I design and build production RAG systems that turn documents and business knowledge into reliable AI-powered search and question-answering systems.

I work with document ingestion, chunking, embeddings, vector search, retrieval pipelines, LLM integration and evaluation. I can build a RAG system from the ground up or integrate it into an existing product.