A structured adoption pathway from experimentation to governed production agents, with patterns covering guardrails, human-in-the-loop controls, auditability and evaluation. Architecture guidance grounded in the Microsoft stack including Azure AI Foundry, MCP and Entra, plus data sovereignty patterns such as the ISM PROTECTED Provisioned Throughput reference architecture for Azure OpenAI.