diff --git a/level_3/Readme.md b/level_3/Readme.md
index 1c8c61ed6..c7f4eadae 100644
--- a/level_3/Readme.md
+++ b/level_3/Readme.md
@@ -5,12 +5,12 @@
 ### Description
 
 
-Initial code lets you do three operations:
+RAG test manager can be used via API (inprogress) or via the CLI
+
+Make sure to run scripts/create_database.py
+
+
 
-1. Add to memory
-2. Retrieve from memory
-3. Structure the data to schema 
-4. Load to a database
 
 #How to use
 
diff --git a/level_3/rag_test_manager.py b/level_3/rag_test_manager.py
index f30dffb11..410c8c8d4 100644
--- a/level_3/rag_test_manager.py
+++ b/level_3/rag_test_manager.py
@@ -383,7 +383,7 @@ async def start_test(data, test_set=None, user_id=None, params=None, job_id=None
 
         print(test_result_collection)
 
-        add_entity(session, TestOutput(id=test_id, user_id=user_id, content=str(test_result_collection)))
+        add_entity(session, TestOutput(id=test_id, user_id=user_id, test_results=str(test_result_collection)))
 
 async def main():
 
diff --git a/level_3/vectordb/vectordb.py b/level_3/vectordb/vectordb.py
index 493de1c5e..80ed441b4 100644
--- a/level_3/vectordb/vectordb.py
+++ b/level_3/vectordb/vectordb.py
@@ -248,9 +248,9 @@ class WeaviateVectorDB(VectorDB):
             return client.batch.delete_objects(
                 class_name=namespace,
                 where={
-                    "path": ["user_id"],
+                    "path": ["version"],
                     "operator": "Equal",
-                    "valueText": self.user_id,
+                    "valueText": "1.0",
                 },
             )
 
diff --git a/level_3/vectorstore_manager.py b/level_3/vectorstore_manager.py
index 9a7bb7c18..e001fc383 100644
--- a/level_3/vectorstore_manager.py
+++ b/level_3/vectorstore_manager.py
@@ -345,62 +345,3 @@ if __name__ == "__main__":
 
     asyncio.run(main())
 
-# Check for existing user
-# existing_user = session.query(User).filter_by(id=user_id).first()
-#
-# if existing_user:
-#     self.memory_id = existing_user.memory_id
-#     existing_memories_classes = session.query(Memory).filter_by(id=user_id).first()
-#     self.memory_instances = []
-#
-#     for memory in existing_memories_classes:
-#         instance = DynamicBaseMemory(memory, user_id, self.memory_id, index_name, db_type, namespace)
-#         self.memory_instances.append(instance)
-# else:
-#     self.memory_id = str(uuid.uuid4())
-#     new_user = User(id=user_id, memory_id=self.memory_id)  # Adjust as per your User model
-#     session.add(new_user)
-#     session.commit()
-#     memory_classes = ['Memory', 'SemanticMemory', 'EpisodicMemory']
-#     self.memory_instances = []
-#
-#     for memory in memory_classes:
-#         instance = DynamicBaseMemory(memory, user_id, self.memory_id, index_name, db_type, namespace)
-#         self.memory_instances.append(instance)
-#     # fix this so it uploads relationships between memories
-#     session.add(Memory(id=self.memory_id, user_id=user_id))
-#     session.commit()
-#
-# if existing_user:
-#     attributes_list = session.query(Memory.attributes_list).filter_by(id=self.memory_id).scalar()
-#     attributes_list = ast.literal_eval(attributes_list)
-#     for attr in attributes_list:
-#         self.memory_class.add_attribute(attr)
-#     methods_list = session.query(Memory.methods_list).filter_by(id=self.memory_id).scalar()
-#     methods_list = ast.literal_eval(methods_list)
-#     for class_instance in self.memory_instances:
-#         # , self.episodic_buffer_class]:
-#         for method in methods_list:
-#             class_instance.add_method(method)
-# else:
-#     attributes_list = ['user_id', 'index_name', 'db_type', 'knowledge_source', 'knowledge_type', 'memory_id',
-#                        'long_term_memory', 'short_term_memory', 'namespace']
-#     for attr in attributes_list:
-#         self.memory_class.add_attribute(attr)
-#     # if old user, fetch attributes from memory table and load them like above
-#     # if new user, load methods from a list
-#     methods_list = ['async_create_long_term_memory', 'async_init', 'add_memories', "fetch_memories",
-#                     'async_create_short_term_memory',
-#                     '_create_buffer_context', '_get_task_list', '_run_main_buffer',
-#                     '_available_operations', '_provide_feedback']
-#     session.add(Memory(id=self.memory_id, user_id=user_id, methods_list=str(methods_list),
-#                        attributes_list=str(attributes_list)))
-#     session.commit()
-#     # if old user, load methods from db
-#     # if new user, use class inherintance like bellow
-#     for class_instance in self.memory_instances:
-#         # , self.episodic_buffer_class]:
-#         for method in methods_list:
-#             class_instance.add_method(method)
-
-# # Safely convert string representation to a list