The DiT forward swallowed video_position_offset_sec via **kwargs, so multi-segment rollouts never advanced the temporal RoPE phase between segments, causing ~1s audio/ video desync at each seam. Add the offset to the temporal position coords (mirrors hao-ai-lab/FastVideo#1422).