class MemoryManager: def __init__(self, llm_engine=None): self.llm_engine = llm_engine def retrieve(self, query, top_k=5): return [] async def strategic_forget(self, min_age_days=7): return 0 async def compress_old_memories(self, age_days=14): return 0 def stats(self): return {"hot": 0, "cold": 0}