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# Retrieval Augmented Generation
-RAG with ollama and qdrant.
+RAG with ollama (and optionally cohere) and qdrant.
## Usage
@@ -45,13 +45,13 @@ ollama pull $ENCODER_MODEL
### Qdrant
-Qdrant will is used to store the embeddings of the chunks from the documents.
+Qdrant is used to store the embeddings of the chunks from the documents.
Download and run qdrant.
### Postgres
-Postgres is used to save hashes of the document chunks to prevent document chunks from
+Postgres is used to save hashes of the document to prevent documents from
being added to the vector db more than ones.
Download and run qdrant.