Design a retrieval-augmented generation system

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Design a RAG system: users ask questions and an LLM answers using documents retrieved from your corpus. Cover ingestion and chunking, embeddings and the index, retrieval and reranking, building the prompt, citations, keeping the index fresh, latency and cost, and how you evaluate answer quality.

xAIAI system designLast asked Aug 2025
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