In order to realize high recovery stress and large recoverable compression strain, by drawing inspiration from the bow‐and‐bowstring principle, we designed the temperature switch and actuator separately to reduce the response temperature when the shape recovers, thereby improving the storage modulus of the actuator and recovery stress. Meanwhile, a self‐template method was used to synthesize shape memory polymer (SMP) which has an actuator with a honeycomb structure to further improve the recovery force. Compared with the loofah‐like interpenetrating network structure SMP (SMP‐L) obtained using the traditional method, the SMP with a honeycomb‐like actuator (SMP‐H) has three times higher recovery stress than SMP‐L. SMP‐H can lift loads more than 400 times its own weight and has three times higher recovery lifting stress than SMP‐L. SMP‐H also has self‐healing, reprocessing, and recyclable properties due to its special honeycomb‐like actuator. This new synthesis strategy could provide opportunities for the wider application of SMPs.