Controlled tests of what a saved claim does afterward. “Agents Don’t Just Agree, They Remember” separates a conversation that can write durable state from a later query and asks whether the claim returns with greater authority or wider scope; its named failure patterns are lost attribution and upgraded claims.
LongMemEval asks whether the assistant uses a correction — or declines to answer when the record is insufficient. MemSyco-Bench asks when memory should influence a decision at all. Run them as questions against your own setup: add an incorrect test memory, supply a correction, start another session, and inspect what comes back.