
# class Serializable:
#     def serialize(self):
#         raise NotImplementedError("Serialization method not implemented")
    
#     @classmethod
#     def deserialize(cls, data):
#         raise NotImplementedError("Deserialization method not implemented")
        
        
# class ToolAgent(Serializable):
#     def serialize(self):
#         # Simplified example, adapt according to actual attributes
#         return {"type": self.__class__.__name__, "state": {"model_name": self.model.model_name}}

#     @classmethod
#     def deserialize(cls, data):
#         # This method should instantiate the object based on the serialized state.
#         # Example assumes the presence of model_name in the serialized state.
#         model = OpenAIToolModel(api_key="api_key_placeholder", model_name=data["state"]["model_name"])
#         return cls(model=model, conversation=None, toolkit=None)  # Simplify, omit optional parameters for illustration