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Victor Nogueira

AI Engineer building LLM systems in production. RAG, agents, and the unglamorous plumbing that keeps them reliable.

3d ago

I built a production RAG system for doctors. 500 registered. 20 came back. Here's what I'd do differently.

Between 2024 and 2025 I co-founded DocHelp, a RAG-powered medical AI assistant for Brazilian doctors. We shipped it. The technical RAG layer worked. The product did not stick. This post is the honest

vmnog.hashnode.dev8 min read

#rag #llm #ai #langchain #openai

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I built a production RAG system for doctors. 500 registered. 20 came back. Here's what I'd do differently.

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