We are developing a quantum driven simulation workflow for biochemical problems linked to human health, focusing on large, weakly correlated systems such as biomolecular condensates. Accurate quantum sub calculations feed a machine learning model to capture dynamics and connect to rare event sampling. The aim is a reliable approach that can extend across biomolecules.