Herein, we present the preparation and properties of an ultrathin, mechanically robust, quasi-solid composite electrolyte (SEO-QSCE) for solid-state lithium metal battery (SLB) from a well-defined polystyrene-b-poly(ethylene oxide) diblock copolymer (SEO), Li 6.75 La 3 Zr 1.75 Ta 0.25 O 12 nanofiller, and fluoroethylene carbonate plasticizer. Compared with the ordered lamellar microphase separation of SEO, the SEO-QSCE displays bicontinuous phases, consisting of a Li + ion conductive poly-(ethylene oxide) domain and a mechanically robust framework of the polystyrene domain. Therefore, the 12 μm-thick SEO-QSCE membrane exhibits an exceptional ionic conductivity of 1.3 × 10 −3 S cm −1 at 30 °C, along with a remarkable tensile strength of 5.1 MPa and an elastic modulus of 2.7 GPa. The high mechanical robustness and the self-generated LiF-rich SEI enable the SEO-QSCE to have an extraordinary lithium dendrite prohibition effect. The SLB of Li|SEO-QSCE|LiFePO 4 reveals superior cycling performances at 30 °C for over 600 cycles, maintaining an initial discharge capacity of 145 mAh g −1 and a remarkable capacity retention of 81% (117 mAh g −1 ) after 400 cycles at 0.5 C. The highvoltage SLB of Li|SEO-QSCE|LiNi 0.5 Co 0.3 Mn 0.2 O 2 displays good cycling stability for over 150 cycles at 30 °C. Moreover, the exceptional robustness of SEO-QSCE enables the high-voltage solid-state pouch cell of Li|SEO-QSCE|LiNi 0.5 Co 0.3 Mn 0.2 O 2 with high flexibility and excellent safety features. The current investigation delivers a promising and innovative approach for preparing quasisolid electrolytes with features of ultrathin design, mechanical robustness, and exceptional electrochemical performance for highvoltage SLBs.