• This review establishes a unified conceptual framework for closed pores in hard carbon anodes, clarifying their origin and structural characteristics.
• It systematically correlates closed pore features with sodium storage behavior, proposing design principles for directional pore regulation.
• Advanced modification strategies integrating molecular-level design and kinetic/thermodynamic analyses are highlighted for performance optimization.
• The insights aim to accelerate commercialization of hard carbon anodes for high-energy-density sodium-ion batteries.
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