Does telling your agent to plan ahead actually help? It's standard practice to add a "plan ahead" or "think about the other players" instruction to an agent's prompt. In auctions and matching markets, this Harvard-MIT paper finds that those prompts make play worse overall. The
Harvard-MIT paper: ‘plan ahead’ prompts worsen AI agent play
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