Update agent_service.py

agent_service.py

@@ -320,8 +320,7 @@ Example:
         # Use embedding + qdrant
         embedding = self.embedding_service.encode_text(search_text)
         results = self.qdrant_service.search(
-            collection_name="events",
-            query_vector=embedding,
+            query_embedding=embedding,
             limit=5
         )