Developing non-precious metal electrocatalysts with high activity and high chlorine (Cl–) corrosion resistance under industrial-scale current density remains challenging for large-scale seawater splitting. Targeting at this problem, we rationally design an amorphous cobalt-iron layered double hydroxides with the intercalation of borate anions (B4O5(OH)42--CoFe-LDH) grown over the crystalline sulfurized cobalt molybdate with sulfate-rich surface (SO42--CoMoO4) nanohybrid (B4O5(OH)42--CoFe-LDH/SO42--CoMoO4). Through sulfidation and amorphous/crystalline interface construction, multiple synergistic effects are induced, effectively modulating the electronic structure, enhancing accessible active site, and promoting electron transfer. The density functional theory calculations and in-situ spectroscopy measurements demonstrate that the integration of B4O5(OH)42--CoFe-LDH and SO42--CoMoO4 synergistically optimize the adsorption energy of intermediates, lower the reaction energy barrier, and facilitate the formation of CoOOH active species, enhancing the catalytic activity for oxygen evolution reaction. The unique B4O5(OH)42-/SO42- dual-anion layers block unfavorable adsorption of Cl– and contribute to increased resistance to Cl–, enabling long-term corrosion protection for stable seawater splitting. Inspiringly, the B4O5(OH)42--CoFe-LDH/SO42--CoMoO4 nanohybrid stably sustains the industrial current density (1 A cm-2) in alkaline simulated seawater for 720 hours, with only a minimal concentration of hypochlorite (ClO–, 0.0003%) in the electrolyte.