The process of capturing expert knowledge for AI systems involves: (1) having an expert extemporaneously dictate their knowledge about a process, (2) using GenAI to structure that freeform knowledge into a machine-readable format (YAML or similar), and (3) generating operational diagnostic code that can be deployed and simulated.