Contradictions that "look like confidence" is the failure I underestimated longest, because a memory store never surfaces the two conflicting facts, it just returns the closest one. The Mem0 ADD-only issue you cite is telling: with no conflict resolution, the store quietly accumulates mutually exclusive "truths." Do you resolve contradictions at write time, or flag them at retrieval and let the agent decide?