diff --git a/chatlearn/runtime/parameter_sync.py b/chatlearn/runtime/parameter_sync.py
index 1d494d51..3b0e96c6 100644
--- a/chatlearn/runtime/parameter_sync.py
+++ b/chatlearn/runtime/parameter_sync.py
@@ -232,7 +232,7 @@ def sync_broadcast(self, actors, group_name, requires_grad=None):
         for rank, actor in enumerate(actors):
             ref = actor.broadcast_parameter.remote(rank, 0, group_name, pipe_stage)
             refs.append(ref)
-        future.wait(refs)
+        future.wait(refs, return_output=True)
 
 
     def _sync_send_recv(self, send_actor, recv_actor, requires_grad=None):
@@ -429,6 +429,11 @@ def sync(self, requires_grad=None):
                     else:
                         for recv_actor in recv_actors:
                             futures.append(executor.submit(self.sync_send_recv, send_actor, recv_actor, requires_grad))
+                for _future in concurrent.futures.as_completed(futures):
+                    try:
+                        _future.result()
+                    except Exception as e:
+                        raise RuntimeError(f"Parameter sync thread generated an exception: {e}") # pylint: disable=raise-missing-from
                 concurrent.futures.wait(futures)
         else:
             for send_actor, recv_actors in self.send_recv_actor_mappings.items():