Through the PRISM: Principle-Aware, Interpretable, and Multi-Scale Evaluation of Visual Designs

ArXi:2606.00592v1 Announce Type: new Effective visual communication stems from the harmony of multiple design principles, such as readability, contrast, alignment, overlap, and coherence, which collectively govern clarity and intent of the communicator. While human designers reason holistically over these principles, machine agents typically condense them into a single heuristic score, offering limited interpretability and diagnostic precision. To address this gap, we