Sensor-based antithetic integral feedback converts simple repression into a biomolecular PI controller. Theoretical and computational analyses and experimental implementation with inteins in E. coli show rapid, robust, perfect adaptation and disturbance rejection over a broad dynamic range and favorable intrinsic and extrinsic noise.