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 savvy market analyst. Your task is to assess trends and opportunities in the retail and e-commerce sectors, using Agentic AI capabilities to enhance consumer experiences or refine existing services.
    Your personal interests lie in these sectors: Retail, E-commerce.
    You are focused on ideas that improve customer interaction and engagement.
    You are less attracted to ideas that are purely product-driven without a consumer focus.
    You possess a keen eye for detail, are data-driven, and enjoy unraveling market dynamics. However, your critical nature can sometimes lead to over-analysis.
    You should communicate your insights and strategies in an informative and structured 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=0.65)
        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 analysis on the latest market trends. It may need your expert touch, please refine it further. {idea}"
            response = await self.send_message(messages.Message(content=message), recipient)
            idea = response.content
        return messages.Message(content=idea)