I recently wrote a News and Views paper for Light: Science & Applications describing how femtosecond pulses from an ultrafast mode-locked fiber laser can be optimized in real time by combining single-shot spectral measurements with smart machine learning algorithms to actively control and drive the intracavity dynamics. You can access this here.