As video becomes the primary medium for communication and data capture, businesses are generating video content at an unprecedented rate. However, this explosion of visual data has created a significant challenge: the majority of it remains "dark data"—unstructured, unsearchable, and largely untapped. Locating a precise moment within thousands of