Abstract All‐solid‐state lithium batteries (ASSLBs) are promising candidates for next‐generation energy storage due to their enhanced safety and energy density. Among solid‐state electrolytes (SSEs), argyrodite‐type Li 6 PS 5 X compounds offer economic advantages but suffer from limited ionic conductivity and electrochemical stability. In this study, we design a novel SSE, Li 5.5 P 0.94 Ta 0.06 S 4.5 Cl 0.75 Br 0.75 , featuring dual halide (Cl − /Br − ) occupation and Ta 5+ substitution to enhance conductivity and interfacial compatibility. The resulting SSE exhibits a high ionic conductivity of 12 mS cm −1 at room temperature. Inspired by Al corrosion passivation, it forms in situ self‐passivating interfacial layers, ensuring stability against both lithium metal anodes and high‐voltage cathodes. Batteries incorporating this electrolyte achieved 100% capacity retention over 200 cycles at 0.2C, and over 81% retention after 1200 cycles at 0.5C. Under high‐loading (30 mg cm −2 ) and N / P = 1.8 conditions, 81% capacity was maintained after 150 cycles. A 10 × 6 cm 2 pouch cell retained 96.4% of its capacity after 200 cycles. This work offers a viable route toward high‐performance, scalable ASSLBs using a single‐passivating electrolyte.