来自 X · Motion Transfer

THE PROMPT ISN’T THE MOST VALUABLE PART OF A VIRAL AI VIDEO ANYMORE the

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THE PROMPT ISN’T THE MOST VALUABLE PART OF A VIRAL AI VIDEO ANYMORE

the motion is.

look at this clip:

girl runs across a rooftop → jumps several floors → hits a trampoline → backflips straight back onto the roof

you understand the entire setup in the first second and now your brain has to see the landing

normally you’d try to recreate something like this with a giant text prompt and pray the model understands the camera, timing and body movement

but there’s a much smarter way now

use the viral clip itself as the motion reference

Wan2.2 Animate can take a driving video like this and transfer the movement + expressions onto a completely different character

or use its character replacement mode and swap the person while keeping the original movement, scene and camera behavior

there’s already a native ComfyUI workflow for it, and people have open sourced full "trend copy" pipelines around the same idea

so the stack becomes:

1. find a format that already holds attention
2. use the original as driving motion
3. replace the subject / character
4. regenerate the creative around your own idea

no keyframing the stunt
no manually rebuilding the camera move
no hoping a text prompt invents the same physics
this is the part of AI video I think people are sleeping on

viral videos are slowly becoming motion templates.

the footage is disposable.
the movement is reusable.

workflows below 👇

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