Research

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, with thesis and published work in applied ML.

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. I treat research as a discipline of clear hypotheses, measurable outcomes, and reproducible setup—whether in academia or in production systems.

For publications and citations, see LinkedIn or reach out. Selected technical writing is in Blog and Essays.