We Were Asking the Wrong Question: From Safety Classification to Alignment Detection in Multi-Agent Permission Systems. CS 522 (Data Management, ODU, Spring 2026), 17 pages, IEEE format.
Full empirical case for the safety-to-alignment reframe, including the five findings in the earlier study record with confidence intervals, methodology, and the multi-channel intervention decomposition. Course report; publication acceptance is not established here. A public report file is not linked.