diff --git a/api/app/core/memory/agent/langgraph_graph/write_graph.py b/api/app/core/memory/agent/langgraph_graph/write_graph.py
index 5101fa29..9547c866 100644
--- a/api/app/core/memory/agent/langgraph_graph/write_graph.py
+++ b/api/app/core/memory/agent/langgraph_graph/write_graph.py
@@ -49,7 +49,7 @@ async def long_term_storage(long_term_type:str="chunk",langchain_messages:list=[
     db_session = next(get_db())
     config_service = MemoryConfigService(db_session)
     memory_config = config_service.load_memory_config(
-        config_id="08ed205c-0f05-49c3-8e0c-a580d28f5fd4",  # 改为整数
+        config_id=memory_config,  # 改为整数
         service_name="MemoryAgentService"
     )
     if long_term_type=='chunk':
@@ -59,7 +59,6 @@ async def long_term_storage(long_term_type:str="chunk",langchain_messages:list=[
         """时间"""
         await memory_long_term_storage(end_user_id, memory_config,5)
     if  long_term_type=='aggregate':
-
         """方案三：聚合判断"""
         await aggregate_judgment(end_user_id, langchain_messages, memory_config)
 
diff --git a/api/app/services/draft_run_service.py b/api/app/services/draft_run_service.py
index 9a3e1d37..43073555 100644
--- a/api/app/services/draft_run_service.py
+++ b/api/app/services/draft_run_service.py
@@ -110,6 +110,8 @@ def create_long_term_memory_tool(memory_config: Dict[str, Any], end_user_id: str
                 result = task_service.get_task_memory_read_result(task.id)
                 status = result.get("status")
                 logger.info(f"读取任务状态：{status}")
+                if memory_content:
+                    memory_content = memory_content['answer']
 
             finally:
                 db.close()
@@ -123,7 +125,6 @@ def create_long_term_memory_tool(memory_config: Dict[str, Any], end_user_id: str
                     "content_length": len(str(memory_content))
                 }
             )
-
             return f"检索到以下历史记忆：\n\n{memory_content}"
         except Exception as e:
             logger.error("长期记忆检索失败", extra={"error": str(e), "error_type": type(e).__name__})