We extend REINVENT's capabilities by the inclusion of an Active Learning System for approximating expensive oracle functions. Our AL framework is constructed as an external python script which takes as input REINVENT generated compounds as SMILES. Each RL epoch, REINVENT generates 𝑁 batch compounds via sampling from the current agent state.