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4 Ways a Qdrant RAG Chatbot Rots After the Demo (and the .NET Checks That Catch Them)

This story is from 2026-10-21. It is preserved in the archive; the latest stories are on the live feed.

A RAG chatbot demo is easy to get right on day one. You load three documents, ask about refunds, the bot quotes the refund policy with a [1] next to it, and everyone is happy. The trouble starts weeks later, after the documents have been edited, someone has tried a better embedding model, and users…

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  1. 2026-10-21 12:01 · DEV Community — AI
    4 Ways a Qdrant RAG Chatbot Rots After the Demo (and the .NET Checks That Catch Them)

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