SnapSeek 2.0 is a novel system designed for information retrieval from videos participating in the Video Browser Showdown 2025. The system aims to enhance interactivity and accelerate query input speed by employing a human feedback procedure and integrating a magic brush for automatic sketch completion. Building on SnapSeek, which debuted at LSC 2024, the new version retains its predecessor’s most notable features to boost performance including sequencing of scenes in videos and expanding metadata through a variety of computer vision and NLP techniques. To adapt to the competition, specialized datasets including MVK and LapGynLHE undergo detection and segmentation processes, making retrieval more efficient and accurate. Additionally, the system employs a minimalist interface to ensure user-friendliness.