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				@@ -23,7 +23,7 @@ 
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				     "Let's start by installing the necessary packages:\n", 
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				     "- sentence-transformers for text embeddings\n", 
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				     "- FAISS gives us database capabilities \n", 
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				-    "- LangChai provides necessary RAG tools for this demo" 
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				+    "- LangChain provides necessary RAG tools for this demo" 
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				    ] 
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				   }, 
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				   { 
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