Experience
15+ years in software engineering
Enterprise software systems, Diplom in computer science, and delivery in mature system contexts.
AI architecture with software engineering
I combine senior software engineering with AI architecture: LLM/RAG workflows, structured outputs, integration decisions, and realistic feasibility assessment.
Experience
Enterprise software systems, Diplom in computer science, and delivery in mature system contexts.
AI focus
AI engineering with LangChain/LangGraph, Pydantic, retrieval quality, and controlled data flows.
Architecture
Assess use cases, plan integrations, expose risks, and turn decisions into testable systems.
In development
Local knowledge infrastructure with RAG, source status, and answer confidence
RAG is more than vector search here: search scope, source grounding, evidence status, structured output logic, and honest non-answers. Local architecture prototype, not a finished product.
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