JF

My focus spans applied AI, full-stack product engineering, infrastructure, and information security. I like taking messy, ambiguous problems and turning them into working systems that people can actually rely on.

What drives me is the space between technical possibility and practical usefulness: finding the real workflow, understanding the constraints, building the product, and making sure the system is secure, observable, and maintainable after the first demo is over.

The areas I focus on include AI-assisted learning, compliance workflows, document intelligence, critical systems, data engineering, and security operations. Across all of it, I care most about building things that create clear value and hold up in the real world.