Wan First/Last Frame to Video. Uses WAN 2 with a two-stage sampling structure for 2 and 14B models, with progressive refinement from high noise to low noise to easily create state-transition videos of construction site photography. The system combines resolution adjustment features and conditional processing tools, capable of outputting cinematic clips with natural lighting and realistic effects at 16 FPS—ideal for professionals who need to visualize project progress.