Beyond Keywords: How I Built a Semantic Search Engine for Any Video

Beyond Keywords: How I Built a Semantic Search Engine for Any Video Ever tried to find a specific moment in a long video? You might remember the scene vividly—a character gives a crucial speech, or there’s a beautiful, silent shot of a landscape—but you can’t remember the exact timestamp. You end up scrubbing back and forth, wasting minutes, or even hours, trying to pinpoint that one moment. Traditional video search relies on titles, descriptions, and manual tags.