As data-driven methods, artificial intelligence, and automated workflows accelerate scientific tasks, we see the rate of discovery increasingly limited by human decision-making tasks such as setting objectives, generating hypotheses, and designing experiments. Cooperative agents can augment the role of humans and enable autonomous discovery.