An engineer with experience in development and operations.
- More than twelve years of software engineering across web, backend and embedded systems, from TypeScript and React through Python to C#/.NET and C++.
- Professional experience mainly in regulated industries: medical technology, pharma and industrial environments, with the corresponding respect for privacy, security and evidence.
- Freelance AI and software consultant for mid-market companies since 2022, from first idea through prototype to production operation.
- Current focus: agentic systems, RAG, MCP tool use and self-hosted inference where privacy, cost or latency rule out simple API-only solutions.
Vendor neutrality is based on comparative practical experience. The focus on security comes from projects with privacy and compliance requirements.