Catalyst Discovery Becomes a Factory

ARPA-E is funding AI-guided catalyst programs that combine prediction, automated synthesis, and physical testing, while DOE is integrating AI, robotics, data, and experimentation across scientific facilities. The useful pattern is traceable throughput: each candidate should retain a lineage from model proposal through failed or successful experiment.