What Is RAG? How Retrieval-Augmented Generation Works — and Where It Fails
Generative AI can answer questions, write code, summarize documents, and explain complicated topics. But there is one big problem: What if the AI doesn't know your information? Imagine asking an AI as
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Ahmet Özel
AI Engineer. Computer Vision, RAG and LLM agents.
The alias or collection-version suggestion is the strongest part of the document update flow. Marking the old version inactive after inserting the new chunks still leaves a consistency window unless the active pointer changes atomically. I prefer building the new version in isolation, validating counts and sentinel queries, then flipping the alias in one operation and retaining the old collection briefly for rollback.