The file is organized, which Marcus has learned to notice. People who expect to be dismissed don't organize their documents—they show up with crumpled papers or nothing at all, resigned to the outcome before the interview begins. Dewayne Williams's file comes with tabbed dividers: employer letter, apartment lease, HVAC certification from Oakland Community College, conditional approval from his re-entry program. The packet is ordered in a way that says someone invested in the presentation. In the outcome. In both.
Marcus opens it on his desk at 8:47 on a Tuesday, the COMPASS-NG dashboard running on his secondary monitor, the verdict field empty, waiting. Third floor of the converted municipal building on Gratiot, where the windows look out at a parking structure and the HVAC—the building's, not anyone's certification—hums loud enough that Marcus has stopped hearing it years ago. He goes through the case summary first. Eight years served on the armed robbery conviction, tier-three compliance record through year five, the incident in year six, tier-two compliance from year seven through release eligibility. One serious incident in eight years, ruled self-defense by the institutional review board. The other inmate had been hospitalized.
He reads the institutional review notes again, the ones from the officer who documented the altercation. He has read them twice already, at home last night after pulling the file. Self-defense was the ruling, and Marcus does not dispute the ruling. He disputes something adjacent to the ruling—something in the gap between the final determination and the incident report's details—that he cannot name with precision. Which is, in the end, the part that bothers him. His job used to be to dispute it. Now he documents a concern in the comment field and lets the system decide.
He types two sentences: Year-six incident flagged. Self-defense ruling, but review notes suggest pattern awareness worth monitoring. Then he runs the numbers the way he still does, the way he can't stop doing: risk factors against protective factors, years clean against the weight of one incident in a blind corner of C-block. He puts Dewayne Williams's probability of successful reintegration somewhere around 55%. He writes this on a yellow sticky note, folds it, slides it into the pocket of his notebook. The interview is at nine.
Williams is already in the interview room when Marcus arrives. Seated, hands flat on the table, looking at the Department of Corrections seal on the far wall. He doesn't look up immediately, which Marcus notes—not defiance, just a man composing himself. The interview rooms smell like burnt coffee and recycled air, the same in every one. Two chairs, one table, a camera in the corner that records everything and plays back to no one unless something goes wrong.
Marcus sets the folder on the table, pulls out the chair across from Williams, sits. "Mr. Williams. Thanks for coming in on time."
"Yes, sir."
"You're at Amazon fulfillment on Mound Road. You've been there—" he checks the employer letter "—six weeks."
"Seven, as of Monday."
"Seven weeks. Going well?"
"Doing the job." Williams pauses. His hands stay where they are. "Supervisor said I have a head for the routing system. They're talking about moving me to a sorting lead track."
Marcus writes this down, not because COMPASS-NG needs it—employment verification is already in the file—but because he wants to see how Williams holds still while he writes. Some people watch the pen. Some look at the wall. Williams looks at the table between them, like he's reading something that isn't there.
"The HVAC certification. You completed that fourteen months ago."
"Before the eligibility hearing. Yes, sir."
"What's the plan with it?"
Williams's posture shifts. Not relaxation exactly, but a different quality of attention. "I have an application in with Green Valley HVAC. They do commercial maintenance contracts for office buildings downtown. Manager said he'd call when a tech position opens, probably spring." He pauses. "It pays better than the warehouse. The certification is the kind of skill that doesn't care who you are." Marcus doesn't write anything for a moment. Then he does.
He asks about the apartment—a single room in a shared house in Brightmoor, three other tenants, landlord verified—and about the check-in schedule, the conditions of release. Williams recites them from memory: weekly reporting for the first ninety days, curfew of ten PM, no contact with co-defendants from the 2019 case. Standard. He says it without inflection, flat and rehearsed.
Marcus closes the folder halfway. Most people don't notice this as a tell. "The incident in year six. The altercation in C-block."
Williams's hands stay flat on the table. He meets Marcus's eyes for the first sustained time in the interview.
"What would you like to know about it?"
"Tell me what happened. In your words."
The pause before he answers is longer than the others—not rehearsed, not evasion, something being held still. "There was a man. Deshaun Whitfield. He had a problem with me going back to year three. Same neighborhood, our families had a history I wasn't part of but he counted me part of. He came at me in the laundry." Another pause. "I didn't plan it. I also—I saw it coming. Which is why it went the way it did and not another way." Marcus writes one word in his notebook: aware.
"The ruling was self-defense."
"Yes, sir."
"You weren't charged with any violation."
"No, sir."
"The four months in restricted housing afterward—protective, per the file."
"Yes, sir."
Marcus closes the folder. "Mr. Williams. Thank you. The board will have my assessment within seventy-two hours. You'll get notification through your case manager."
Williams stands when Marcus does. His hands, finally, leave the table. "Thank you for the time." He says it like he means it. Marcus has been doing this long enough to know the difference.
