I design and build .NET and Azure backends — and ship LLM features that survive real users.
Twenty years in engineering: development, supporting heavy production systems, consulting. Lately that means cloud architecture, integrations between systems that were never meant to talk, and LLM applications that have to work on real data instead of a demo dataset. I work with teams directly — no agency, no layer of account managers.
Azure · .NET · C# · TypeScript · Semantic Kernel · OpenAI API · Kubernetes · PostgreSQL · Terraform
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Why your RAG answers confidently and wrongly
June 12, 2026 · 9 min read
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