The remainder of the paper is structured as follows. Firstly, we present the methodology for our phase-stability guided MaxProQQ designs, including details for featurising our liquid formulations and training predictive stability classifiers. We then show in the Results and Discussion section, that we have been able to optimise our systems towards phase stability and