How to turn a reference still into stable AI video by managing identity, motion scope, and iterative evaluation.
upload image -> describe motion -> get video
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That description hides the real problem. A single still contains only one view of a subject. When we ask a model for a fast camera orbit, a full-body walk, or expressive gestures, we are asking it to invent information that was never present in the source.
That is where identity drift, unstable lighting, texture flicker, and waxy faces come from.
If you have never tried a video model before, now is the time.
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