diff --git a/astrbot/core/config/default.py b/astrbot/core/config/default.py
index 2f43f90b5..ff16a9839 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 = "3.4.16"
+VERSION = "3.4.17"
 DB_PATH = "data/data_v3.db"
 
 # 默认配置
diff --git a/changelogs/v3.4.17.md b/changelogs/v3.4.17.md
new file mode 100644
index 000000000..28d541aba
--- /dev/null
+++ b/changelogs/v3.4.17.md
@@ -0,0 +1,11 @@
+# What's Changed
+
+- [beta] 支持群聊内基于概率的主动回复
+- openai tts 更换模型 #300
+- 增加模型响应后的插件钩子
+- 修复 相同type的provider共享了记忆
+- 优化 人格情景在发现格式不对时仍然加载而不是跳过 #282
+- 修复 Gemini函数调用时，parameters为空对象导致的错误 by @Camreishi
+- 修复 弹出记录报错的问题 #272
+- 优化 移除默认人格
+- 优化 未启用模型提供商时的异常处理
\ No newline at end of file
diff --git a/packages/astrbot/long_term_memory.py b/packages/astrbot/long_term_memory.py
index a54d2caac..968ab7cae 100644
--- a/packages/astrbot/long_term_memory.py
+++ b/packages/astrbot/long_term_memory.py
@@ -62,7 +62,9 @@ class LongTermMemory:
 
         match self.ar_method:
             case "possibility_reply":
-                return random.random() < self.ar_possibility
+                trig = random.random() < self.ar_possibility
+                logger.debug("主动回复触发。")
+                return trig
             
         return False
 
diff --git a/packages/astrbot/main.py b/packages/astrbot/main.py
index 2e857da35..086afd969 100644
--- a/packages/astrbot/main.py
+++ b/packages/astrbot/main.py
@@ -455,9 +455,7 @@ UID: {user_id} 此 ID 可用于设置管理员。/op <UID> 授权管理员, /deo
         '''群聊记忆增强'''
         if self.ltm:
             need_active = await self.ltm.need_active_reply(event)
-            
-            print(need_active)
-            
+                        
             group_icl_enable = self.context.get_config()['provider_ltm_settings']['group_icl_enable']
             if group_icl_enable:
                 '''记录对话'''