The Assistant Remembered, but the Answer Ignored It
TL;DR for operators A memory-enabled assistant can correctly recall a group’s preferences and previous decisions yet produce a response that ignores them. In GroupAssistBench, Hu and colleagues evaluate this gap using 2,395 instances from real group conversations.1 Under a matched GPT-5.6-terra backbone, EverMemOS achieves higher factual recall than full context (0.621 versus 0.570), but markedly lower open-ended assistance scores (0.247 versus 0.431). ...