Beyond Self-Resolution: Settlement Factorization for Robust Natural Language Mechanism

Nicolas Della Penna

Language models increasingly mediate paid advice: agents submit open-ended forecasts, recommendations, plans, and evidence; a principal acts on the reports; and the mechanism later…