We let a model decide which memories to retire. It was wrong 32 times out of 35.
On 77 LongMemEval conversations, gpt-4o-mini was shown each new statement and the earlier beliefs it might end, and asked which it made untrue. It retired 35; 32 were still true, and the benchmark score did not move. Why Recall 0.15 corrects by rule and shows the rest.