Finland • Security • AI-assisted shipping
Cyber-security lead by day, AI-assisted builder by night.
By day I lead 24/7 cyber-security operations, build SOC and MDR services, and push security toward an AI-assisted, risk-based, human-focused practice. By night I build useful things with AI coding agents, mainly across smart-home, voice, and Finnish-language tools.
Day / night split
The portfolio is deliberately split between the operational discipline of security work and the faster iteration loop of AI-assisted product work.
By day
I lead round-the-clock cyber-security operations, shape SOC and MDR services, and focus on making security more AI-assisted without losing accountability, signal quality, or operator usability.
By night
Outside security operations, I use agent-assisted workflows to build small, useful products with an emphasis on smart-home automation, voice interfaces, and Finnish-language tooling.
Selected work
These are factual snapshots of the current public work: what each project is for, how mature it is, and what the stack looks like.
Browser app for Finnish pesäpallo live events with spoken Finnish announcements.
Self-hosted single-user finance tracker with imports, categorization, pattern detection, and three-month forecasting.
Always-listening PWA voice assistant using the OpenAI Realtime API over WebRTC, with a restricted schema and allowlist tool gateway.
Finnish Finna library integration for Home Assistant covering loans, due dates, holds, fines, renewal, and saved-search alerts.
How I build
The delivery approach is agent-first, but not improvisational. The goal is to make speed repeatable by keeping planning, validation, and review visible in the loop.
Agent assistance is most useful when it is constrained by a plan, backed by tests, and checked by automation. That combination turns speed into a system instead of a burst.
The output is meant to be maintainable by humans first, even when the implementation loop is heavily AI-assisted.
Toolbox / areas
This is not a scorecard. It is a simple map of the domains and tools that recur in the work above.