Architect, review and approve CI/CD for ML and LLM systems covering code, data, prompt and model artifact versioning; build and release pipelines in Azure DevOps and GitHub Actions; automated unit, integration, contract testing and promotion/rollback with blue‑green, canary across dev, test and production
Define and govern AI platform foundations on Azure using IaC (Bicep, Terraform); set up AML workspaces, AKS GPU node pools, private networking, VNet integration, Private Link, identity, Managed Identities, PIM, secrets, Key Vault, encryption and data residency controls
Review and approve production deployment patterns for model and LLM serving (AKS, KServe, AML online endpoints); oversee containerization, inference optimi...