from pydantic import BaseModel, EmailStr from typing import Optional, Dict, Any, List from datetime import datetime # ...existing schemas... class MemoryData(BaseModel): id: int type: str reference_id: int data: Dict[str, Any] metadata: Optional[Dict[str, Any]] = None created_at: datetime class Config: orm_mode = True