Build LLMOps on the Lakehouse: instrument MLflow/Unity Catalog-backed model and prompt registries; manage feature and embedding pipelines; stand up serverless model endpoints with blue/green deploys; implement continuous evaluation (A/B), drift detection, usage telemetry, and human feedback loops; integrate with Purview/UC lineage and incident response. The architect partners closely with Enterprise Architecture, Security, Networking, Data Engineering, Analytics, and Product teams to deliver a secure, reliable, and cost efficient platform that accelerates use cases across underwriting, claims, pricing, customer engagement, fraud, and enterprise analytics.