Large language models (LLMs) have limitations such as hallucinations, stale data, no access to local data, and token limits. Retrieval-augmented generation (RAG) addresses these limitations by using vector search to retrieve relevant documents and provide context to LLMs. LangChain is an open-source project that simplifies complex application development.
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