diff --git a/astrbot/core/config/default.py b/astrbot/core/config/default.py
index d4542b31a..3be2acb15 100644
--- a/astrbot/core/config/default.py
+++ b/astrbot/core/config/default.py
@@ -2,7 +2,7 @@
 如需修改配置，请在 `data/cmd_config.json` 中修改或者在管理面板中可视化修改。
 """
 
-VERSION = "3.5.3.1"
+VERSION = "3.5.3.2"
 DB_PATH = "data/data_v3.db"
 
 # 默认配置
diff --git a/astrbot/core/platform/sources/gewechat/gewechat_platform_adapter.py b/astrbot/core/platform/sources/gewechat/gewechat_platform_adapter.py
index 930359837..7d8dddfca 100644
--- a/astrbot/core/platform/sources/gewechat/gewechat_platform_adapter.py
+++ b/astrbot/core/platform/sources/gewechat/gewechat_platform_adapter.py
@@ -67,7 +67,10 @@ class GewechatPlatformAdapter(Platform):
 
     async def terminate(self):
         self.client.shutdown_event.set()
-        await self.client.server.shutdown()
+        try:
+            await self.client.server.shutdown()
+        except Exception as _:
+            pass
         logger.info("Gewechat 适配器已被优雅地关闭。")
 
     async def logout(self):
diff --git a/astrbot/core/platform/sources/webchat/webchat_event.py b/astrbot/core/platform/sources/webchat/webchat_event.py
index ef5532920..30a6322a5 100644
--- a/astrbot/core/platform/sources/webchat/webchat_event.py
+++ b/astrbot/core/platform/sources/webchat/webchat_event.py
@@ -21,7 +21,7 @@ class WebChatMessageEvent(AstrMessageEvent):
             await web_chat_back_queue.put(
                 {"type": "end", "data": "", "streaming": False}
             )
-            return
+            return ""
 
         cid = session_id.split("!")[-1]
         data = ""
diff --git a/astrbot/core/platform/sources/wecom/wecom_adapter.py b/astrbot/core/platform/sources/wecom/wecom_adapter.py
index 4386a80ab..c6b7c096d 100644
--- a/astrbot/core/platform/sources/wecom/wecom_adapter.py
+++ b/astrbot/core/platform/sources/wecom/wecom_adapter.py
@@ -237,5 +237,8 @@ class WecomPlatformAdapter(Platform):
 
     async def terminate(self):
         self.server.shutdown_event.set()
-        await self.server.server.shutdown()
+        try:
+            await self.server.server.shutdown()
+        except Exception as _:
+            pass
         logger.info("企业微信 适配器已被优雅地关闭")
diff --git a/astrbot/core/provider/func_tool_manager.py b/astrbot/core/provider/func_tool_manager.py
index 72180759a..325f89199 100644
--- a/astrbot/core/provider/func_tool_manager.py
+++ b/astrbot/core/provider/func_tool_manager.py
@@ -339,7 +339,7 @@ class FuncCall:
             ]
             logger.info(f"已关闭 MCP 服务 {name}")
 
-    def get_func_desc_openai_style(self, omit_empty_parameter_field = True) -> list:
+    def get_func_desc_openai_style(self, omit_empty_parameter_field = False) -> list:
         """
         获得 OpenAI API 风格的**已经激活**的工具描述
         """
diff --git a/astrbot/core/provider/sources/openai_source.py b/astrbot/core/provider/sources/openai_source.py
index 703572b87..110d0d435 100644
--- a/astrbot/core/provider/sources/openai_source.py
+++ b/astrbot/core/provider/sources/openai_source.py
@@ -87,7 +87,8 @@ class ProviderOpenAIOfficial(Provider):
 
     async def _query(self, payloads: dict, tools: FuncCall) -> LLMResponse:
         if tools:
-            omit_empty_param_field = "grok" not in payloads.get("model", "").lower()
+            model = payloads.get("model", "").lower()
+            omit_empty_param_field = "gemini" in model
             tool_list = tools.get_func_desc_openai_style(
                 omit_empty_parameter_field=omit_empty_param_field
             )
@@ -124,7 +125,8 @@ class ProviderOpenAIOfficial(Provider):
     ) -> AsyncGenerator[LLMResponse, None]:
         """流式查询API，逐步返回结果"""
         if tools:
-            omit_empty_param_field = "grok" not in payloads.get("model", "").lower()
+            model = payloads.get("model", "").lower()
+            omit_empty_param_field = "gemini" in model
             tool_list = tools.get_func_desc_openai_style(
                 omit_empty_parameter_field=omit_empty_param_field
             )
diff --git a/changelogs/v3.5.3.2.md b/changelogs/v3.5.3.2.md
new file mode 100644
index 000000000..fdbe4fa3e
--- /dev/null
+++ b/changelogs/v3.5.3.2.md
@@ -0,0 +1,41 @@
+# What's Changed
+
+> 📢 在升级前，请完整阅读本次更新日志。
+> 此版本为针对 `v3.5.3` 的紧急修复版本
+> 修复以下 BUG：
+> 1. 智谱 GLM 在函数工具有空参数时报错的问题。
+
+---
+
+v3.5.3
+
+## ✨ 新增的功能
+
+1. Telegram、Webchat、QQ官方机器人平台(私聊)支持流式输出（实验性）。@Soulter @Raven95676 @anka-afk
+2. 支持针对不同消息平台开启/关闭插件 @zhx8702 @Raven95676 @Soulter
+3. 插件市场支持显示 Star 个数、插件管理支持插件帮助对话框 @kterna
+4. 飞书平台支持主动消息发送 @Soulter
+5. Telegram 平台适配显示指令列表，支持自动补全 @Raven95676
+6. 新增配置项允许配置当超出最多携带对话数量时，一次性丢弃多少条旧消息 @Rail1bc
+7. StarTool 新增获取插件数据目录接口 @Raven95676
+
+## 🎈 功能性优化
+
+1. 优化 /his 指令对函数调用的显示 @anka-afk
+2. QQ 官方机器人支持对同一条消息多次回复 @kuangfeng
+
+## 🐛 修复的 Bug
+
+1. ‼️ 修复使用 gemini 时，函数数工具调用会重复调用已经在过去会话中调用过的工具 @Soulter
+2. 修复使用 Gemini 模型时出现 <empty_content> 的问题 @anka-afk
+4. 修复使用 OneAPI + Gemini(openai) 传递空参数函数工具时可能报错的问题 @Soulter
+5. 修复 permission 过滤算子的 raise_error 参数失效的问题 @Soulter
+6. 修复函数调用时可能出现 `messages with role 'tool' must be a response to a preceeding message with 'tool_calls'` 报错的问题 @anka-afk
+7. 修复 dify 下删除对话的报错问题 @Soulter
+8. 修复人格预设对话多次插入上下文的问题 @Rail1bc
+9. 修复了 event.get_sender_id() 返回值与函数注释不一致的问题 @zsbai
+
+
+## 🧩 新增的插件
+
+待补充