A new multi-agent system, Multi-Agent Fictitious Play (MAFP), addresses stance entanglement in decision-making by modeling stakeholder perspectives as agents. MAFP uses game-theoretic fictitious play to iteratively improve decisions through mutual best responses, outperforming baselines on tournament strength and robustness in competitive scenarios.