Applied ML in the real world: 20+ years turning manufacturing data into decisions across pricing analytics, production scheduling, and CX analytics. These days Iām focused on generative AI, LLM agents, and multi-agent systems built on Databricks, plus systematic approaches to quantitative finance. Always interested in what it takes to get a model out of the notebook and into production.