Additionally, we have demonstrated that the workflows can be reused, periodically monitored, and curtailed automatically based on arbitrary termination criteria -features with potentially large cost and time savings, both in computational and experimental research. Finally, we have developed and interfaced with parsers for extenal, legacy, or out-of-band data sources, aiding the transition from manual to automated labs by allowing ingestion of existing data, and its plotting along results obtained in-band.