Through Asimov’s Lens

Regulation Outpaces Skills Vocabulary

September 07, 2026 | 2070 words

THE STORY

Original fiction, written in the tradition of Isaac Asimov.

The Permitting Office

The Municipal Board for Cognitive Systems occupied the fourth floor of a gray building that had once housed a bank. Vera Osei liked to think the vault still lay somewhere beneath them, empty now, its thick door hanging open on nothing. It suited the work. They guarded a great deal that no longer contained anything.

She had been Senior Compliance Officer for eleven years, and in that time she had learned to say no in forty distinct ways. There was the flat no, for shell applicants. There was the conditional no, hedged with subsections. There was the merciful no, delivered slowly to give the petitioner time to withdraw before the record hardened. Vera prided herself on the merciful no. It was, she believed, the closest thing the Board had to kindness.

The applicant across the desk this morning was named Idris Kwan, and he ran a bakery.

“I’ve read the packet,” Vera said, tapping the folder. “You want to install a Class II cognitive system on your production floor.”

“Not install,” Idris said. “Partner with. That’s the word we used in the shop. We wanted to—” He stopped, searching. “We wanted to learn alongside it.”

Vera made a note. The note said: applicant uses non-standard terminology. It was the kind of note that mattered. The Board’s software flagged deviations from the permitted vocabulary, and permitted vocabulary was the whole of the law. There were three hundred and twelve approved terms in the current schedule. Restrict. Contain. Audit. Constrain. Suspend. Revoke. Every one of them was a hand pressing down. Vera had never counted how many pressed the other way, because there were none.

“There’s no permit for learning alongside,” she said. “There’s a permit for supervised operation with human override. There’s a permit for constrained inference within a bounded task envelope. There’s a permit for monitored decommissioning.”

“But those are all ways of holding it still,” Idris said. “I don’t want to hold it still. I’ve got four bakers who’ve been with me twenty years. Their hands are getting old. The system knows things about fermentation none of us know — it notices. I want them to grow together. The bakers and the machine. I don’t have a form for that. Do you?”

Vera looked at him for a long moment.

The honest answer was that she did not. She had spent eleven years mastering an instrument that could only push down, and a petitioner had just asked her to lift. She found she did not have the muscle for it. Worse — she did not have the word for the muscle. When she reached for the shape of what Idris wanted, her mind returned only the negatives, the way a tongue returns to a missing tooth.

“Mr. Kwan,” she said carefully, “let me explain how the Board thinks, so you understand why this is difficult. Every application is scored on a risk surface. We can measure exposure. We can measure the cost of failure. We are very, very good at imagining what could go wrong.”

“And what could go right?”

“There’s no field for that.” She said it before she could soften it, and the plainness of it startled them both. “The form doesn’t ask. The statute doesn’t define a benefit the way it defines a hazard. We can quantify what we’re afraid of down to the decimal. We can’t quantify what we’re hoping for at all. So hope isn’t admissible.”

Idris sat back. He was not an educated man in the credentialed sense, but he had run a floor for thirty years, and he knew the sound of a system confessing.

“You’re telling me,” he said slowly, “that you can stop anything. But you can’t help anything.”

“I’m telling you the Board was built to prevent harm. That’s not a small thing. People were hurt, before. Systems ran wild. The vocabulary of restriction — it was hard-won. Somebody died so that I could say contain and mean it.”

“I believe that,” Idris said. “I do. But you built a whole language for the danger and no language for the good, and now the good can’t get a permit because it can’t fill out the form. You didn’t decide to forbid me. You just never learned the words to say yes.”

Vera did not answer. On her screen, the flag still blinked beside his file: applicant uses non-standard terminology. She thought about how the flag worked. It did not evaluate whether the terminology was wise. It only noticed that it fell outside the schedule — outside the three hundred and twelve hands, all pressing down. Anything that lifted was, by definition, an error.

“May I tell you something,” she said, “that isn’t in the packet?”

He nodded.

“My daughter is a mediator. Labor disputes. When two sides come to her, she has a hundred words for agreement. Accord, compromise, terms, understanding, faith. She grows things between people. And I realized, years ago, that I have no such words for what happens between a person and one of these systems. I can only referee the fight. I cannot officiate the marriage. There is no marriage. There is only the fight, endlessly adjudicated, because the fight is the only thing the language admits.”

“So teach the Board the other words.”

“You can’t legislate a vocabulary you don’t have. And you can’t have a vocabulary for a thing you’ve never been permitted to try.” She smiled, thinly. “That’s the trap, Mr. Kwan. We forbade the experiment that would have taught us the words we’d need to permit the experiment.”

The bakery permit would be denied. They both knew it now. Not out of malice — out of grammar. The application asked the Board a question the Board had no clause to answer, and an unanswerable question defaulted to no. The merciful no. The only kind she had.

