A Training-free Iterative Framework for Long Story Visualization - arXiv
In a quiet studio, a digital artist named Elara struggled with a recurring problem: her characters never looked the same twice. She could prompt an AI to create a stunning knight in one frame, but in the next, the armor’s crest would change, or the knight’s face would morph into a stranger's. Her story was a collection of beautiful but disjointed moments. Then she discovered the framework. solpa.7z
Unlike the static tools she had used before, SOLPA didn't just guess what came next. It acted like a "Story-adapter," maintaining a "Global Reference" across every frame she generated. When Elara prompted for a scene of her knight entering a dark forest, the system looked back at the very first image—the reference—to ensure the etched gold on the pauldrons and the specific scar above the left eye remained perfectly consistent. Then she discovered the framework
The following story illustrates how this technology helps a creator turn a simple concept into a consistent visual narrative. The Weaver of Infinite Frames When Elara prompted for a scene of her