My research background spans medical AI, computer vision, and intelligent systems. I hold a Master's with 97.5% distinction in Artificial Intelligence & Intelligent Systems from Lviv Polytechnic National University.

Current interests include robust AI infrastructure, minimal-dependency systems, performance engineering for static and edge deployments, and the intersection of systems thinking with product design.

Selected technical writing is in Blog and Essays.