FDA and EMA’s January 2026 joint AI principles establish guardrails for AI use across manufacturing and the medicines lifecycle. For GxP operations teams, this means documented context of use, risk-tiered validation, ALCOA+ data governance, and lifecycle monitoring planned before drift occurs.