At Test of Things, I’m developing the interface for an automated IoT cybersecurity compliance testing tool, including an interactive canvas for network diagrams. I also designed and built its end-to-end testing environment, with AI triage on failures and 70% test coverage.
At Vuo AI, I built proof-of-concept web applications for a Finnish startup: a cooking metagame and an AI-powered activity planner for families. I mentored two junior developers and took on analytics and product management responsibilities alongside development.
At Boogie Software Oy, I developed web and cross-platform mobile applications for clients. On a smart heating platform, I joined as an intern working on three applications, then took full ownership of their development and maintenance across the stack after the senior team members left.
I also rewrote and redesigned a React Native public transport ticketing app, and designed and developed a housing company service portal with a data synchronisation microservice. In a personal project, I built a self-hosted flashcard app using local LLMs and an MCP server, deployed on a Raspberry Pi 5.

