diff --git a/cloud/worker.py b/cloud/worker.py
index 3d29343..5530b73 100644
--- a/cloud/worker.py
+++ b/cloud/worker.py
@@ -1677,12 +1677,27 @@ class Worker:
                             extra_env=proxy_env,
                             seed_host_dir=seed_host_dir)
                 else:
+                    # seed 参数只传给 LocalExecutor：CloudExecutor
+                    # 基类与测试假执行器的 goal_task/dispatch_task
+                    # 只有 (task) 一个参数，多传 seed_dir 会直接
+                    # TypeError（2026-10-27 实测炸掉 3 个旧测试）；
+                    # Docker 路径上面已有 is_docker 守卫，不走这里。
                     if goal_mode:
-                        result = self.executor.goal_task(
-                            task, seed_dir=seed_host_dir)
+                        if task.get("_resume") and isinstance(
+                                self.executor, LocalExecutor):
+                            result = self.executor.goal_resume_task(
+                                task, task["prompt"])
+                        elif isinstance(self.executor, LocalExecutor):
+                            result = self.executor.goal_task(
+                                task, seed_dir=seed_host_dir)
+                        else:
+                            result = self.executor.goal_task(task)
                     else:
-                        result = self.executor.dispatch_task(
-                            task, seed_dir=seed_host_dir)
+                        if isinstance(self.executor, LocalExecutor):
+                            result = self.executor.dispatch_task(
+                                task, seed_dir=seed_host_dir)
+                        else:
+                            result = self.executor.dispatch_task(task)
                 combined = (result.get("stdout", "") or "") + \
                     (result.get("stderr", "") or "")
                 if not goal_mode and result["status"] != "completed" and \