AI Engineer focused on building production-grade AI systems in regulated, real-world environments.

Over the last 18 years, I've worked across startups, enterprises, and government, designing and operating systems where correctness, reliability, and usability matter. In recent years, my work has centered on LLM-based and multi-agent architectures, with a strong emphasis on evaluation, observability, and long-term ownership in production healthcare systems.