Generative video has long struggled with a fundamental limitation: video generators lack structural logic, and large language models lack spatial awareness. This disconnect frequently results in surreal visual morphing, erratic character physical rendering, and disjointed audio tracks added as an afterthought. For engineering teams and digital medi