diff --git a/channel/wechat_kf/wechat_kf_channel.py b/channel/wechat_kf/wechat_kf_channel.py
index 7b8000f3..c2ffc67f 100644
--- a/channel/wechat_kf/wechat_kf_channel.py
+++ b/channel/wechat_kf/wechat_kf_channel.py
@@ -16,8 +16,11 @@ Differences from `channel/wechatcom/` (企微自建应用):
 import io
 import json
 import os
+import threading
 import time
 import xml.etree.ElementTree as ET
+from collections import defaultdict
+from concurrent.futures import ThreadPoolExecutor
 from typing import Optional
 
 import requests
@@ -84,6 +87,19 @@ class WechatKfChannel(ChatChannel):
         cursor_path = os.path.join("tmp", "wechat_kf_cursors.json")
         self.cursor_store = CursorStore(cursor_path)
 
+        # WeCom requires the callback HTTP response to return within ~5s,
+        # otherwise it retries the same notification. sync_msg pulling
+        # can easily exceed that, so we dispatch it to a background pool
+        # and let `Query.POST` reply success immediately.
+        self._callback_executor = ThreadPoolExecutor(
+            max_workers=4, thread_name_prefix="wxkf-cb"
+        )
+        # Per-open_kfid lock: serialize sync_msg for the same kf account
+        # so that callback retries (or rapid-fire events) don't race on
+        # the same cursor and produce duplicate replies.
+        self._kf_locks: dict = defaultdict(threading.Lock)
+        self._kf_locks_guard = threading.Lock()
+
     # ------------------------------------------------------------------
     # Lifecycle
     # ------------------------------------------------------------------
@@ -110,6 +126,10 @@ class WechatKfChannel(ChatChannel):
             except Exception as e:
                 logger.warning(f"[wechat_kf] Error stopping HTTP server: {e}")
             self._http_server = None
+        try:
+            self._callback_executor.shutdown(wait=False)
+        except Exception as e:
+            logger.warning(f"[wechat_kf] Error shutting down callback executor: {e}")
 
     # ------------------------------------------------------------------
     # Outbound — implementing the abstract `send` contract
@@ -243,6 +263,37 @@ class WechatKfChannel(ChatChannel):
     # ------------------------------------------------------------------
     # Inbound — pull messages by cursor
     # ------------------------------------------------------------------
+    def _get_kf_lock(self, open_kfid: str) -> threading.Lock:
+        with self._kf_locks_guard:
+            return self._kf_locks[open_kfid]
+
+    def submit_callback(self, token: str, open_kfid: str):
+        """
+        Async entry point used by the HTTP handler. Submits the actual
+        sync_msg pulling to a background thread so the callback response
+        can return within WeCom's 5s deadline.
+        """
+        try:
+            self._callback_executor.submit(self._run_callback, token, open_kfid)
+        except RuntimeError as e:
+            # Executor may be shut down during process exit; fall back
+            # to inline execution so we don't silently drop the event.
+            logger.warning(f"[wechat_kf] executor unavailable, run inline: {e}")
+            self._run_callback(token, open_kfid)
+
+    def _run_callback(self, token: str, open_kfid: str):
+        # Block on the per-kfid lock so retried callbacks queue up
+        # behind the in-flight one. The queued worker will then call
+        # sync_msg with the (already advanced) cursor, which is cheap
+        # when there is nothing new and still picks up any messages
+        # that arrived after the previous worker's last pull.
+        lock = self._get_kf_lock(open_kfid)
+        with lock:
+            try:
+                self.consume_callback(token, open_kfid)
+            except Exception as e:
+                logger.exception(f"[wechat_kf] consume_callback error: {e}")
+
     def consume_callback(self, token: str, open_kfid: str):
         """
         Called from the HTTP `Query.POST` handler whenever WeCom notifies
@@ -502,8 +553,8 @@ class Query:
             )
             return "success"
 
-        try:
-            channel.consume_callback(token, open_kfid)
-        except Exception as e:
-            logger.exception(f"[wechat_kf] consume_callback error: {e}")
+        # Hand off to a background worker — WeCom requires the callback
+        # to return success within ~5 seconds, otherwise it will retry
+        # and we may race the same cursor window into duplicate replies.
+        channel.submit_callback(token, open_kfid)
         return "success"