Seamless loop: a hand placing and lifting a coffee cup performed once and returning exactly to the starting pose at the end. The final frame matches the first frame in subject position, camera position, and lighting — the loop point is invisible. Movement accelerates and decelerates smoothly within the cycle. Ambient audio looped to match.