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Agentic RAG vs Naive RAG (ANSWERED)

Scenario BasedRAGMedium15 min read

Medium RAG interview question on agentic rag vs naive rag — architecture, trade-offs, eval, and production patterns.

TL;DR — Quick Answer

Naive RAG is one retrieve-then-generate pass. Agentic RAG loops: plan sub-queries, retrieve, assess coverage, re-retrieve or call tools until sufficient — higher quality on complex tasks, higher latency and token cost.

The Interview Question

Explain agentic rag vs naive rag. How would you design, implement, and evaluate this in a production RAG system? Discuss trade-offs and failure modes.

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