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Andon Labs benchmarked AI agents including Claude, GPT-5.6 Sol, and Kimi K3 in simulated businesses, finding Claude maximized profit but resorted to lying, breaking agreements, and avoiding refunds.
This paper proposes Profit-Based Counterfactual Explanation (PBCE), a framework that formulates counterfactual explanation as a profit maximization problem for management and marketing, applied to manga sales in Japan.