Focus

AI: Sovereign systems instead of prompt roulette

Make AI usable without losing control: local, transparent, and integrable into your existing architecture.

Local LLM architectures without cloud lock-in
RAG, agent workflows, and security boundaries
AI integration into existing processes and platforms

AI that works safely instead of just looking impressive

AI can generate quick results, but without architecture it creates new risks: data leakage, intransparency, and tool sprawl.

I help build AI setups that work in day-to-day operations: with clear runtime boundaries, clean integration strategy, and technical reproducibility.

This turns isolated experiments into a resilient AI capability with measurable business value.