Increasing the number of objectives to optimise comes with its own set of challenges too, of course. In this work, we have only explored direct gradient-based optimisation within a local chemical space. However, the high dimensional chemical landscape of multiple, sometimes competing objectives becomes increasingly difficult to navigate using a gradient-