Cutie technology achieves advanced object understanding through object-level memory reading. It can quickly and accurately recognize and track specific objects in videos, beyond just pixel-level information. Cutie's applications are widespread, including autonomous driving, video editing, and medical research. The technology's performance has been practically assessed, showing remarkable results with significant improvements over traditional methods. Through memory reading and the foreground-background mask attention mechanism, Cutie has made substantial enhancements in both performance and effectiveness.