Carnegie Mellon University is working with startup Emerald Cloud Lab Inc. to build a $40 million science laboratory designed to automate lab experiments with robotics and artificial intelligence.

Last year, in July, Reine Protacio’s experiments suddenly stopped working. Every scientist encounters baffling results from time to time; you chalk it up to error, repeat the experiment, and hope for ...