Solid-state lithium metal batteries are promising next-generation batteries for both micro-scale integrated electronic devices and macro-scale electric vehicles. However, electrochemical incompatibility between electrolyte and electrodes causes continuous performance degradation. Here, we report a unique design of a double-layer composite solid-state electrolyte (D-CSE), where each layer, composed of both polymer and ceramics, is electrochemically compatible with its contacting electrode (Li anode or LiCoO2 cathode). The D-CSE has a small thickness (50 mu m), high thermal stability (up to 160 degrees C without noticeable deformation), and good flexibility even at a high ceramics content (66.7 wt%). Large-area self-standing film can be obtained by a facile coating route. The electrolyte/electrode interface can be further enhanced via forming a soft interface by in-situ polymerization. Quasi-solid-state Li vertical bar D-CSE vertical bar LiCoO2 coin cells with the cathode-supported D-CSE can deliver a high initial discharge capacity of 134 mAh g(-1) and a high capacity retention of 83% after 200 cycles at 0.5 C and 60 degrees C. Quasi-solid-state Li vertical bar D-CSE vertical bar LiCoO2 pouch cells (designed capacity 8.6 mAh) with the self-standing D-CSE have a high retention of 80% after 180 cycles at 2 mA charge and 4 mA discharge. At a high cathode loading (19.1 mg cm(-2)), the Li vertical bar D-CSE vertical bar LiCoO2 pouch cell still can be stably cycled, and can withstand abuse tests of folding, cutting and nail penetration, indicating practical applications of the D-CSE. (C) 2022 Science Press and Dalian Institute of Chemical Physics, Chinese Academy of Sciences. Published by ELSEVIER B.V. and Science Press. All rights reserved.