A $100,000 prize pool anchors the new ARC White-Box Estimation Challenge. Hosted by AIcrowd, the contest tasks participants with improving estimation algorithms for random MLPs. This effort builds on recent research into wide random networks. Success here provides practitioners with better tools for analyzing model internals and improving AI safety interpretability.