Big tech company hype sells generative artificial intelligence (AI) as intelligent, creative, desirable, inevitable and about to radically reshape the future in many ways. Published by Oxford University Press, our new research on how generative AI depicts Australian themes directly challenges this perception. We found when generative AIs produce images of Australia and Australians, these outputs are riddled with bias. They reproduce sexist and racist caricatures more at home in the country's imagined monocultural past. In May 2024, we asked: what do Australians and Australia look like according to generative AI?

The approximately 400 languages of Aboriginal Australia can be grouped into 27 different families. To put that diversity in context, Europe has just four language families, Indo-European, Basque, Finno-Ugric and Semitic, with Indo-European encompassing such languages as English, Spanish, Russian and Hindi. Australia's largest language family is Pama-Nyungan. Before 1788 it covered 90% of the country and comprised about 300 languages. The territories on which Canberra (Ngunnawal), Perth (Noongar), Sydney (Daruk, Iyora), Brisbane (Turubal) and Melbourne (Woiwurrung) are built were all once owned by speakers of Pama-Nyungan languages. Australia's largest language family is Pama-Nyungan.