Active learning directed experimentation. Finding low total amphiphile concentration compositions that reliably form vesicles informs our understanding these systems as precursors to life in dilute pools on the early Earth. We used a human-in-the-loop active learning approach, in which human experts set the concentration bounds to explore and the formation of vesicles, with concentrations as low as 7.2 mM.