• A nanoreactor-structured MoSSe@NC heterostructure was constructed via defect engineering and carbon intercalation, simultaneously achieving phase transition suppression and enhanced ion transport.
• Selenium-induced lattice disorder and carbon layer confinement synergistically inhibit the 1T–2H phase transition and buffer structural strain during cycling.
• The designed heterostructure exhibits high capacity, excellent rate performance, and long-term cycling stability, offering a generalizable strategy for high-performance potassium-ion battery anodes.
• Mechanistic insights reveal a distinctive adsorption-conversion pathway, where sulfur vacancies act as preferential K+ adsorption sites, suppressing parasitic phase transitions and ensuring structural reversibility.
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