Software engineering first. AI as an engineering capability.
My core is senior software engineering: architecture, product delivery, APIs, data integration, testing, CI/CD and maintainable systems. Recent work adds practical GenAI: cited RAG, local/cloud LLM workflows, tool calling and controlled automation.
Before that, the same career crossed digital signatures and identity, banking market data, GPS/fleet systems, VoIP interfaces, mobile/desktop software, VR/AR, educational platforms, gamification and videogames. The technology changes; the engineering responsibility does not.














