A new Context Graph framework shifts 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 insights by urgency. This architecture allows LLMs to surface actionable data to workers before a human request occurs.