Update agent.py

agent.py

@@ -130,11 +130,7 @@ vector_store = SupabaseVectorStore(
     client=supabase,
     embedding=embeddings,
     table_name="documents",
-    query_name="match_documents",  # Updated function name
-    search_kwargs={
-        "k": 3,
-        "filter": {}
-    }
+    query_name="match_documents",  # Your unified function name
 )
 retriever_tool = create_retriever_tool(
     retriever=vector_store.as_retriever(