Background

About

Professional philosophy, systems thinking, and the pursuit of technical correctness.

Philosophy

I am energized by problems that require both technical precision and strategic clarity. In regulated environments, 'good enough' is never enough—systems must be correct, auditable, and scalable. I like to work at the edge of emerging technology (like AI readiness) while maintaining the grounded stability that enterprise operations demand.

How I Work

I believe in systems thinking. Whether it's a SQL optimization or a platform migration, I start with the 'why' and ensure the technical implementation serves the business goal without compromising on compliance or data integrity.

Focus

I am particularly interested in the operationalization of AI within the enterprise. It's not just about the model—it's about the data integrity, the regulatory boundaries, and the human workflows that surround it.

Currently based in Mississauga, ON, Canada. Working at the intersection of business and technical systems.