fix：优化离开focus模式的机制，完全移除Interest机制，

src/chat/focus_chat/info_processors/action_processor.py

@@ -8,7 +8,6 @@ from src.chat.heart_flow.observation.hfcloop_observation import HFCloopObservati
 from src.chat.heart_flow.observation.chatting_observation import ChattingObservation
 from src.chat.message_receive.chat_stream import chat_manager
 from typing import Dict
-from src.llm_models.utils_model import LLMRequest
 from src.config.config import global_config
 import random
 
@@ -137,9 +136,11 @@ class ActionProcessor(BaseProcessor):
             reply_sequence.append(action_type == "reply")
 
         # 检查no_reply比例
-        if len(recent_cycles) >= 5 and (no_reply_count / len(recent_cycles)) >= 0.8:
+        if len(recent_cycles) >= (5 * global_config.focus_chat.exit_focus_threshold) and (no_reply_count / len(recent_cycles)) >= (0.75 * global_config.focus_chat.exit_focus_threshold):
             if global_config.chat.chat_mode == "auto":
                 result["add"].append("exit_focus_chat")
+                result["remove"].append("no_reply")
+                result["remove"].append("reply")
 
         # 获取最近三次的reply状态
         last_three = reply_sequence[-3:] if len(reply_sequence) >= 3 else reply_sequence

src/chat/focus_chat/info_processors/tool_processor.py

@@ -76,7 +76,7 @@ class ToolProcessor(BaseProcessor):
 
             # 更新WorkingObservation中的结构化信息
             logger.debug(f"工具调用结果: {result}")
-            
+
             for observation in observations:
                 if isinstance(observation, StructureObservation):
                     for structured_info in result:
@@ -92,7 +92,7 @@ class ToolProcessor(BaseProcessor):
                 # print(f"working_info: {working_info}")
                 # print(f"working_info.get('type'): {working_info.get('type')}")
                 # print(f"working_info.get('content'): {working_info.get('content')}")
-                structured_info.set_info(key=working_info.get('type'), value=working_info.get('content'))
+                structured_info.set_info(key=working_info.get("type"), value=working_info.get("content"))
                 # info = structured_info.get_processed_info()
                 # print(f"info: {info}")