Prof. Matthew Schwartz describes BootLoops, a toolkit designed to align AI capabilities with scientific research needs. By identifying "Claude-shaped" problems—quantitative challenges suited to LLM strengths—Schwartz built an open-source harness that helped Claude discover connections across physics, ecology, genetics, and other fields, addressing the impedance mismatch between what scientists need and what current AI does well.