Can AI glasses remember what you did yesterday?

Existing video AI excels at recognizing actions in short clips, but falls apart on realistic memory tasks over long egocentric streams. SuperMemory-VQA introduces 4,853 grounded questions from 52.9 hours of everyday activities recorded with AI glasses, spanning object/location memory, intent recall, and timeline reconstruction. Benchmarking shows leading LLMs struggle significantly—the field needs architectures that admit uncertainty rather than hallucinate answers.