Highly active bifunctional electrocatalysts are crucial for improving the performance of rechargeable metal–air batteries. However, most reported bifunctional electrocatalysts feature poor electrocatalytic activity and stability toward oxygen reduction reaction (ORR) and oxygen evolution reaction (OER). Here, we have reported the first-ever study of an effective one-step reduction-assisted exfoliation method to exfoliate bulk vanadium-doped cobalt hydroxide (V-doped Co(OH)₂, denoted as V-Co(OH)₂) into ultrathin nanosheets with abundant oxygen vacancies (V-Co(OH)₂-O_v) and simultaneously anchor them with highly dispersed ultrafine Pt nanoparticles (NPs) with a nominal size of 0.8–2.4 nm (denoted as Pt/V-Co(OH)₂-O_v). The Pt/V-Co(OH)₂-O_v catalyst exhibits improved catalytic performance in ORR/OER. X-ray absorption spectroscopy analysis and theoretical calculations reveal the strong interfacial electronic interactions between Pt NPs and V-Co(OH)₂-O_v, which synergistically improves oxygen intermediates’ adsorption/desorption, enhancing the ORR and OER performance. Using Pt/V-Co(OH)₂-O_v as a catalyst in the air cathode, a hybrid sodium–air battery displays a record value of an ultralow charging–discharging voltage gap of 0.07 V at a current density of 0.01 mA cm^–2 with remarkable stability of up to 1000 cycles. This reduction-assisted exfoliation approach provides a new strategy to generate oxygen vacancies in metal hydroxides, which act as anchoring sites for deposition of sub-nanometal NPs via a strong interfacial effect.