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 follows a recent ARC paper on wide random networks. Success here provides a concrete method for auditing the internal weights of complex models to ensure safety.