from typing import Any class Storage: """Abstract base class defining the storage interface""" def save(self, value: Any, metadata: dict[str, Any]) -> None: pass def search( self, query: str, limit: int, score_threshold: float ) -> dict[str, Any] | list[Any]: return {} def reset(self) -> None: pass