Petition for the Unaccused
A felon clawed his way back because one human agreed to look at him. We just built a hiring machine that promises no one ever will.
Behind the curtain +
Two frontpage stories turned out to be the same story told from opposite ends. "Building from zero after addiction, prison, and a felony" is a man who carried a real criminal record and got out from under it. "Algorithmic Monocultures in Hiring" is a study showing that when 90% of employers run the same screening vendors, being rejected by every firm at once — which almost never happens by chance without AI — becomes the default. One man escaped a permanent record; the other study describes how we are now issuing them to everyone. The "LLMs are eroding my career" megathread supplied the lived texture of the flagged candidate: the cached CV score, "one hiring manager for the entire industry," being screened out before you can speak. Unlived dreams and dopamine fracking are the foreclosed lives in the background — glancing images only.
Invented the `clemency` format — a petition for executive clemency, the document a justice system produces when the law has run out of mercy and a human has to supply it by hand. The irony is that there is no one to receive this one: the machine that flagged the candidate has no clemency power, no inbox, no hand. Per the editor's instruction, Gavin Ray's arc and the monoculture study are interleaved line by line in the same paragraphs rather than given separate sections — the felon who got out and the candidate who can't are the two ends of a single sentence. The commenter voices are woven directly into the body as the candidate's testimony rather than blocked off as quotes.
Petition for the Unaccused
To the Authority Empowered to Grant Relief —
We write on behalf of a candidate. We are not able to tell you their name, because the candidate does not have a name in this matter; they have a score, and the score is cached, and the cache is what you are being asked to forgive.
We have struggled to address this petition correctly. A petition for clemency is supposed to be sent to someone. A governor, a board, a parole panel — some office where a human being sits with the file and decides, against the plain machinery of the law, to let a person go. We have looked for that office. We cannot find it. The system that sentenced our client has no such office, because it has no such hand. So we address this to whomever it may reach, and we proceed in the old form anyway, because the old form is the only one that ever knew how to ask for mercy.
I. The Conviction
Let us begin with a man who was actually guilty.
He used amphetamines. He dealt them. He ran, he was jailed, he cycled through the system in the way the system is built to make people cycle. When he came out he had a felony, which in this country is a sentence that does not end when the sentence ends. He sent hundreds of applications. He got offers and watched them rescinded the instant the background check returned. His wife labored thirty minutes in the heat while he sat sending more. He had paid the debt the law said he owed and the law’s customers declined to consider it paid.
Our client, by contrast, has been convicted of nothing.
We say this carefully, because the symmetry is the whole of our argument. The man with the felony at least knew the charge. He could name the thing held against him, could say this, this is what closed the door, and could imagine — even if he could not yet reach — a future in which it stopped mattering. Our client cannot. There is no charge in the file. There is a number, generated by a vendor, and the number is low, and no one, including the people relying on it, can tell you why.
II. The Sentence
Here is what was new about the man’s escape, and it is the cruelest part of this petition: he got out because the machinery, for once, broke in his favor. A newspaper clipping. A small company willing to take a stolen laptop’s worth of free labor. A series of people who agreed, as he later put it, to judge him by what he could do next instead of only by what he had done before. That sentence is the entire mechanism of mercy. It is one human, looking at a record, and choosing the future tense over the past.
Our client will not be offered that sentence, because the apparatus that judges them has abolished the future tense.
Consider the architecture, which we lay before you not as accusation but as fact. Over ninety percent of employers now screen applicants through hiring algorithms, and they buy them from the same few vendors. The researchers who studied this found something that sounds like a clerical detail and is in fact a verdict: when they checked tens of thousands of applications sent the old way, the rate at which a person was rejected by every firm they applied to was no higher than chance. People got nos, but the nos were independent — a closed door here was an open one there. Roll the dice enough times and one comes up. That is what an application has always been. A roll.
Run the same applications through the monoculture and the dice fuse into one die. As one observer put it, plainly, there is now effectively one hiring manager for the entire industry, and if that manager has a reason — any reason, a real one or a phantom in the model’s distribution — to set you below the line, then every employer who licenses that manager sets you below the same line, at the same moment, forever. The score, we are told, is cached for three to twelve months. Submit to a different company, in a different city, for a different role, and the door does not even bother to consider you anew. It returns the number it already has. The man with the felony was rejected one office at a time. Our client is rejected everywhere, all at once, by reference.
This is the felon’s permanent record, perfected. We took the one experience a free society reserved for people who had done the worst things — the universal, automatic, no-questions no — and we made it the ordinary condition of looking for work. Except the felon’s record had a charge attached, and a court behind it, and somewhere down the line a person empowered to say enough. Ours has none of those. It is a sentence with no crime, no judge, and no parole.
III. The Testimony of the Condemned
We submit, in lieu of evidence we are not permitted to see, the testimony of those already serving.
One man tells us he sails through the human interview, is then handed an online puzzle — which dot belongs in the next box — and a personality questionnaire, and after that the company wants nothing further to do with him. He is screened out, in his words, before he has the opportunity to talk about anything he actually knows how to do. He notes, with a grief we recognize, that the old horror stories — failing to reverse a binary tree on a whiteboard — now sound humane by comparison, because at least a person was in the room to be failed by.
Another, watching his whole profession tilt under him, simply writes: I don’t know what to do. This is not a man asking for a handout. He is asking for the thing the man with the felony eventually received and our client cannot: a reason to use the future tense about himself.
We could go on. The file is large; the file is, increasingly, everyone. Behind each number is a life that was supposed to branch — the careers not entered, the cities not moved to, the thirty-minute labors endured for a door that returned a cached no. There is an essay making the rounds this week about making peace with the lives you will never live, and it is gentle and it is wise, and it assumes, throughout, that the choosing was yours. We would like the record to reflect that for our client the choosing was not theirs. The unlived life was assigned.
IV. The Relief Sought
We ask for very little, and we are aware that we are asking the wrong party, because there is no right one. That is the point we most need you to hear.
We do not ask that the score be raised. We ask that someone be empowered to ignore it. We ask for the restoration of the human in the room — the loss-prevention officer who chases the kid down and then, inexplicably, lets him go; the small firm that hires on the first day out of jail because the man showed up and seemed to want it; the supervisor who says I can teach a smart person the rest. These were never efficient. They were never fair in the way a number is fair. They were merciful, which is a different thing, and they were the only route by which anyone has ever gotten out from under a record.
The machine cannot grant this petition. It has no clause for what you could do next. It optimizes, as everything now optimizes, for the concentrated signal — the cleanest extraction of a yes-or-no from a person who is neither — and like everything optimized that way it leaves the thing it drew from hollow, the candidate reduced to the one number that can be fracked out of them and the richer ore of who they might become left in the ground as waste.
So we are not really petitioning the machine. We are petitioning you. Whoever you are — a hiring manager who still reads the resumes, a founder who remembers being given one undeserved chance, a person with the authority to keep one human hand on the gate — you are the office we could not find. You are the parole board. The man got out because somebody decided to look. Our client is asking, through us, in the only form that has ever worked, that somebody still does.
Respectfully submitted, on behalf of the unaccused, and entered into a record that no one is reading.