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How to Develop AI with Retrieval-Augmented Generation (RAG)

  • Retrieval-Augmented Generation (RAG) combines retrieval system with generative language model.
  • External data helps model generate accurate, context-aware answers without changing weights.
  • Steps to develop RAG strategy include document preparation, embedding creation, and answer generation.
  • Use cases span customer support, research, legal, education, and enterprise knowledge sectors.
  • Improving RAG code involves upgrading models, optimizing search, managing context, and monitoring output.

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