diff --git a/gateway/platforms/weixin.py b/gateway/platforms/weixin.py
index 7c5ef23ca2..dfdda2e1f3 100644
--- a/gateway/platforms/weixin.py
+++ b/gateway/platforms/weixin.py
@@ -823,11 +823,15 @@ class WeixinAdapter(OwnAccessPolicyMixin, BasePlatformAdapter):
                     consecutive_failures = await backoff()
                     continue
                 consecutive_failures = 0
-                if response.get("get_updates_buf"):
-                    sync_buf = str(response["get_updates_buf"])
-                    _save_sync_buf(self._hermes_home, self._account_id, sync_buf)
+                # Dispatch before persisting: the off-loop write is an await, and a disconnect that
+                # cancels it must not leave the advanced cursor on disk with this batch undelivered.
                 for message in response.get("msgs") or []:
                     asyncio.create_task(self._process_message_safe(message))
+                # atomic_json_write fsyncs + renames: persist off the loop, and only when the cursor
+                # moved (an empty long-poll echoes the same buffer back every cycle).
+                if response.get("get_updates_buf") and str(response["get_updates_buf"]) != sync_buf:
+                    sync_buf = str(response["get_updates_buf"])
+                    await asyncio.to_thread(_save_sync_buf, self._hermes_home, self._account_id, sync_buf)
             except asyncio.CancelledError:
                 break
             except Exception as exc:
diff --git a/tests/gateway/test_weixin.py b/tests/gateway/test_weixin.py
index a63dc89b08..b8a8c459c9 100644
--- a/tests/gateway/test_weixin.py
+++ b/tests/gateway/test_weixin.py
@@ -690,6 +690,49 @@ class TestWeixinApiTimeout:
         assert result == {"ret": 0, "msgs": [], "get_updates_buf": "buf-123"}
 
 
+class TestWeixinPollLoopSyncBuf:
+    """The long-poll cursor write (fsync + rename) must not run on the event loop."""
+
+    def _run_polls(self, monkeypatch, buffers):
+        import threading
+
+        adapter = _make_adapter()
+        adapter._running = True
+        adapter._poll_session = Mock()
+        responses = iter(buffers)
+        saves = []
+
+        async def _get_updates(*args, **kwargs):
+            try:
+                return {"ret": 0, "msgs": [], "get_updates_buf": next(responses)}
+            except StopIteration:
+                adapter._running = False
+                return {"ret": 0, "msgs": []}
+
+        def _save(hermes_home, account_id, sync_buf):
+            saves.append((sync_buf, threading.get_ident()))
+
+        monkeypatch.setattr(weixin, "_get_updates", _get_updates)
+        monkeypatch.setattr(weixin, "_load_sync_buf", lambda *a: "buf-0")
+        monkeypatch.setattr(weixin, "_save_sync_buf", _save)
+
+        async def scenario():
+            await adapter._poll_loop()
+            return threading.get_ident()
+
+        return saves, asyncio.run(scenario())
+
+    def test_cursor_write_runs_off_the_loop_thread(self, monkeypatch):
+        saves, loop_thread = self._run_polls(monkeypatch, ["buf-1"])
+        assert [buf for buf, _ in saves] == ["buf-1"]
+        assert all(thread != loop_thread for _, thread in saves)
+
+    def test_unchanged_cursor_is_not_rewritten(self, monkeypatch):
+        # Empty long-polls (and the timeout sentinel) echo the current buffer back.
+        saves, _ = self._run_polls(monkeypatch, ["buf-0", "buf-1", "buf-1", "buf-2"])
+        assert [buf for buf, _ in saves] == ["buf-1", "buf-2"]
+
+
 class TestWeixinVoiceAlwaysDownloaded:
     """Regression tests for #27300: when WeChat (Weixin) returns a
     ``voice_item.text`` (Tencent Cloud's STT) we must still download