I've built AI-powered industrial operations copilots at Umbrage using Python, PyTorch, LangGraph, LangChain, LLM inference, RAG, vector search, and AWS, processing 10M+ events per day across 10K+ documents. My work improved maintenance prioritization by 35%, reduced downtime by 20–25%, and cut manual investigation by 50–60%.
Previously, I delivered healthcare forecasting systems at Tenet Healthcare that reduced ER wait times by 25–38%, recommendation platforms at Epsilon, fraud detection at Austin Bank, and backend services at Bloomfire. I bring end-to-end ownership across model development, responsible AI, deployment, observability, data platforms, and scalable production infrastructure.
