When One Clip Isn’t Enough: Teaching LLMs to Watch Long Videos Like Adults
Video is a terrible place to hide evidence. Not because the evidence is invisible. Because it is usually obvious only after someone has already found the right minute, the right scene, and the right visual detail. A person reviewing a long customer-support screen recording, a training video, a compliance recording, or a surveillance clip rarely watches everything with equal attention. They skim, localize, zoom in, check the detail, and then answer. Primitive, yes. Effective, also yes. ...