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Library / RAG & Knowledge Bases

RAG & Knowledge Bases

Simple RAG Chatbot with Pinecone, OpenAI and Cohere

When a form is submitted or a chat message arrives, this loads documents into Pinecone and answers questions with an OpenAI agent, using Cohere reranking.

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What it does

## Insert Data to Pinecone

The steps

  1. On form submission
  2. Pinecone Vector Store
  3. Embeddings OpenAI
  4. Default Data Loader
  5. Recursive Character Text Splitter
  6. AI Agent
  7. When chat message received
  8. OpenAI Chat Model
  9. Simple Memory
  10. VectorDB
  11. Reranker Cohere

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