Experience with major cloud and AI stacks such as Azure OpenAI / OpenAI, Azure ML, Databricks, Kubernetes, and Docker. Azure AI Search, Pinecone) and guardrails for GenAI. Embed Responsible AI practices from the start, including bias assessment, explainability, accessibility, documentation, and impa