Exemplary embodiments relate to techniques for supplying increased power to an augmentation device without increasing battery size. For example, the load may be a motor that provides augmentation power to a joint of a prosthetic ankle, and which is generally powered by a battery. A reconfigurable electrical circuit may connect a supercapacitor in series with the battery to boost the power from the battery at times when a pulse of increased power is demanded. For instance, states of one or more switches of the electrical circuit may be changed in order to briefly disconnect the motor from the circuit just prior to a powered plantarflexion phase of a gait cycle of the ankle, and then to reconnect the motor to a reconfigured circuit to provide a power boost. The circuit may also be reconfigured to allow the battery to recharge the supercapacitor during periods of nominal power demand.