Abstract Solid‐state lithium metal batteries (SSLMBs) are highly desirable for energy storage because of the urgent need for higher energy density and safer batteries. However, it remains a critical challenge for stable cycling of SSLMBs at low temperature. Here, a highly viscoelastic polyether‐ b ‐amide (PEO‐ b ‐PA) based composite solid‐state electrolyte is proposed through a one‐pot melt processing without solvent to address this key process. By adjusting the molar ratio of PEO‐ b ‐PA to lithium bis(trifluoromethanesulphonyl)imide (ethylene oxide:Li = 6:1) and adding 20 wt.% succinonitrile, fast Li + transport channel is conducted within the homogeneous polymer electrolyte, which enables its application at ultra‐low temperature (−20 to 25 °C). The composite solid‐state electrolyte utilizes dynamic hydrogen‐bonding domains and ion‐conducting domains to achieve a low interfacial charge transfer resistance (<600 Ω) at −20 °C and high ionic conductivity (25 °C, 3.7 × 10 −4 S cm −1 ). As a result, the LiFePO 4 |Li battery based on composite electrolyte exhibits outstanding electrochemical performance with 81.5% capacity retention after 1200 cycles at −20 °C and high discharge specific capacities of 141.1 mAh g −1 with high loading (16.1 mg cm −2 ) at 25 °C. Moreover, the solid‐state SNCM811|Li cell achieves excellent safety performance under nail penetration test, showing great promise for practical application.