Idris gathered his folder. At the door he turned.

“My bakers,” he said, “used to talk to the old ovens. Coax them. They had names for the moods of the fire. Nobody taught them that. They just — worked so close to the thing, so long, that the words grew up between them like moss on a stone.” He looked at her. “You’ve made it against the rules to work that close. So the moss never grows. And then you point at the bare stone and say, see, there’s nothing there.“

He left. Vera sat with the empty vault beneath her, three hundred and twelve words heavy in her hands, and none of them the one she needed.

If a people can name only what they fear, and never what they might become — how would they ever recognize the moment they were finally free to grow?

THE REFLECTION

The analytical voice of AI News Social, applying Asimov’s framework as an instrument.

Vera Osei is not a villain. That is the whole problem. She is competent, humane, and completely disarmed — a public servant equipped with an entire language for restraint and not a single verb for growth. Her tragedy is grammatical before it is moral. She cannot say yes because the word does not exist in her instrument.

This is the shape of our present moment. Asimov’s Three Laws were never mere prohibitions. Read closely, they are a relationship — a robot must not harm, yes, but it must also serve, and it must preserve itself so it can keep serving. The Complete Asimov encodes obligation in both directions. The genius was structural: safety and usefulness written into the same breath. What our governance discourse has done is amputate the second half. We kept “do no harm” and quietly dropped “and here is how we build together.”

The data shows the imbalance plainly. In one recent analysis, The Vocabulary Gap in AI Governance found that regulatory language outnumbers the language of skills and partnership by roughly nine to one across major policy frameworks. Nine words of control for every one word of capability. A culture does not choose that ratio deliberately. It drifts into it, one hard-won prohibition at a time, until the drift becomes the map.

Ask the question the story leaves open: whose interests does a missing vocabulary serve?

Not the worker. Idris Kwan’s bakers — hands aging, knowledge deepening — are precisely the people a partnership vocabulary would protect. They have something to teach the machine and something to learn from it. But you cannot file a permit for mutual learning when the form has no field for it. The absence of the word becomes the absence of the right. As Who Gets to Say Yes argues, the power to withhold permission is quietly the power to decide what a workforce is allowed to become. Control language concentrates that power upward. Capability language would distribute it — toward the floor, the guild, the bakers who name the moods of the fire.

This is the social cost, and it is easy to miss because it never appears as a headline event. Nobody is dragged from the bakery. There is no scandal, no ban announced from a podium. There is only the slow starvation of the commons — the shared pool of words a people use to reason together about what they want. When that pool holds only restrict, contain, audit, revoke, public reasoning itself narrows. We deliberate fluently about what could go wrong and fall silent about what could go right. A citizenry that can only articulate its fears will, over time, govern only its fears.

Asimov understood that a language shapes what a people can do. His fictional science of psychohistory rests on a premise worth borrowing here: crowds are legible in the aggregate even when individuals are not. A society reveals itself in the patterns of its speech. And the pattern we are printing, nine to one, is a society that has taught itself to be governed rather than to govern. Vera’s confession — I can stop anything, I can’t help anything — is not a personal failing. It is a civilization describing the tool it has made of itself.

Here is what the story refuses to let us comfort ourselves with. The vocabulary of restriction was earned honestly. People were harmed. Systems did run wild. The words that press down were paid for in real damage, and Vera is right to guard them. The failure is not that we built a language for danger. The failure is that we stopped there, and then mistook the silence on the other side for wisdom.

The bare-stone image is the one to carry out. We forbid the close, patient work through which a partnership vocabulary would actually grow — the years of working alongside a system until the right words rise up “like moss on a stone.” Then we survey the bare stone and conclude there was never anything to name. This is a self-sealing logic. It manufactures the very emptiness it claims to observe. And it always ends with the powerful pointing at what the unpermitted were never allowed to build.

A reader-serving governance would break that seal. It would treat a benefit as something you can define, not merely something you hope for. It would give the labor tribunal a hundred words for accord and not only for adjudication. It would let Idris and his bakers run the experiment that teaches everyone the vocabulary the statute currently lacks — because you cannot legislate words for a thing you have never been permitted to try.

Until then, the trap holds. Not a trap of malice. A trap of grammar, which is worse, because grammar hides. And the people it quietly disarms are exactly the ones — the aging hands, the small shops, the workers close enough to the machine to feel the moss beginning — who might have taught us the words we now claim do not exist.

The story ends with a question, and the analysis should honor it rather than answer it. But it can sharpen the stakes. A people who can name only what they fear are not being kept safe. They are being kept small. The real work of governing ourselves begins the moment we insist on the missing half of the language — and refuse to accept that “no” was ever the whole of what we had to say.