Through Asimov’s Lens

The Expertise Inversion

May 17, 2026 | 1904 words

THE STORY — original fiction in Asimov’s tradition. Not by Isaac Asimov.

Mira Halloran had been translating Mandarin legal documents since the year the Tiananmen transcripts came across her desk in a manila envelope, and she had developed, over thirty-one years, what she privately thought of as the second ear. The first ear heard the words. The second ear heard what the words were protecting.

The boy across the table from her was named Devin Cho, and he had been at the bureau for eleven weeks.

“The clause on page forty-three,” he said, not looking up. “Liu’s team buried a survivorship trigger in the indemnity language. It’s clean Mandarin but the structure is borrowed from a Singaporean shipping contract from 2019. If we sign it as written, our client loses arbitration rights the moment a subsidiary changes hands.”

Mira looked at page forty-three. She had read it twice that morning. She had not seen the trigger.

“Show me,” she said.

Devin turned his tablet. A soft constellation of highlights bloomed across the Chinese text, with English glosses hovering at the margins like patient ghosts. The model he used — she had stopped asking which one; they updated weekly — had drawn a thin line from a phrase on forty-three to a phrase on seventeen to a definition on three. The three phrases, read together, did exactly what he said they did.

“How long did that take you?” she asked.

“To find it? About forty seconds. To verify against the Singaporean precedent, another two minutes.”

“And to understand it?”

He looked up then. He had the kind of face that had not yet learned to hide anything. “I understand it, Mira. I’m not just reading the output.”

“I know,” she said, and she did know, and that was the part that was bothering her.

The bureau occupied the seventh floor of a building on Bay Street that had once been a hat factory. Mira had a corner office because she had earned it; Devin had a desk near the window because the senior partners had decided, six months ago, that every translation team would have what they called a native modeler — someone under thirty who had grown up prompting the way Mira had grown up parsing.

She had resisted the policy for a week and then stopped resisting, because the work was the work, and the clients did not care who saw the trigger as long as someone saw it.

What she had not expected was that Devin would be good. Not competent. Good. He had an instinct for which questions to ask the model and which to ask her, and the ratio was shifting, week by week, in the model’s favor.

That afternoon they took a contract to old Mr. Halevi, who had been their senior reviewer since before Devin was born. Halevi read the way Mira’s father had read the Talmud — with a finger and a pencil and long silences. He looked at Devin’s annotated draft for forty minutes without speaking.

“This is excellent work,” he said finally. “Whose is it?”

“Mine,” said Devin. “With assistance.”

“Yes,” said Halevi. “I can see the assistance. It has a particular shape. It finds the structural ironies very quickly and the tonal ironies not at all.” He turned to page nine. “This phrase here. Yīrán rúcǐ. You translated it as ‘as before.’”

“It means ‘as before,’” Devin said.

“It means ‘as before,’ yes,” said Halevi. “But in this letter, from this signatory, to this counterparty, after the events of last March, it means we have not forgiven you and we will not. The model cannot smell that. You cannot smell that yet. Mira can smell it. That is why she is in the room.”

Devin’s face did something complicated. He did not argue. He wrote a note on his tablet.

When they were back in the elevator, Mira said, “He’s not wrong, but he’s not entirely right either. You’ll learn the smell. It isn’t mystical.”

“I know,” said Devin. “I just wonder if I’ll learn it the way you did, or some other way.”

“What other way is there?”

“I don’t know,” he said. “That’s the part I’m trying to figure out.”

That night Mira stayed late. She pulled the contract back up — the real one, the Liu deal — and she sat with page forty-three for an hour. She read it the way she had been taught to read, slowly, with the second ear.

She found the survivorship trigger. She found it without the model. It took her an hour and four minutes.

She had found it. That was the thing. The instrument was still in her. She could still play it. But it had taken her one hour and four minutes, and Devin had done it in forty seconds, and the client was paying by the hour, and the trigger was the trigger either way.

She thought about Halevi and the phrase yīrán rúcǐ. She thought about the seventeen years it had taken her to learn that a phrase could carry a grudge. She thought about whether she had been protecting that knowledge, all these years, or whether the knowledge had been protecting her — giving her a reason to be in the room.

The next morning she found Devin at his desk before anyone else had arrived.

“I want to show you something,” she said. “Bring your tablet but don’t open it yet.”

