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GPT-5 demonstrated a 40% reduction in cell-free protein synthesis (CFPS) costs through closed-loop experimentation with Ginkgo Bioworks' cloud laboratory, testing over 36,000 unique reaction compositions and achieving novel, robust formulations in just three rounds of optimization.