from abc import ABC, abstractmethod from datetime import datetime import xml.etree.ElementTree as ET class Entry(ABC): """ Abstract base class for all entry types in the working memory. Attributes: id: Unique identifier for the entry timestamp: When the entry was created """ def __init__(self, id: str, timestamp: datetime): """ Initialize a new entry with provided id and timestamp. Args: id: Unique identifier for this entry timestamp: Creation timestamp for this entry """ self.id = id self.timestamp = timestamp @abstractmethod def update(self) -> None: """ Update the entry's state. Must be implemented by concrete classes. """ pass @abstractmethod def generate_context(self) -> ET.Element: """ Generate an XML Element representing this entry's context. Must be implemented by concrete classes. Returns: ET.Element: XML element containing the entry's data """ pass def cleanup(self) -> None: """ Clean up any resources used by this entry. Should be overridden by classes that need cleanup. Default implementation does nothing. """ pass