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RAG

Definition

Retrieval-Augmented Generation—giving AI access to external information to improve accuracy.

In Plain English

RAG is like letting someone Google before answering your question instead of relying only on memory.

Real-World Example

A RAG-powered chatbot can search your documentation to give accurate, specific answers about your products.

Why It Matters for Your Work

RAG reduces hallucinations and keeps AI responses grounded in actual, current information.

Common Mistake

Not curating the knowledge base. Bad source documents lead to bad AI answers.

Related Terms

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LLM

Large Language Model—AI trained on massive text data to understand and generate language.

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Vector Database

A database designed to store and search AI-friendly representations of content.

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Embedding

A numerical representation of content that captures its meaning.

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