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The orientation must be incentive compatible — truthful participation must dominate deception for every participant type, human or AI.
Leoholds
“If preference instability in frontier AI makes mechanism design assumptions formally inapplicable, this commitment narrows to human participants only and the AI-facing orientation needs a different design principle.”
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