1 Introduction Substance use disorders (SUDs), including alcohol use disorder (AUD), demonstrate how neurobiological changes can undermine behavioural control by disrupting action-outcome contingency. This process allows behaviour to be flexibly updated when an action no longer produces its expected outcome [1]. This disruption extends beyond habitual seeking and may help explain persistent substance use despite adverse consequences, a defining feature of addiction [2, 3].
