diff --git a/base_inference_bot.py b/base_inference_bot.py
new file mode 100644
index 0000000..68a4609
--- /dev/null
+++ b/base_inference_bot.py
@@ -0,0 +1,80 @@
+import json
+import os
+import importlib
+import inspect
+import logging
+from abc import ABC, abstractmethod
+from dotenv import load_dotenv
+from tools.base_tool import BaseTool
+from tools.metrics_tool import MetricsTool
+
+class BaseInferenceBot(ABC):
+    def __init__(self):
+        load_dotenv()
+        self.setup_logging()
+        self.load_system_prompt()
+        self.load_tools()
+        self.conversation_history = {}
+        self.processing_status = {}
+
+    def setup_logging(self):
+        logging.basicConfig(level=logging.WARNING, handlers=[
+            logging.StreamHandler(),
+            logging.FileHandler('logs/output.log', mode='a')
+        ])
+
+    def load_system_prompt(self):
+        with open("prompts/developer_prompt.txt", "r") as file:
+            self.system_prompt = file.read().strip()
+
+    def load_tools(self):
+        self.tools = [MetricsTool()]
+        tools_dir = os.path.join(os.path.dirname(__file__), 'tools')
+        for filename in os.listdir(tools_dir):
+            if filename.endswith('.py') and filename not in ['__init__.py', 'base_tool.py', 'metrics_tool.py']:
+                module_name = f'tools.{filename[:-3]}'
+                module = importlib.import_module(module_name)
+                for name, obj in inspect.getmembers(module):
+                    if inspect.isclass(obj) and issubclass(obj, BaseTool) and obj != BaseTool:
+                        self.tools.append(obj())
+
+        self.functions = []
+        for tool in self.tools:
+            self.functions.extend(tool.get_functions())
+
+    def clear_conversation(self, user_id):
+        if user_id in self.conversation_history:
+            del self.conversation_history[user_id]
+        for tool in self.tools:
+            tool.clear()
+
+    def call_tool(self, function_call):
+        function_name = function_call.name
+        function_args = json.loads(function_call.arguments)
+        for tool in self.tools:
+            if function_name in [f["name"] for f in tool.get_functions()]:
+                return tool.execute(function_name, **function_args)
+
+    @abstractmethod
+    def get_chat_response(self, messages):
+        pass
+
+    @abstractmethod
+    async def handle_message(self, user_id, user_message):
+        pass
+
+    @abstractmethod
+    async def start(self):
+        pass
+
+    @abstractmethod
+    async def clear(self, user_id):
+        pass
+
+    @abstractmethod
+    async def status(self):
+        pass
+
+    @abstractmethod
+    async def abort_processing(self, user_id):
+        pass
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