Passionate product builder. IOI Silver Medalist, NCPC Champion, BSc in Mathematics from Aalto University.

I lead the machine learning team at Hamina Wireless, a top Finnish startup. We're building an exceptional product for wireless network design, validation, and troubleshooting. I've built and scaled machine learning pipelines to production.

I have published research on algorithmic efficiency in social networks, and I wrote my thesis on classifying finite groups.

I coach Finland's IOI team—developing problem sets, organizing training camps, and have co-led Team Finland at BOI 2023 and IOI 2025.