Co-founder & CTO at Elexive, Tampere. AWS Hero. AI since 2007.
Currently building a Company Brain, a Convex-backed memory system for AI advisory for midmarket companies leadership: context, signals, and reasoning that persist across sessions and feed specialised agents. Lots of Claude Code, AI automation, agent harnesses, spec-driven workflows.
I write and speak about AI in the SDLC: contract-driven engineering, hierarchical guardrails, specialised agents, verification loops.