Paired physics videos in which a single physical condition differs: every generator produces a physically correct true clip and a matched counterfactual clip violating exactly one constraint, plus a binary violation mask and a QA overlay. Five robot-arm manipulation generators and fifteen curated mechanical scenes, three cases each. 512×512 · 24 fps · 120 frames.