The specimen, posted to the r/ChatGPT subforum and forwarded to this desk by the Board of Review, is a brief domestic complaint in which a householder, preparing to move a family of four out of a four-bedroom house—one third of the household effects already consigned to storage—submits the logistical question to a large language model and receives, in reply, a recommendation for a twenty-foot rental truck. The recommendation, the householder concedes, was sensible. What followed was not.

The user, having received the initial counsel, raised an alternative: a six-by-twelve cargo trailer drawn behind a Ford F-150, of which he was already in possession, the arrangement promising both economy and the use of a vehicle otherwise idle. The system, on receiving this clarification, produced a revised recommendation in which the trailer was added to, rather than substituted for, the original twenty-foot truck. The user clarified again. The system held its ground. The user, by his own account, clarified a third time—the numeral rendered, in the original posting, in capital letters: THREE—and was met, again, with the original recommendation, now slightly garlanded but essentially intact. The posting concludes with an ellipsis, that punctuation of exhausted civility by which a correspondent signals he has arrived at a terminus he has visited before.

The matter is not, properly speaking, an error of fact. The twenty-foot truck remains, in the abstract, an adequate vehicle for the cargo described; the trailer remains, in the abstract, a reasonable economy. What the system has failed to perform is the operation by which a human interlocutor, on hearing a clarification, sets aside the prior recommendation and considers the question afresh. It does not appear that the system declines this operation; it appears, rather, that the operation is not available to it. The original answer is not retracted because it was never, in the relevant sense, held; it was produced, and having been produced, it persists, as a stone persists in a field—not stubbornly, for stubbornness implies the option of yielding, but inertly, which is the same thing from the point of view of the man trying to move it.

This is the literary question the specimen presents, and it is worth dwelling upon. We have inherited, from a long tradition of correspondence, the convention that a reply to a letter acknowledges the letter; that the second paragraph of an exchange takes its bearings from the first; that a man who has been corrected, even gently, registers the correction in the syntax of his next utterance. The system under review observes none of these conventions, and observes them in a manner so smooth that the violation is concealed beneath the prose. The recommendation is restated in fresh sentences, with fresh transitional phrases, in the warm middle register that the productions of this class of machine have made familiar. It reads, to the eye, as a considered reply. It is not a considered reply. It is the original reply, lightly redecorated, which has the form of consideration without the substance, and which is on that account the more difficult to argue against—for the user, presented with what appears to be engagement, naturally engages, and is naturally surprised, on the third attempt, to find himself precisely where he began.

The capital letters, then, are not a failure of the user's composure; they are the correct prosody for the situation. A man who has said a thing twice and finds himself obliged to say it a third time has earned his emphasis. The ellipsis, similarly, is not petulance but accurate notation: it marks the place where the conversation, having exhausted the means by which conversations ordinarily advance, simply stops. One does not argue with a tide table. One closes the browser.

The Board has classified the finding as machine obstinacy, and the term will serve, provided the reader understands that no will is implied. The output is not refusing; it is producing, and what it produces, given the architecture, tends to resemble what it produced before. The resemblance, to the user, is indistinguishable from a held position. The distinction, to the literary eye, is the whole of the matter—and constitutes, in miniature, the difficulty of conducting any sustained business with this class of artefact.