Given the complexity of dynamic profile in a catalytic cycle, precise fabrication of active sites with controlled atomicity and composition is ever-more fascinating but incredibly complex to achieve. Such catalyst discovery often relies on empirical screening guided by the influence of variations of the synthetic parameters on performance, which is time-consuming and unable to predict the catalyst response to a reactive environment. This calls for reliable methods to regulate the dynamic transformation between subnanometric species.