Black-Box Reliability Certification for AI Agents via Self-Consistency Sampling and Conformal Calibration

arXiv:2602.21368v1 Announce Type: cross Abstract: Given a black-box AI system and a task, at what confidence level can a practitioner trust the system's output? We …