diff --git a/src/plugins/chat/bot.py b/src/plugins/chat/bot.py
index 5002cb162..53266fccf 100644
--- a/src/plugins/chat/bot.py
+++ b/src/plugins/chat/bot.py
@@ -135,7 +135,7 @@ class ChatBot:
         for pattern in global_config.ban_msgs_regex:
             if re.search(pattern, message.raw_message):
                 logger.info(
-                    f"[{chat.group_info.group_name if chat.group_info.group_id else '私聊'}]{message.user_nickname}:{message.raw_message}"
+                    f"[{chat.group_info.group_name if chat.group_info.group_id else '私聊'}]{userinfo.user_nickname}:{message.raw_message}"
                 )
                 logger.info(f"[正则表达式过滤]消息匹配到{pattern}，filtered")
                 return
@@ -239,10 +239,10 @@ class ChatBot:
                     is_head=not mark_head,
                     is_emoji=False,
                 )
-                print(f"bot_message: {bot_message}")
+                logger.debug(f"bot_message: {bot_message}")
                 if not mark_head:
                     mark_head = True
-                print(f"添加消息到message_set: {bot_message}")
+                logger.debug(f"添加消息到message_set: {bot_message}")
                 message_set.add_message(bot_message)
 
             # message_set 可以直接加入 message_manager
diff --git a/src/plugins/chat/willing_manager.py b/src/plugins/chat/willing_manager.py
index 9754848c4..345461703 100644
--- a/src/plugins/chat/willing_manager.py
+++ b/src/plugins/chat/willing_manager.py
@@ -2,6 +2,7 @@ import asyncio
 import random
 import time
 from typing import Dict
+from loguru import logger
 
 
 from .config import global_config
@@ -27,7 +28,7 @@ class WillingManager:
         """定期衰减回复意愿"""
         while True:
             await asyncio.sleep(5)
-            for chat_id in list(self.chat_reply_willing.keys()):
+            for chat_id in self.chat_reply_willing:
                 is_high_mode = self.chat_high_willing_mode.get(chat_id, False)
                 if is_high_mode:
                     # 高回复意愿期内轻微衰减
@@ -42,7 +43,7 @@ class WillingManager:
             current_time = time.time()
             await asyncio.sleep(10)  # 每10秒检查一次
             
-            for chat_id in list(self.chat_high_willing_mode.keys()):
+            for chat_id in self.chat_high_willing_mode:
                 last_change_time = self.chat_last_mode_change.get(chat_id, 0)
                 is_high_mode = self.chat_high_willing_mode.get(chat_id, False)
                 
@@ -146,7 +147,7 @@ class WillingManager:
             is_follow_up_question = True
             in_conversation_context = True
             self.chat_conversation_context[chat_id] = True
-            print(f"检测到追问 (同一用户), 提高回复意愿")
+            logger.debug(f"检测到追问 (同一用户), 提高回复意愿")
             current_willing += 0.3
         
         # 特殊情况处理
@@ -154,11 +155,11 @@ class WillingManager:
             current_willing += 0.5
             in_conversation_context = True
             self.chat_conversation_context[chat_id] = True
-            print(f"被提及, 当前意愿: {current_willing}")
+            logger.debug(f"被提及, 当前意愿: {current_willing}")
         
         if is_emoji:
             current_willing *= 0.1
-            print(f"表情包, 当前意愿: {current_willing}")
+            logger.debug(f"表情包, 当前意愿: {current_willing}")
         
         # 根据话题兴趣度适当调整
         if interested_rate > 0.5:
@@ -170,7 +171,7 @@ class WillingManager:
         if in_conversation_context:
             # 在对话上下文中，降低基础回复概率
             base_probability = 0.5 if is_high_mode else 0.25
-            print(f"处于对话上下文中，基础回复概率: {base_probability}")
+            logger.debug(f"处于对话上下文中，基础回复概率: {base_probability}")
         elif is_high_mode:
             # 高回复周期：4-8句话有50%的概率会回复一次
             base_probability = 0.50 if 4 <= msg_count <= 8 else 0.2