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Custom Profile Schema

Define structured user profiles with Pydantic: 
import asyncio
from typing import Optional
from pydantic import BaseModel, Field
from upsonic import Agent, Chat


class UserProfile(BaseModel):
    name: Optional[str] = Field(default=None, description="User name")
    favorite_language: Optional[str] = Field(default=None, description="Favorite programming language")
    expertise_level: Optional[str] = Field(default=None, description="Beginner, Intermediate, or Expert")


async def main():
    agent = Agent("openai/gpt-4o")

    chat = Chat(
        session_id="session1",
        user_id="user1",
        agent=agent,
        user_profile_schema=UserProfile,
        user_analysis_memory=True
    )

    await chat.invoke("Hi, I am Bob. I am an expert Python developer.")
    response = await chat.invoke("What do you know about me?")
    print(response)


if __name__ == "__main__":
    asyncio.run(main())

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Dynamic Profile Schema

Let the system auto-generate profile fields: 
import asyncio
from upsonic import Agent, Chat


async def main():
    agent = Agent("openai/gpt-4o")

    chat = Chat(
        session_id="session1",
        user_id="user1",
        agent=agent,
        dynamic_user_profile=True,
        user_analysis_memory=True
    )

    await chat.invoke("I prefer dark mode and use VS Code")
    response = await chat.invoke("What preferences do you know about me?")
    print(response)


if __name__ == "__main__":
    asyncio.run(main())