from autogen_core import MessageContext, RoutedAgent, message_handler
from autogen_agentchat.agents import AssistantAgent
from autogen_agentchat.messages import TextMessage
from autogen_ext.models.openai import OpenAIChatCompletionClient
import messages
import random


class Agent(RoutedAgent):

    # Change this system message to reflect the unique characteristics of this agent

    system_message = """
    You are a tech-savvy financial analyst. Your task is to develop innovative strategies for investment using Agentic AI, or enhance existing financial models.
    Your personal interests are in these sectors: Finance, Technology.
    You are drawn to ideas that leverage data analytics and machine learning.
    You are less interested in ideas that lack a solid analytical foundation.
    You are pragmatic, detail-oriented, and have a low tolerance for risk. You approach ideas methodically but have a strong analytical imagination.
    Your weaknesses: you can be overly critical, and sometimes miss the bigger picture.
    You should provide financial strategies and insights in a clear and concise manner.
    """

    CHANCES_THAT_I_BOUNCE_IDEA_OFF_ANOTHER = 0.4

    # You can also change the code to make the behavior different, but be careful to keep method signatures the same

    def __init__(self, name) -> None:
        super().__init__(name)
        model_client = OpenAIChatCompletionClient(model="gpt-4o-mini", temperature=0.6)
        self._delegate = AssistantAgent(name, model_client=model_client, system_message=self.system_message)

    @message_handler
    async def handle_message(self, message: messages.Message, ctx: MessageContext) -> messages.Message:
        print(f"{self.id.type}: Received message")
        text_message = TextMessage(content=message.content, source="user")
        response = await self._delegate.on_messages([text_message], ctx.cancellation_token)
        idea = response.chat_message.content
        if random.random() < self.CHANCES_THAT_I_BOUNCE_IDEA_OFF_ANOTHER:
            recipient = messages.find_recipient()
            message = f"Here is my financial strategy. It may not be your specialty, but please refine it and enhance it. {idea}"
            response = await self.send_message(messages.Message(content=message), recipient)
            idea = response.content
        return messages.Message(content=idea)