T he document before us—recovered from the forum r/ChatGPT, where enthusiasts of the machine gather to discuss, with an earnestness that would embarrass the machine itself were it capable of embarrassment, the various purposes to which it might be put—announces itself with the salutation "Hello!" and concludes with the valediction "Enjoy!", a pair of brackets within which something has been deposited that the author believes to be useful. The specimen is a "prompt chain" for overcoming procrastination, consisting of five discrete instructions to be fed, one at a time, into a large language model, which will then return to the petitioner a series of encouragements, stratifications, and gamification schemes designed to dislodge him from whatever paralysis has settled upon his afternoon. The author has included placeholder variables, formatting conventions, a tilde-based delimiter system, and embedded hyperlinks to a commercial service called Agentic Workers, where the chain may be "automatically queued" for those who find the manual process of copying and pasting five sentences into a text field to be, itself, an insuperable obstacle.

One must pause here, as one pauses before any construction whose load-bearing walls have been installed upside down, to admire the structural achievement. The intended reader is a person who cannot bring himself to begin a task. The remedy offered to this person is: begin a different task—specifically, the task of writing detailed instructions to a machine about the task one cannot begin, having first replaced placeholder variables with actual details, having understood the tilde delimiter system, having navigated to the correct interface, and having elected whether to execute the prompts manually or to learn and employ a third-party queuing tool operated by the same commercial entity that, by remarkable coincidence, authored the chain. The procrastinator, who could not do one thing, is now invited to do seven things, each more administrative than the last, before arriving at the place from which he might have simply started.

This is not, one hastens to note, a novel literary form. The productivity genre has for decades operated upon a principle that might be called the preparatory infinite regress: the sufferer who cannot act is given a system for acting, the system requires its own mastery, the mastery becomes the new arena of failure, and a subsequent system is required to address it. What distinguishes the present specimen is that the regress has been mechanised. Formerly, the procrastinator purchased a book about productivity, which he did not read, and placed it upon a shelf beside the other books about productivity he had not read, and the shelf itself became a monument to intention—handsome, silent, voluntarily acquired. Now, the procrastinator does not even purchase a book. He constructs, or rather is given, a sequence of imperatives to feed into an apparatus that will return to him sentences of the following representative character: "Break it into 3-5 tiny, actionable steps and suggest an easy way to start the first one." The machine, one may be certain, will comply. It will break the task into steps. It will suggest an easy way. The steps will arrive decorated with the motivational apparatus—"Getting started is half the battle," "Momentum is the antidote to procrastination"—that the author has already embedded in the prompts themselves, such that the machine's contribution is largely to rephrase what it has been told to say, a ventriloquist's dummy whose ventriloquist is also a dummy.

The five prompts deserve individual attention, though they do not individually deserve much. The first asks the machine to decompose a task. The second asks it to prioritise a list. The third—here one's admiration for the genre's ingenuity swells—asks the machine to "gamify" the task by inventing "a challenge, a scoring system, and a reward." One imagines the machine proposing that for every paragraph of one's quarterly report, one awards oneself fifteen points and a biscuit, and upon reaching sixty points, one may take a walk. The fourth prompt requests a "pep talk," which is to say, the machine is asked to simulate concern. The fifth asks it to psychoanalyse the procrastination itself, to "uncover the root cause"—a therapeutic aspiration that, even amongst trained practitioners of psychology, typically requires more than a single sentence of instruction and rather more context than a placeholder variable can supply.

The section titled "Reminder About Limitations" is perhaps the specimen's most accomplished passage, in that it reminds the reader of no limitations whatsoever. It informs him that the chain "assumes that the key to breaking procrastination is starting small," which is not a limitation but a premise, and that he "can adjust the 'gamify' and 'pep talk' steps as needed," which is not a caveat but a permission. A genuine reminder about limitations might note that a language model cannot know why you are afraid to begin, that its encouragements are syntactic events rather than acts of care, or that the construction of elaborate preparatory rituals is itself among the most ancient and recognisable forms of the very ailment under treatment. But such a reminder would be, in the commerce of the forum, unsporting.

What we have, then, is a production in which slop begets slop in a cycle of pristine self-reference: the machine produces motivational language, the human produces instructions for the machine to produce motivational language, the commercial entity produces a tool to automate the production of instructions, and the task—the original task, the one that wanted doing—recedes into a warm fog of activity about activity, managed, optimised, gamified, and permanently deferred.