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AI Now and The Future
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Dec 04, 2025 12:20 pm
How do I use RAG? (Retrieval-Augmented Generation)
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Dec 04, 2025 12:40 pm
RAG works in four simple steps:
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Store your knowledge
Convert PDFs, docs, text into embeddings and store them in a vector database. -
Retrieve
When the user asks a question, search the database for the most relevant chunks. -
Augment
Add those chunks to the prompt so the model has the right context. -
Generate
The LLM produces an answer using the retrieved content.
Tools like Flowise, LangChain, and LlamaIndex make RAG very easy.
