AgNbO 3 (AN)-based lead-free antiferroelectric (AFE) ceramic materials have garnered significant research attention due to their distinctive AFE structures and potential applications in pulse dielectric capacitor devices. However, their inferior energy storage performance (ESP) has hindered further advancements in practical use. To address this challenge, we introduce a synergistic optimization strategy aimed at enhancing the ESP of AN-based ceramics. Initially, we incorporate Bi 3+ ions into the A-site and Ta 5+ ions into the B-site of the ABO 3 -structured AN crystal lattice. This deliberate modification leverages the smaller radius of Bi 3+ ions compared to Ag + ions, effectively reducing the tolerance factor and enhancing oxygen octahedral torsion, thereby stabilizing the AFE phase. Additionally, the hybridization of Bi 3+ ions' 6s orbitals with O 2− ions' 2p orbitals amplifies polarization. By finely adjusting the Nb 5+ /Ta 5+ ion concentration ratio to control the AFE and paraelectric phase content, we regulate the electric field-induced polarization and its response trajectory, ultimately improving the ESP of the materials while minimizing hysteresis. Comprehensive characterization of (Ag 0.955 Bi 0.015 )(Nb 1−x Ta x )O 3 ceramics was performed through X-ray diffraction refinement, temperaturedependent dielectric properties, and transmission electron microscopy, revealing the intricate interplay between atoms, structure, and properties. Our investigation culminates in demonstrating an ultrahigh recoverable energy storage density of 7.06 J/cm 3 and an energy storage efficiency of 75% at 470 kV/cm in (Ag 0.955 Bi 0.015 )(Nb 0.75 Ta 0.25 )O 3 ceramics, accompanied by exceptional temperature stability from room temperature to 140 °C. This systematic research lays the groundwork for fabricating AN-based ceramic capacitors with enhanced ESP through the synergistic optimization strategy.