I will review advances to beat standard metrological limits when the quantum system is explicitly time-dependent. In general both coherent control and adaptive strategies are required to unlock these advantages. Examples will be given in qubit systems and experiments discussed. Recent advanced using variational methods and applications to many-body systems will also be discussed.