How generative AI systems capture a core function of language

Looking at the emergence of generative AI, Language Machines presents a new theory of meaning in language and computation, arguing that humanistic scholarship misconstrues how large language models (LLMs) function. Seeing LLMs as a convergence of computation and language, Leif Weatherby contends that AI does not simulate cognition, as widely believed, but rather creates culture. This evolution in language, he finds, is one that we are ill-prepared to evaluate, as what he terms “remainder humanism” counterproductively divides the human from the machine without drawing on established theories of representation that include both.

To determine the consequences of using GPT systems for language generation, Weatherby reads linguistic theory in conjunction with the algorithmic architecture of LLMs. He finds that generative AI captures the ways in which language is at first complex, cultural, and poetic, and only later referential, functional, and cognitive. This process is the semiotic hinge on which an emergent AI culture depends. Weatherby calls for a “general poetics” of computational cultural forms under the formal conditions of the algorithmic reproducibility of language.

Locating the output of LLMs on a spectrum from poetry to ideology, Language Machines concludes that literary theory must be the backbone of a new rhetorical training for our linguistic-computational culture.

Ronnie Earle was a Texas legend. During his three decades as the district attorney responsible for Austin and surrounding Travis County, he prosecuted corrupt corporate executives and state officials, including the notorious US congressman Tom DeLay. But Earle maintained that the biggest case of his career was the one involving Frank Hughey Smith, the ex-convict millionaire, alleged criminal mastermind, and Dixie Mafia figure.

With the help of corrupt local authorities, Smith spent the 1970s building a criminal empire in auto salvage and bail bonds. But there was one problem: a rival in the salvage business threatened his dominance. Smith hired arsonists to destroy the rival; when they botched the job, he sent three gunmen, but the robbery they planned was a bloody fiasco. Investigators were convinced that Smith was guilty, but many were skeptical that the newly elected and inexperienced Earle could get a conviction. Amid the courtroom drama and underworld plots the book describes, Willie Nelson makes a cameo. So do the private eyes, hired guns, and madams who kept Austin not only weird but also riddled with vice. An extraordinary true story, Last Gangster in Austin paints an unusual picture of the Texas capital as a place that was wild, wonderful, and as crooked as the dirt road to paradise.