A $100,000 prize pool anchors the new ARC White-Box Estimation Challenge. Hosted via AIcrowd, the contest tasks participants with improving estimation algorithms for random MLPs. This effort builds on recent ARC research into wide neural networks. Success here provides practitioners with more precise tools for analyzing model behavior and internal weights.