A new Context Graph framework replaces reactive query-response loops with a live relational data structure. It uses a Delta Detection Engine to monitor state changes and a Proactivity Scorer to rank urgent insights. This allows LLM-powered agents to surface actionable information before a user asks, shifting enterprise AI from passive retrieval to active assistance.