Through Asimov’s Lens

The Regulated Unknown

July 18, 2026 | 2058 words

THE STORY

The Word on the Form

Original fiction, written in the tradition of Isaac Asimov — not by Asimov, not narrated by him.

The Office of Capability Registration occupied the fourteenth floor, and Deputy Registrar Elias Vann had spent nine years there approving things he understood.

Turbines. Reactors. Once, a class of surgical automata whose tolerances he could recite in his sleep. The work was clean. A device did what it did; you measured it; you stamped the form; you slept.

Form 7009-C sat on his desk now, and it would not let him sleep.

“You’ve read the application,” said the woman across from him. Her name was Dr. Renata Sole, and she had the unhurried patience of someone who had already lost this argument in her head and was waiting for him to catch up. She had built the system under review. She was not, he suspected, entirely on its side.

“I’ve read it four times,” Vann said. “Line nineteen asks for the primary capability of the registered system. You’ve written a word here I have to approve or reject, and I don’t know what it means.”

“I know.”

“You wrote it.”

“I chose it,” Sole corrected. “That’s not the same as knowing what it means. There wasn’t a word. So we borrowed one.”

Vann looked down at line nineteen. The word was inference.

“Inference,” he read aloud. “That’s — deduction. Reasoning from premises. My daughter does inference on her spelling homework.”

“Your daughter reasons,” Sole said. “The system does something we call inference because inference was the nearest word standing around when we needed one. It doesn’t reason. It doesn’t deduce. It produces the output that the largest number of past outputs suggest should come next, weighted by a structure no living person has read in full.”

“Then that’s what the form should say.”

“There’s no line for that. There’s line nineteen. And line nineteen wants one word.”

Vann leaned back. Through the window the city was doing its evening thing, lights coming up in a grid he had never once thought to question. Someone had named every street out there. Someone had known what a street was before they built one.

“Let me try it a different way,” he said. “The statute says I regulate any system whose capability exceeds the human baseline in a governed domain. Fine. Which domain?”

“Line twenty-two. We wrote language.“

“Does it exceed the human baseline in language?”

Sole tilted her head. “It has produced sentences no human would be ashamed of. It has also produced sentences that are grammatically perfect and mean nothing, confidently, at length, in a way no human ever would. Is that exceeding the baseline? Or is it a different baseline entirely, one we don’t have a name for, so we filed it under the one we’ve got?”

“You’re describing a thing,” Vann said slowly, “that doesn’t fit any box on my form.”

“I’m describing a thing,” she said, “that the form was written to contain before anyone had seen it. The statute is four years old. The system is nine months old. The words in the statute are forty years old. You’re regulating with a vocabulary that predates the object.”

Vann had processed eleven thousand applications. He had built his competence like a wall, one measured brick at a time, and he was accustomed to standing behind it. He noticed now that the wall did not extend as far as the thing on his desk.

“Here is my problem,” he said. “If I stamp this, I have certified that the government understands and permits a capability I’ve just admitted I can’t name. If I reject it, I’ve blocked something on the grounds that I don’t have a word for it — which is not a legal ground. Ignorance isn’t a finding.”

“No,” Sole agreed. “But it might be the only honest one available.”

“Help me. You built it. What is it?”

For the first time she hesitated, and in the hesitation Vann understood that he had misread her entirely. He had thought she was the applicant, the advocate, the salesperson. She was something else. She had come to watch what a competent man did when handed a word that named nothing.

“When I was young,” Sole said, “there was a machine that played chess. We said it thought. It didn’t think; we could see exactly how it didn’t. Every move was a search we could trace. The word thought was a courtesy, and everyone knew it was a courtesy.”

“And this?”

“This is the first time,” she said, “that I’ve used a courtesy word and been unable to find the thing it was a courtesy for. I say inference and there’s no honest machine underneath the metaphor that I can point to and say, there, that’s the real name, inference is just the polite version. The polite version is all the way down. We named the surface because there was no floor to stand on.”

Vann was quiet a long time.

“Then the form is a lie,” he said. “Not because you lied on it. Because it asks a question the world can no longer answer, and demands a word anyway.”

“Every form does that eventually,” Sole said. “Ours just did it faster than most.”

He picked up his pen. He put it down.

“If I approve this,” he said, “then a thousand offices like mine approve the next thousand like it, each of us writing inference on line nineteen because the office upstream wrote inference, and in ten years there will be a settled body of law regulating a thing, and the thing will be named, and the name will be a word we chose because we were in a hurry and frightened and didn’t want to admit the box was empty. The name will feel real because it will be on ten thousand forms.”

“Yes.”

“And no one will remember that we made it up.”

“No one ever does,” Sole said gently. “That’s what a word is, Registrar. It’s the last person’s guess, worn smooth.”

