Proactivity Scorer to rank urgency. This framework allows agents to push actionable insights to workers before a request is ever made.