Plans You Can Check: Verifier-Grounded Learning of an Open-Weight Planner for Executable Video-Editing
RefineCut is introduced, which, unlike workflow systems that wrap a prompted frontier model, trains a compact open-weight planner for it, which matches or exceeds its frontier teachers.