Nam Phuong Ngo School of Law and Social Justice, University of Liverpool, Liverpool, UK Choice architecture design has become a defining feature of the digital economy, shaping how users interact with online platforms. Once designed to enhance usability, interface techniques now often exploit cognitive and emotional biases to steer behaviour – commonly known as dark patterns. While regulators increasingly recognise such practices, most legal frameworks still treat manipulatio