Artsiom Menshakou

AI systems, agent architecture, and production engineering.

I’m an AI Solution Engineer at WithSecure, focused on production AI systems and agent architecture. I’ve been building software since 2012, across industrial systems, web platforms, and cybersecurity products. Here I share practical notes on evaluation, security, cost, orchestration, and what it takes to make AI work beyond the demo.