The investigation of novel clusters incorporating gold (Au) has garnered escalating attention due to their intriguing architectures and experimental synthesis feasibility. In this study, a large-size gold-aluminum alloy clusters with an icosahedral B12 as core, specifically the B12@Al12Au60 cluster, was proposed and demonstrated remarkable stability as ascertained through first-principles calculations. The core-shell assembly, B12@Al12Au60, exhibiting I symmetry, is characterized by the incorporation of an icosahedral B12 motif within the outer shell of Al12Au60 framework. Through thorough analysis encompassing vibrational frequency and molecular dynamics simulations, the structural stability of the core-shell B12@Al12Au60 is thoroughly investigated. The electronic characteristics are probed through adaptive natural density partitioning analysis, revealing the presence of 66 multi-center two-electron σ bonds distributed across the entirety of the core-shell configuration. Furthermore, scrutiny of distinct dimeric configurations composed of the core-shell B12@Al12Au60 underscores their relative autonomy, potentially engendering prospects for applications within cluster-assembled materials.