Reusable GPT Image-to-Video Pipeline
Sniper_yoha · reddit · 2026-07-14
The author shares a reusable pipeline for "tiny world in trouble, big hand to the rescue" shots. The core is not nailing the first prompt but first generating an image quickly, then having the model help refine the prompt.
Pipeline Steps
- First, use GPT Image 2 to generate the first image—don't aim for perfect prompts in one go.
- Identify what's wrong with the first version, describe the fix in natural language, then ask the model to rewrite the prompt.
- Batch generate about 10 scenes with the same setup, then pick the best.
- Finally, feed selected stills into Seedance 2.0 for animation, keeping only one simple, clear action.
Author's Takeaways
- The truly reusable part is "describe how to fix, let model rewrite prompt" rather than manual prompt engineering.
- Lock scale, lighting, and composition in the stills before animating; video consistency is easier.
- Suitable for various "miniature world + giant object intervention" shots like floods, fires, collapsing shelves, rescuing cats, etc.
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