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The source film, Higgsfield and Kling
The hero is a real AI film. Three 10-second draft takes were generated with Kling 3.0 Turbo through the Higgsfield MCP at 720p, 16:9, from one carefully written prompt. The prompt follows three ground rules for scrub sources: one tempo only (slow super dolly-in, never mixing slow and sudden), a named subject and named movement, and a dark cinematic grade.
The takes were compared on their mid and final frames. Take 1 won because it ends on a single, bright, centred magenta bloom. Because scroll drives playback here, a one-way descent that blooms at the end reads better than a seamless loop. The winner was then upscaled to 2K with the ByteDance aigc preset before extraction, so the frames are crisp rather than stretched.