from typing import Any, List class MemoryService: def __init__(self, context: Any): self.context = context async def start(self): # Stub service setup pass async def stop(self): # Stub service teardown pass def reset(self): # Stub state reset pass async def retrieve(self) -> List[Any]: # Stub for context retrieval, long-term memory, etc. return []