RAG in Production: Deployment Strategies and Practical Considerations
The RAG architecture, a novel approach in language models, combines the power of retrieval from external knowledge sources with traditional language generation capabilities. This innovative method overcomes a fundamental limitation of conventional language models, which are typically trained on a fixed corpus of text and struggle to incorporate up-to-date or specialized knowledge not present in their training data.