"However, as I processed these images through computer vision techniques, this revealed failures in the form of generalisations and stereotypes, uncovering systemically embedded prejudice within commercial AI tools." Desert scenes were interpreted as military operations, for example, and AI cannot decide if a hijab is "a poncho", a "costume" or