fig1

Figure 1. Performance-centered candidate selection and catalyst-state-aware trajectory control use different decision feedback. In a conventional performance-driven loop, catalytic performance is the primary feedback used to select the next candidate. In the proposed state-aware loop, the inferred catalyst-state population and its uncertainty are compared with the expected trajectory to redirect subsequent decisions on precursor selection, preparation, operating conditions, or measurement.