The prevailing research emphasis has been on reducing the critical switching current density (Jc) by enhancing the damping‐like efficiency (βDL). However, recent studies have shown that the field‐like efficiency (βFL) can also play a major role in reducing Jc. In this study, the central inversion asymmetry of Pt‐Co is significantly enhanced through interface engineering at the sub‐atomic layer of Ta, thereby inducing substantial alterations in the βFL associated with the interface. The βFL has shown a 123% increase, from −1.66 Oe/(MA cm−2) to ‐3.8 Oe/(MA cm−2). As a result, the multilayered Ta/Pt/Ta (0.3 nm insertion)/Co/Ta structure leads to a notable decrease in Jc, exceeding a remarkable 90% compared to the simpler Ta/Pt/Co/Ta structure, ultimately achieving a significantly low value of 2.7 MA cm−2. These findings pave the way for the development of highly efficient and energy‐saving spin‐orbit torque (SOT)‐based spintronic devices, where further optimizations in interface engineering can unlock even greater potential in terms of reduced power consumption and enhanced performance.