Each changed how enterprise IT operated, but they all shared one characteristic: production systems still behaved in broadly predictable ways. AI is the first shift I have seen that changes the behavior of production itself. In the infrastructure environments I have worked with, production has always depended on a few basic assumptions. Incident response starts with a known service, a known dependency or a known user action. AI agents challenge each one of those assumptions.