Abstract Forecasting models are a central part of many control systems, where high-consequence decisions must be made on long latency variables. These particularly relevant for emerging artificial intelligence (AI)-guided instrumentation, in which prescriptive knowledge is needed to guide autonomous decision-making. Here we describe the implementation short-term memory model (LSTM) forecasting ...