This paper presents energy optimization techniques for 6T SRAM cells targeting improved stability and reduced power consumption at low-voltage operations through innovative inverter structures. The proposed designs demonstrate a significant reduction in dynamic and static power dissipation compared to traditional 6T and 8T SRAM cells, achieving up to 54% dynamic power savings and 30% lower read/write power. Simulations validate that the new configurations maintain performance while using fewer word and bit lines, which enhances overall efficiency and reduces area requirements.