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When Is Delegated Play Truthful? Within-Range Regret and the Trilemma of Aligned Delegation

Advertisers delegate bidding to autobidders; users delegate tasks to language-model agents. A person describes what they want to an automated proxy that acts in a mechanism on their behalf. This is the revelation principle in production, and it forces a question classical theory assumes away: when is it optimal to desc...