A $100,000 prize pool anchors the new ARC White-Box Estimation Challenge hosted by AIcrowd. Participants must improve estimation algorithms for random MLPs based on recent research. The competition starts this week with a warm-up round. This effort aims to refine the technical tools used for AI alignment and model interpretability research.