Prof. Matthew Schwartz describes BootLoops, a toolkit developed with Claude to identify and solve "Claude-shaped" problems—quantitative science questions best suited to current LLM capabilities. By working with domain experts across ecology, genetics, physics, and other fields, BootLoops discovered technical connections and made substantive advances by matching AI strengths to scientific needs rather than forcing AI to work like human scientists.