See Before You Code: Learning Visual Priors for Spatially Aware Educational Animation Generation

ArXi:2605.15585v1 Announce Type: new Large language models can generate executable code for educational animations, but the resulting renders often exhibit visual defects, including element overlap, misalignment, and broken animation continuity. These defects cannot be reliably detected from the code alone and become apparent only after execution.