The Open-Box Fallacy: Why AI Deployment Needs a Calibrated Verification Regime

Published in arXiv preprint, 2026

A proposal for calibrating AI verification requirements to deployment risk rather than treating model transparency as a binary prerequisite.

Recommended citation: Phongsakon Mark Konrad, Tim Lukas Adam, Ane Cathrine Holst Merrild, Riccardo Terrenzi, Rebecca De Rosa, Toygar Tanyel, and Serkan Ayvaz. (2026). "The Open-Box Fallacy: Why AI Deployment Needs a Calibrated Verification Regime." arXiv preprint arXiv:2605.10601.
Download Paper