diff --git a/README.md b/README.md
index 403b42e0..f079f360 100644
--- a/README.md
+++ b/README.md
@@ -46,7 +46,7 @@
 
 ## 🔥 更新和安装
 
-**最新版本: v0.10.1** ([更新日志](changelogs/changelog.md))
+**最新版本: v0.10.2** ([更新日志](changelogs/changelog.md))
 
 可前往 [Release](https://github.com/MaiM-with-u/MaiBot/releases/) 页面下载最新版本
 可前往 [启动器发布页面](https://github.com/MaiM-with-u/mailauncher/releases/)下载最新启动器
diff --git a/changelogs/changelog.md b/changelogs/changelog.md
index baa45d45..d7264072 100644
--- a/changelogs/changelog.md
+++ b/changelogs/changelog.md
@@ -1,5 +1,9 @@
 # Changelog
 
+0.10.3饼：
+重名问题
+动态频率进一步优化
+
 
 ## [0.10.2] - 2025-8-31
 ### 🌟 主要功能更改
diff --git a/src/chat/frequency_control/frequency_control.py b/src/chat/frequency_control/frequency_control.py
index 33c7e712..af914943 100644
--- a/src/chat/frequency_control/frequency_control.py
+++ b/src/chat/frequency_control/frequency_control.py
@@ -295,17 +295,17 @@ class FrequencyControl:
             # 计算实际变化方向
             actual_change = ""
             if self.talk_frequency_adjust > old_adjust:
-                actual_change = f"(实际提高: {old_adjust:.2f}→{self.talk_frequency_adjust:.2f})"
+                actual_change = f"{old_adjust:.2f}x → {self.talk_frequency_adjust:.2f}x"
             elif self.talk_frequency_adjust < old_adjust:
-                actual_change = f"(实际降低: {old_adjust:.2f}→{self.talk_frequency_adjust:.2f})"
+                actual_change = f"{old_adjust:.2f}x → {self.talk_frequency_adjust:.2f}x"
             else:
-                actual_change = f"(无变化: {self.talk_frequency_adjust:.2f})"
+                actual_change = f"无变化: {self.talk_frequency_adjust:.2f}x"
                 
             logger.info(
                 f"{self.log_prefix} 发言频率调整: "
-                f"当前: {message_count}消息/{user_count}用户, 人均: {message_count/user_count if user_count > 0 else 0:.2f}消息|"
-                f"基准: {current_hour_10min_messages:.2f}消息/{current_hour_10min_users:.2f}用户,人均：{current_hour_10min_messages/current_hour_10min_users if current_hour_10min_users > 0 else 0:.2f}消息|"
-                f"目标调整: {adjust_direction}到{target_talk_adjust:.2f}, 实际结果: {self.talk_frequency_adjust:.2f} {actual_change}"
+                f"{user_count}名用户正在参与聊天，当前消息数: {message_count}|"
+                f"群基准: {current_hour_10min_messages:.2f}消息/{current_hour_10min_users:.2f}用户|"
+                f"[{adjust_direction}]{actual_change}"
             )
             
         except Exception as e:
@@ -407,18 +407,17 @@ class FrequencyControl:
             # 计算实际变化方向
             actual_change = ""
             if self.focus_value_adjust > old_focus_adjust:
-                actual_change = f"(实际提高: {old_focus_adjust:.2f}→{self.focus_value_adjust:.2f})"
+                actual_change = f"{old_focus_adjust:.2f}x → {self.focus_value_adjust:.2f}x"
             elif self.focus_value_adjust < old_focus_adjust:
-                actual_change = f"(实际降低: {old_focus_adjust:.2f}→{self.focus_value_adjust:.2f})"
+                actual_change = f"{old_focus_adjust:.2f}x → {self.focus_value_adjust:.2f}x"
             else:
-                actual_change = f"(无变化: {self.focus_value_adjust:.2f})"
+                actual_change = f"无变化: {self.focus_value_adjust:.2f}x"
                 
             logger.info(
-                f"{self.log_prefix} 专注度调整(10分钟): "
-                f"当前: {message_count}消息/{user_count}用户,人均：{message_count/user_count if user_count > 0 else 0:.2f}消息|"
-                f"基准: {current_hour_10min_messages:.2f}消息/{current_hour_10min_users:.2f}用户,人均：{current_hour_10min_messages/current_hour_10min_users if current_hour_10min_users > 0 else 0:.2f}消息|"
-                f"比率: 用户{user_count/current_hour_10min_users if current_hour_10min_users > 0 else 0:.2f}x, 消息{message_count/current_hour_10min_messages if current_hour_10min_messages > 0 else 0:.2f}x, "
-                f"目标调整: {adjust_direction}到{target_focus_adjust:.2f}, 实际结果: {self.focus_value_adjust:.2f} {actual_change}"
+                f"{self.log_prefix} 专注度调整: "
+                f"{user_count}名用户正在参与聊天，当前消息数: {message_count}|"
+                f"群基准: {current_hour_10min_messages:.2f}消息/{current_hour_10min_users:.2f}用户|"
+                f"[{adjust_direction}]{actual_change}"
             )
             
         except Exception as e:
diff --git a/src/chat/heart_flow/heartFC_chat.py b/src/chat/heart_flow/heartFC_chat.py
index 289752d0..a2e85113 100644
--- a/src/chat/heart_flow/heartFC_chat.py
+++ b/src/chat/heart_flow/heartFC_chat.py
@@ -175,8 +175,8 @@ class HeartFChatting:
 
         logger.info(
             f"{self.log_prefix} 第{self._current_cycle_detail.cycle_id}次思考,"
-            f"耗时: {self._current_cycle_detail.end_time - self._current_cycle_detail.start_time:.1f}秒, "  # type: ignore
-            f"选择动作: {action_type}" + (f"\n详情: {'; '.join(timer_strings)}" if timer_strings else "")
+            f"耗时: {self._current_cycle_detail.end_time - self._current_cycle_detail.start_time:.1f}秒"  # type: ignore
+            + (f"\n详情: {'; '.join(timer_strings)}" if timer_strings else "")
         )
     
     async def caculate_interest_value(self, recent_messages_list: List["DatabaseMessages"]) -> float:
@@ -295,6 +295,7 @@ class HeartFChatting:
         
         if random.random() < normal_mode_probability:
             interest_triggerd = True
+
             logger.info(
                 f"{self.log_prefix} 有新消息，在{normal_mode_probability * 100:.0f}%概率下选择回复"
             )
diff --git a/src/config/config.py b/src/config/config.py
index 3c954672..04ca096a 100644
--- a/src/config/config.py
+++ b/src/config/config.py
@@ -56,7 +56,7 @@ TEMPLATE_DIR = os.path.join(PROJECT_ROOT, "template")
 
 # 考虑到，实际上配置文件中的mai_version是不会自动更新的,所以采用硬编码
 # 对该字段的更新，请严格参照语义化版本规范：https://semver.org/lang/zh-CN/
-MMC_VERSION = "0.10.2-snapshot.3"
+MMC_VERSION = "0.10.2"
 
 
 def get_key_comment(toml_table, key):