Potassium−sulfur (K−S) batteries are severely limited by the sluggish kinetics of the solid-phase conversion of K 2 S 3 /K 2 S 2 to K 2 S, the ratedetermining and performance-governing step, which urgently requires a cathode with facilitated sulfur accommodation and improved catalytic efficiency. To this end, we leverage the orbital-coupling approach and herein report a strong d−π coupling catalytic configuration of single-atom Co anchored between two alkynyls of graphdiyne (Co-GDY). The d−π orbital coupling of the Co−C 4 moiety fully redistributes electrons two-dimensionally across the GDY, and as a result, drastically accelerates the solid-phase K 2 S 3 / K 2 S 2 to K 2 S conversion and enhances the adsorption of sulfur species. Applied as the cathode, the S/Co-GDY delivered a record-high rate performance of 496.0 mAh g −1 at 5 A g −1 in K−S batteries. In situ and ex situ characterizations coupling density functional theory (DFT) calculations rationalize how the strong d−π orbital coupling of Co−C 4 configuration promotes the reversible solid-state transformation kinetics of potassium polysulfide for high-performance K−S batteries.