Work shaped by business problems, systems, and constraints.

I enjoy solving problems that do not already have a template. Across operations, AI products, real-time systems, manufacturing, logistics, and internal tools, the common thread has been learning the domain first.

The goal is to understand the business, question the constraints, choose the right amount of technology, and let each system evolve only as complexity becomes justified.