ML, data systems, agent architecture, full-stack. Commercial background at the intersection of software and hardware. Built production ML pipelines (churn/survival/anomaly models), agentic runtimes, and deterministic verification tooling. Earlier: technical sales, solutions architect, and customer implementations in the space industry.