The global quest for fault-tolerant quantum computers is driving innovation across myriad scientific disciplines. While much focus is placed on building better qubits and mitigating noise, another crucial avenue is the development of advanced algorithms and simulation techniques. Aperiodic systems, such as quasicrystals with their unique, non-repeating yet ordered structures, are emerging as a surprisingly…