Now

Based in Helsinki.

Building RetailLoop. Most of my time right now is on the AI layer: multi-agent orchestration on Bedrock, demand forecasting, and the data infrastructure that makes retail operators actually trust what the signals are telling them.

Spoke at EuroPython 2026 in Krakow in July, the 25th anniversary edition. The zero-to-pipeline talk landed well. Writing up the longer version of what I actually wanted to say.

Doing a part-time Master's in Information Technology at Metropolia (Networking and Services track). Thesis in early stages.

Writing when I can.