Fig. 2: Closed-loop system for autonomous optimization in batch.

The three main components to enable this closed loop include (1) ChemOS to coordinate experiments and data-driven approaches, (2) Chemspeed SWING for automated experimental setup, and (3) Agilent 1100 to characterize the experimental outcomes.