diff --git a/services/tasks.py b/services/tasks.py
index 12c138a..74ad36f 100644
--- a/services/tasks.py
+++ b/services/tasks.py
@@ -895,7 +895,13 @@ def run_task(user_id, account_id, browse_type, enable_screenshot=True, source="m
                     _emit("account_update", account.to_dict(), room=f"user_{user_id}")
 
                     def delayed_retry_submit():
-                        if account.should_stop:
+                        # 重新获取最新的账户对象，避免使用闭包中的旧对象
+                        fresh_account = safe_get_account(user_id, account_id)
+                        if not fresh_account:
+                            log_to_client("自动重试取消: 账户不存在", user_id, account_id)
+                            return
+                        if fresh_account.should_stop:
+                            log_to_client("自动重试取消: 任务已被停止", user_id, account_id)
                             return
                         log_to_client(f"🔄 开始第 {retry_count + 1} 次自动重试...", user_id, account_id)
                         ok, msg = submit_account_task(