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Kerr-based mechanisms offer nearly instantaneous response but typically require high intracavity peak powers that are difficult to achieve with nanophotonic-compatible semiconductor gain. Conversely, semiconductor saturable absorbers enable strong nonlinear responses at low energies but are limited by their slow carrier dynamics. Here we break this trade-off by introducing quadratic-soliton mode-locking