This study developed a synergistic system based on hazardous solid waste-AWM, integrating harmless treatment, resource recovery, and microbially induced carbonate precipitation (MICP) for sand fixation. Single-factor and orthogonal experiments were conducted to optimize KOH alkaline and H3PO4 acid treatment conditions, achieving efficient detoxification of AWM. The treated solid residue and liquid product were further utilized to prepare solid and liquid soil conditioners, which significantly improved the physicochemical properties of aeolian sand and promoted the growth of Mongolian ice grass. MICP technology was incorporated to induce the formation of a mineralized crust on the sand surface, thereby enhancing structural stability and wind erosion resistance. The optimal alkaline treatment conditions were 1.75 mol/L KOH, 70 °C, a solid-liquid ratio of 1:20, and 120 min, while the optimal acid treatment conditions were 3 mol/L H3PO4, 90 °C, a solid-liquid ratio of 1:20, and 150 min. After acid-base coupling treatment, the B1a content in AWM was decreased from 240.18 mg/kg to 0 mg/kg. Under the optimal application conditions (17.3% amendment addition, 0.24 mol/L binding solution, and four spray cycles), the treated sand achieved a cohesion of 14.23 kPa, an internal friction angle of 11.82°, and a CaCO3 production of 12.2 g/kg. These results indicate significantly improved structural stability and wind erosion resistance, with plants exhibiting maximum specific root length and enhanced growth performance. This study bridges fermentation waste valorization, microbial mineralization, and sand stabilization, providing a cost-effective strategy for desertification control and a new paradigm for full-scale utilization of multi-source fermentation waste.