Update agent.py

agent.py

@@ -437,7 +437,7 @@ class MyVector_Store:
     vector_store.save_local("/home/wendy/Downloads/faiss_index.index")
     
     # Load
-    loaded_store = Vector_Store.load_local("/home/wendy/Downloads/faiss_index.index")
+    loaded_store = vector_store.load_local("/home/wendy/Downloads/faiss_index.index")
 
 
 
@@ -446,7 +446,7 @@ class MyVector_Store:
 # Create LangChain Retriever Tool
 # -----------------------------
 
-retriever = FAISS. loaded_store("/home/wendy/Downloads/faiss_index.index", embedding_model).as_retriever()
+retriever = FAISS.loaded_store("/home/wendy/Downloads/faiss_index.index", embedding_model).as_retriever()
 
 question_retriever_tool = create_retriever_tool(
     retriever=retriever,