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Meng et al. J. Mater. Inf. 2025, 5, 3  https://dx.doi.org/10.20517/jmi.2024.74  Page 19 of 25

               SUMMARY AND PERSPECTIVE
               Theoretical calculations play a crucial role not only in designing new catalysts but also in enhancing our
               understanding of reaction mechanisms. This insight provides meaningful guidance for creating efficient
               NRR catalysts capable of producing high-value-added chemicals. In this review, we have summarized recent
               theoretical advancements in SACs and SCCs for NRR.


               Compared to traditional catalysts, SACs and SCCs feature well-defined active centers, making them more
               conducive to studying reaction mechanisms. Their structured active sites allow theoretical predictions to
               align closely with experimental findings, deepening our understanding of catalytic processes. SACs, with
               their unique structural characteristics, offer exceptional NRR catalytic performance, though their low
               production efficiency presents challenges for large-scale synthesis. SCCs, a recent extension of SACs,
               provide higher atomic loading and more flexible active sites, where multi-center synergy can optimize the
               interaction of the reactant and intermediate with the active sites, enhance mechanistic clarity, and ultimately
               improve catalytic performance. However, note that SCCs are not always superior to SACs for NRR, as
               exemplified recently by DACs, where the anticipated advantages over SACs are not consistently observed
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               and are highly dependent on the specific properties of the metal .
               In general, the coordination and electronic structure of the metal center, along with interactions between
               the support and the metal, are essential in determining the activity and stability of SACs and SCCs.
               Although SACs and SCCs have shown great promise in NRR applications, their performance is still
               insufficient to meet the demands of commercial-scale production.


               With continuous in-depth study of the mechanism, we strongly believe that achievements in this field will
               continue to grow and inspire new advancements. Future breakthroughs in NRR catalyst development can
               focus on several areas, as outlined below.


               First, advancing the synthesis of high-loading DACs and TACs is critical and faces significant challenges.
               Achieving precise atom or cluster dispersion without aggregation becomes increasingly difficult at higher
               loadings. Furthermore, identifying and optimizing suitable precursors and dispersion vectors requires
               meticulous effort and innovation. To address these issues, developing more efficient and robust synthesis
               strategies is imperative. Additionally, in situ characterization techniques are needed to precisely define
               active centers, enabling atomic-level investigations of structure-activity relationships and catalytic
               mechanisms. Such studies will provide invaluable insights into the interplay between catalyst structure and
               performance, guiding the rational design of high-loading SACs and SCCs.

               Second, scaling the industrial application of SACs and SCCs presents formidable challenges, including high
               production costs driven by complex synthesis methods and the reliance on expensive precursors.
               Additionally, their stability and durability under rigorous industrial operating conditions require significant
               improvement. Future research will prioritize the development of cost-effective and scalable synthesis
               techniques alongside exploring novel support materials to bolster stability and longevity. Efforts will also
               optimize catalyst formulations tailored to specific industrial applications, ensuring both performance and
               practicality. As these technological advancements converge, SACs and SCCs are poised to transform
               industrial processes, unlocking new opportunities for efficient and sustainable energy conversion.

               Third, it is essential to integrate theoretical calculations with experimental design to accelerate the research
               cycle. By combining theoretical and experimental efforts, researchers can promote the rational design of
               electrocatalysts with optimized activity, selectivity, and durability, generating significant economic and
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