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I'm intrigued by FAISS. Do you know if I can use BERT embeddings with FAISS?

Yes. Check out this example with Faiss + Bert: https://www.pinecone.io/learn/faiss-tutorial/

This tutorial was excellent. I got everything working in a couple of hours. On CPU alone the similarity search is mindbogglingly fast. Thank you!