Everything Machines

A critical term attributed to Timnit Gebru and popularized in an interview with Emily M. Bender (JIME, 2025): large language models sold as universal "everything machines" are inherently unevaluable, because a sound assessment requires testing specific language pairs or task types rather than claimed versatility.