Motion reference to transformed world
Start with a source performance or motion reference, replace the subject or setting, and show the transferred movement in a new generated scene.
The four frames are the beats of that post — Pika’s biggest, 1M views. Open the post →
A possible explanation, not measured causality: preserving recognizable timing or movement makes the transformation easy to compare and gives the generated result a concrete source.
Independent text-to-video generation, a still image with no motion reference, or a character swap without visible movement transfer does not fit.
Every video in these playbooks counts toward the 203 posts. A video in more than one playbook is counted once.
DomoAI · Video-to-anime earns the click before the tutorial · 35 posts
A source performance is visibly transformed into a new animated world while preserving the source movement.
Open playbook →Hailuo AI · Hailuo becomes the motion step · 76 posts
Upstream image and reference motion are transformed into controlled movement in a new scene.
Open playbook →Higgsfield · Build an AI UGC actor from one performance · 8 posts
The original talking-head performance supplies motion and background while the generated person replaces the subject.
Open playbook →Luma Dream Machine · Preserve the performance, replace the world · 20 posts
It starts from recognizable real movement, replaces the subject or setting, and verifies that the original motion survives in the transformed result.
Open playbook →Pika · Add anything to live footage · 17 posts
A source performance or footage is transformed with a new subject while preserving the scene motion.
Open playbook →Viggle AI · Finished motion → complete character workflow · 35 posts
The finished motion leads into the source image, controls, and reconstruction of the workflow.
Open playbook →Viggle AI · One image → any viral dance · 13 posts
A motion reference is paired with a fixed image and transferred into the generated body.
Open playbook →What varies: Performance-preserving world replacement, synthetic UGC actors, viral dance transfer, and character animation vary; realism or commercial usefulness is a creator claim unless separately evidenced.
Hailuo AI76
Viggle AI47
DomoAI35
Luma Dream Machine20
Pika17
Higgsfield8