PaperWritingBench, a benchmark of 200 top‑tier AI conference papers, anchors PaperOrchestra’s evaluation. The multi‑agent framework flexibly transforms unstructured pre‑writing materials into submission‑ready LaTeX manuscripts. It automatically synthesizes literature, generates plots and diagrams, and writes coherent prose. Practitioners can cut drafting time by half, freeing researchers to focus on experiments and innovation.