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 warm-up round starts this week. This contest targets technical gaps in model interpretability, offering a concrete benchmark for researchers focusing on AI alignment and safety.