• A trace electrolyte additive (sulfobutyl-grafted β-cyclodextrin) self-assembles into an interconnecting molecular interface on zinc anodes, enhancing Zn2+ transference number and homogenizing deposition sites.
• The interface accelerates desolvation of hydrated Zn2+ and suppresses parasitic reactions, achieving 99.7% Coulombic efficiency and ~30-fold increase in operation lifetime.
• Zinc-ion hybrid supercapacitors with the modified anodes deliver 20,000-cycle stability and improved rate capability, bridging high energy and power densities.
• This scalable interface engineering strategy offers a promising route to ultrastable, fast-kinetics zinc anodes for next-generation aqueous energy storage.
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