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AutoDesign introduces a meta-harness optimizer that recursively improves a code agent for long-horizon structured media generation, achieving state-of-the-art results on paper-to-poster synthesis and outperforming commercial systems like Claude Design on the new PosterBench benchmark.
PosterMELD is a template-conditioned multi-agent pipeline that converts academic papers into editable, print-ready posters, achieving 81.3% Print-Ready Rate with low cost, and is released with code and resources.