A reinforcement learning approach adapted from Schreck et al. was applied to create policy 'decision makers' towards identification of the optimal reaction routes. Optimisation workflow shown in Figure was conducted in 20 iterations to optimise the decision-making process and provide promising policy models. The policy model was later used to suggest near-optimal reaction routes for target molecules from the reactions pool. To compare the impacts of