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What is RAG primarily used for?

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What is RAG primarily used for?

Explanation

Hint

Think about how LLMs can use external knowledge at inference time.

Hint: Identify the requirement first, then choose the approach that addresses the main constraints, trade-offs, failure modes, security, cost, and verification.

Correct answer: Retrieving relevant context before generation

Why the alternatives are weaker:

  • Memorizing a definition without being able to explain when the concept is useful
  • Naming a technology without explaining the engineering purpose

What the interviewer is testing

  • Core AI/GenAI concept recognition
  • Ability to explain the concept accurately and simply

Common Mistakes

  • Memorizing a definition without being able to explain when the concept is useful
  • Naming a technology without explaining the engineering purpose

Real-World Sample Answer

Retrieval-Augmented Generation (RAG) retrieves relevant context before generation so an LLM can use external or current knowledge at inference time.

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