Why both belong together

I arrived at AI through design. Years of working on user journeys, interfaces, and editorial structures trained me to see where attention goes, where friction appears, and what helps people orient themselves inside a system.

That experience is directly useful in consultation work. Companies do not only need capable tools; they need workflows people can trust, review, and adopt without losing judgment. Systems thinking, attention guidance, and usability design are what let me translate AI from raw capability into practical use.