an autonomous pipeline extracts each paper's open question and reproduces its method as the baseline, then scores an AI scientist against what the human authors achieved; the first 1,000 verified environments are released. Frontier AI scientists already surpassed the human researchers 74% of the time, and as a training ground the world raised a small model's research ideation by 158%, to frontier level.