She put a single page in front of him. A letter, in Mandarin, from 1994. One of the first she had ever translated.

“Read it,” she said. “Tell me what it says.”

He read it. He told her, accurately, what it said.

“Now,” she said, “tell me what the writer was afraid of.”

He looked at the page for a long time. Then he reached for his tablet, and then he stopped, and then he put his hand flat on the desk.

“I don’t know,” he said. “I can guess. But I don’t know.”

“Good,” said Mira. “That’s the first honest thing the model can’t do for you. Now — do you want me to teach you, or do you want to teach the model?”

He looked at her, and she watched him understand that the question was not rhetorical, and that she did not know the answer either.

“Can it be both?” he asked.

THE REFLECTION

Mira’s hour and four minutes is the number to sit with. She found the trigger. The instrument is intact. But the market does not pay for the instrument anymore; it pays for the finding, and the finding has been compressed to forty seconds by a tool her apprentice operates more fluently than she does. The question her story leaves open is not whether she is obsolete. It is whether what she knows — the grudge inside yīrán rúcǐ — is a luxury good, a vanishing craft, or the actual product that everyone has been mistakenly pricing as overhead for thirty years.

The data from this week suggests the inversion is not coming. It is here. A recent survey found that 86% of students globally now use AI in their studies, with nearly a quarter using it constantly — a fluency rate that arrives in classrooms ahead of the faculty meant to assess it. Meanwhile, the majority of college presidents report that AI is reshaping what their institutions teach and how, even as the people inside the classrooms have had no comparable training cycle. The pyramid is upside down. The novices have the tool. The masters have the eye.

Asimov’s fiction is unusually useful here because he refused the easy frame. The Frankenstein complex — the cultural reflex that the made thing will turn on its maker — was something he named in order to argue against it in The Complete Asimov. His robots were not threats; they were instruments whose dangers lived in human misuse and human misunderstanding. The Susan Calvin stories made a different move: Calvin was the expert who read the machine better than its engineers because she had spent a career listening to what it could not say. She was not faster than the robots. She was differently attentive.

That is the move Halevi makes in the elevator scene, and the move Mira makes the next morning. The expertise that survives the inversion is not the expertise that competes with the model on the model’s terms. Mira will lose that race every time, and so will every faculty member who tries to out-prompt a nineteen-year-old. The expertise that survives is the expertise that asks a question the model cannot parse — what was the writer afraid of — and notices when the apprentice reaches for the tablet instead of the page.

This is uncomfortable, because it means the traditional defense of the master — I am faster, I am more accurate, I have seen more cases — is no longer the defense. Those claims are now empirically false in many domains, and pretending otherwise insults the student who can see it is false. The honest defense is harder. It is: I know what this sentence is protecting. I know what this silence means. I know which question you have not yet learned to ask. That is a thinner, stranger expertise than the one most faculty were credentialed for. It is also the only one the tool cannot eat.

The HE implication is sharp. A teacher who tries to compete with the student’s tools on the tools’ ground will lose, and will deserve to lose, because the contest is the wrong contest. A teacher who refuses the tools entirely abandons the student to the model’s blind spots — the tonal ironies, the grudges, the things the corpus did not encode. The defensible posture is the one Mira reaches at the end: do you want me to teach you, or do you want to teach the model? Both, if we are honest. But the order matters, and the master has to be willing to let the apprentice see her take the long hour to find what he found in forty seconds — not as a performance of obsolescence, but as a demonstration of the instrument the forty seconds was built on top of.

There is an ache in this that should not be talked away. Mira spent thirty-one years acquiring a skill the market is in the process of repricing. No reframing makes that loss zero. The pro-reader point of view here is that administrators who tell faculty this is an exciting opportunity to evolve your pedagogy are not wrong, exactly, but they are speaking from a position that did not pay for the instrument. The instrument was paid for in hours. The hours do not come back.

What the story will not let us settle is whether the inversion is a humiliation or a redistribution. Devin is not Mira’s enemy. He is her responsibility, and increasingly her colleague, and possibly — this is the part the column cannot resolve — her successor in a discipline that will not look like hers. The question is whether the bureau, the classroom, the hospital, the shop, can hold both of them in the same room long enough for the second ear to be transmitted before the first ear is automated away.

The clock on that transmission is not generous. And no one in administration is winding it.