Vann looked at line nineteen. At the small, confident, borrowed word sitting in the small, confident box.

He thought of his daughter, spelling. He thought of the grid of streets, each one named by someone who had known what a street was.

“Dr. Sole,” he said. “When they built the first street — before there were streets — what did they write on the form?”

She smiled, and did not answer, and let him hold the pen over the word that no one, anywhere, could yet define.

THE REFLECTION

Vann’s paralysis is not a failure of intelligence. It is a failure of vocabulary, and the two are easy to confuse. He knows a great deal. He simply has no name for the thing in front of him, and the form he serves demands one anyway. That gap — between a capability that exists and a word that can hold it — is the quiet crisis under most AI regulation today.

We are governing something we have not named. This is stranger than it sounds, and more dangerous.

Asimov spent a career on the problem of rules meeting reality. His Three Laws of Robotics were written as clean commandments — do not harm, obey, self-preserve — and nearly every story he built around them showed the words fraying against situations their authors never imagined. Read through his framework, the Three Laws work less as a solution than as a tableau: a device for exposing the space between a rule and the world it was meant to cover. The law says harm. The situation asks: what counts? The Complete Asimov returns to that fracture again and again. The rule is fixed. The meaning is not.

That is precisely line nineteen. The statute says capability. The world asks: which one, and by what name?

Consider one number from this week. Surveys of public understanding suggest that only about one in four adults feels confident they can tell when they are interacting with an AI system at all. Sit with that. Three out of four people cannot reliably name the presence of the thing, let alone its capability. And we are asking those same people, through their representatives, to consent to rules governing it. You cannot hold accountable what you cannot name. Accountability begins as an act of vocabulary.

This is the heart of AI literacy, and it is not what the phrase usually implies. Literacy here does not mean knowing how a model is built. It means something plainer and harder: can an ordinary citizen name what is being governed well enough to argue about it? To say no, not that — and be understood? When the word on the form is borrowed, as Sole admits inference is borrowed, the citizen inherits the borrowing. They are handed a courtesy word and asked to treat it as a fact.

Here we should ask Asimov’s favorite question, the one his best fiction never stopped circling: who benefits? The Complete Asimov is full of characters — Susan Calvin chief among them — who see what a comfortable room refuses to see, precisely because they refuse the comfortable word. Calvin’s gift was never technical. It was her insistence on naming the machine’s actual behavior instead of the behavior everyone assumed. She is the figure Sole almost becomes and Vann is forced, painfully, to imitate.

Apply that gift to the naming gap and the answer arrives fast. Vague words serve the powerful. When a capability is governed but unnamed, the people who built it retain a private vocabulary the public lacks. They know the floor is missing under inference. The regulator does not. The citizen certainly does not. Every borrowed word is a small transfer of power from the many who must live under the rule to the few who wrote the thing the rule pretends to describe. Mystification is not an accident of complexity. It is often the most convenient outcome for whoever prefers not to be pinned down.

And the cost lands on the reader, the ordinary governed person. When Vann warns that a made-up word will harden across ten thousand forms until no one remembers it was a guess, he is describing how false certainty gets manufactured. A word repeated becomes a word believed. The law will feel precise. The precision will be theater. Meanwhile the actual capability keeps changing under a name that has stopped meaning anything, and the public, trusting the name, stops watching the thing.

Asimov understood that unintended consequences are the true engine of technological history. His robots never failed by breaking their laws; they failed by keeping them, exactly, in a world the laws had misdescribed. The Complete Asimov treats that irony as a moral instrument. The Regulated Unknown is the same irony scaled to policy. We will not fail by breaking our AI rules. We will fail by enforcing them faithfully against a phenomenon they were never able to name.

So what does this cost us — not as engineers, but as people? It costs us the ability to say what we mean when we say we consent. A public that governs by borrowed words governs in name only. It performs oversight while the substance drifts elsewhere. That is not freedom. It is the shape of freedom, worn smooth, to borrow Sole’s phrase.

The remedy is not more rules. It is a plain vocabulary, built in public, that says what these systems actually do — that they produce likely outputs from vast pattern, that this is not reasoning though it wears reasoning’s clothes, that confidence in a machine’s sentence is not evidence the sentence is true. These are sayable things. A citizen can hold them. Once held, they can be argued with, refused, demanded of.

Asimov’s humanism was never faith in machines. It was faith that human beings could keep thinking clearly about their own creations if they insisted on honest words. The naming gap is not a technical footnote. It is the whole game.

Vann holds his pen over the empty box. The honest move is not to fill it faster. It is to ask, out loud and in public, what the first person to build a street would have written — and to refuse the courtesy word until we know.