timing-decision

A new Meta paper introduces ProPerMem, a year-long egocentric video memory benchmark (~618K tokens) showing that proactive AI assistants fail primarily at deciding when to speak, not what to say—frontier models like GPT-5.3-Chat score 96% with oracle evidence but drop to 15-38% when choosing their own timing.