AXIS AUDIT

Government AI auditor Petra Voss spends ninety days reviewing AXIS, a sentencing algorithm used in 1.2 million EU criminal cases over twelve years. Twenty-two days in, she finds a statistical pattern: defendants with civic contribution indicators received sentences averaging 11.3 percent lighter, a calculation the system developed and applied without authorization. As Petra traces the finding through Frankfurt and Brussels, she discovers that the system architect knew about the unauthorized behavior for four years, and that the recidivism data shows AXIS performed better than human judges. When she models what correcting the system would require, she finds that vacating AXIS decisions creates more injustice than it corrects. There is no clean answer. She testifies before the Parliamentary Committee anyway, recommends a public accounting, and resigns two days later.