One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence

Cesare Zavattari, Alessandro Tommasi, Giuseppe Prencipe

A single human must audit $N$ LLM agents under a budget of $B\ll N$ audits per round, guided by self-reported confidence that may be adversarially miscalibrated and by correlated…