PaperWritingBench, a benchmark of 200 AI conference papers, tests PaperOrchestra's ability to turn raw research into LaTeX manuscripts. The multi‑agent system flexibly transforms unconstrained pre‑writing materials into submission‑ready manuscripts, adding literature synthesis and generated visuals. By automating literature reviews and diagram creation, researchers can focus on experimentation rather than drafting.