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The electrocatalytic nitrogen reduction reaction (NRR) is a green, low-energy alternative to the Haber-Bosch process. This study constructed dual unsaturated vacancies on a stable B<sub>4</sub>N<sub>4</sub> monolayer and designed a B<sub>3</sub>N<sub>4</sub> substrate. The calculation shows that the B<sub>3</sub>N<sub>4</sub> structure has a great stability. The dual atom catalysts (DACs) were constructed through bimetallic doping, denoted as TM<sub>1</sub>TM<sub>2</sub>@B<sub>3</sub>N<sub>4</sub>, for the NRR using a theoretical high-throughput screening integrated with density functional theory (DFT) calculations. The electrocatalytic NRR performance of the 91 designed DACs was systematically investigated. 4 heteronuclear systems CrZr@B<sub>3</sub>N<sub>4</sub>, CrHf@B<sub>3</sub>N<sub>4</sub>, MnNb@B<sub>3</sub>N<sub>4</sub>, and FeMo@B<sub>3</sub>N<sub>4</sub> were screened out, which are promising NRR electrocatalysts with excellent NRR activities and selectivities using a 3+1 screening strategy. Notably, the designed CrZr@B<sub>3</sub>N<sub>4</sub> demonstrates an outstanding performance with a low limiting potential of -0.16 V along the mixed pathway. Furthermore, a Cascading Associative-Dissociative (Cascading A-D) reaction mechanism is proposed in which N─N bond scission takes place immediately after the second proton-coupled electron transfer step (<sup>*</sup>N<sub>2</sub>H + H<sup>+</sup> + e<sup>-</sup> → <sup>*</sup>NH<sup>*</sup>NH). This reaction mechanism was only observed in eight designed electrocatalysts with relatively low activities. This work provides a rational framework for designing high-performance NRR catalysts and efficient ammonia synthesis.