Applied AI
From knowledge retrieval to intelligent workflows.
- RAG & GraphRAG
- LLM guardrails
- Workflow engineering
- Computer vision
I’m Ilya. I build intelligent systems at the intersection of applied AI, software engineering, and digital trust.

I like working where a research question becomes a system people can use.
At FHNW, I develop AI pipelines and full-stack applications, with a focus on cybersecurity, data protection, and digital trust. My work connects engineering with product ownership, teaching, and thesis supervision.
My foundation is in applied mathematics. Years of music also trained my attention and creative judgment. I bring that mindset into everyday life, research, and engineering.
More about my backgroundFrom knowledge retrieval to intelligent workflows.
Connecting interfaces, services, data, and deployment.
Making concepts of digital trust practical.
Applied research becomes tangible through working software. A selection of my contributions at the Center for Digital Trust FHNW.
Through publications, university teaching, thesis supervision, and the Research Software Engineering community.
Misyura, I., Schneider, B. and Bühlmann, M.
IADIS Information Systems 2025 and E-Society 2025, pp. 190–198 · IADIS Press
Read publicationSchneider, B., Asprion, P.M., Misyura, I., Jonkers, N. and Zaugg, E.
EPiC Series in Computing, 93, pp. 152–163
Read publicationLehner, R., Misyura, I., Schneider, B. and Asprion, P.M.
CEUR Workshop Proceedings, 3645
Read publicationSchneider, B., Moriggl, P., Misyura, I. and Rafiee, A.
CEUR Workshop Proceedings, 3645
Read publicationTheory, hands-on labs, and supervision across Bachelor’s and Master’s programmes.
Active member of the Swiss RSE Community, RSE Ambassador, EnhanceR Symposium speaker.