Back at his cubicle, he updates the assessment form. Comment field, risk matrix checkboxes, employment and housing sections reviewed. Eleven minutes for the whole intake. He moves the cursor to the Submit button and holds it there—not hesitating over something uncertain, but pausing before something that is about to become irreversible. He clicks. COMPASS-NG shows three dots rotating in the verdict field. Marcus has timed this before, on slower days. Usually four seconds, sometimes eight. Today it runs to six. The field resolves.
APPROVED
Green—the government standard, #00703C, which he knows because he read the style documentation when the system rolled out in 2027 and he was trying to understand what, exactly, he was looking at. The confidence percentage loads below the verdict: 73%.
He looks at it. The sticky note is still folded in his notebook pocket. 55%. The gap between them is eighteen points.
Eighteen points could mean the model knows something he doesn't. COMPASS-NG is running a 137-variable model against a training dataset he has never seen and cannot access; Marcus is running one man's accumulated pattern recognition across fifteen years of chairs and hands and folders and the specific quality of silence that precedes an honest answer. Maybe the model caught something in Williams's institutional records he didn't weight correctly. Maybe I saw it coming means something different to the model than it means to him. Or maybe 73% is the number that the 137 variables produce, and he is sitting here with his 55% and his folded sticky note and there is no bridge between them because the system doesn't build bridges.
Marcus opens the override interface. He has used it eleven times in three years. Each time: written justification of at least three hundred words, supervisor review, notation in his personnel file. His override rate is 2.1%, lower third of the district. The Henderson County situation—he doesn't need to look it up—involved an officer running a 14% override rate who had in one specific case overridden an AI approval, released a man, and watched him commit an armed robbery two months later. The officer's career was not ended. His judgment calibration was simply reviewed. Marcus has been in this building long enough to know what that looks like from the outside.
The override form loads. Describe the basis for disagreement with system recommendation (minimum 300 words). The cursor blinks in the empty field.
He reads the year-six incident notes one more time. He reads Williams's own words from his notes: aware. He thinks about what I saw it coming means, how it can be a survival skill that becomes something else or stays exactly what it is, and how COMPASS-NG apparently comes down somewhere in that question, and comes down differently than he does. He closes the override form. The APPROVED verdict stays on his secondary monitor, and he doesn't minimize it.
Eighteen points is the largest gap he's had with the system this year. Not the largest ever—there was a case in October 2026 where his estimate fell forty points below the model's confidence, and he'd overridden, and the model had been right, and the woman had been clean for eight months before he moved her to monthly check-ins. That case sits with him differently than the ones where they simply agree.
The thing about the gap is that it has no explanation attached. COMPASS-NG doesn't annotate its reasoning. The 73% is not decomposable into a readable breakdown: year-six incident weighted at X, HVAC certification at Y, housing stability at Z. The number arrives complete. It asks for compliance.
Marcus's job, over fifteen years, has been to have the dialogue anyway. To read the case notes and the interview record and the way a man holds his hands flat on a table, and to synthesize it into a judgment he could then write into a recommendation that a board would weigh alongside other factors. He was one voice in a process. A significant voice. Supervisors used to page him specifically when a case was borderline.
He pulls the notebook from his drawer. Cloth-covered, unlined—he chose unlined because ruled pages made him organize his observations into neat lines, which was not how his observations worked. He opens it to the next blank page, clicks the pen.
Williams, Dewayne. February 14. AI approved. I would have denied.
He pauses, then adds: Year-six incident — self-defense ruling, but something in how he described it. Watch. He underlines Watch. Then he dates the entry in the margin—he does this when he wants to find something later, date in two places. Closes the notebook, returns it to the drawer.
The next case is already loaded on his primary monitor. A thirty-four-year-old woman, four years served on a trafficking charge, no institutional incidents, enrolled in the re-entry employment program, a mother in Hamtramck with two kids waiting. Her support system is documented and verified. COMPASS-NG rendered approval two days ago; Marcus is reviewing the final conditions-of-release paperwork as supervising officer, a different function. He reads it through. The model's confidence is 81%. Running it himself against the facts in front of him, he lands somewhere in the low 80s. They agree. He processes her case in just under four minutes—signs off on conditions, queues the notification to her case manager, closes the file. Her name is Natasha Perkins. He writes none of this in the notebook.
At 4:42 PM Janet Kim appears above the cubicle wall in her particular way, forearm on the ledge, weight tilted, the posture of someone who has been reconsidering the interruption for twenty minutes and decided against reconsidering. She sets a coffee mug on top of the wall. He picks it up. Already gone cold, which means she made it around four o'clock and has been holding it ever since.
"Williams case go through?" she says.
"Went through."
"Saw it on the conditions paperwork. AI's been running high on approvals this quarter—did you see Terrence's memo?"
"I saw it."
"Supposed to average out. Some regression to the mean, I think." She says this testing whether she's remembering the concept right.
"That's the theory." Marcus takes a sip of the cold coffee. "Williams interview went fine. He's got the warehouse job. HVAC cert."
"Good." Janet doesn't ask what Marcus would have decided. She's been working three feet away long enough to know he has opinions about cases and rarely shares them and that the AI decides now, which makes his opinions a kind of private property. She's told him this once, indirectly. "You know the system's not listening to your face when you look at it like that." He does know that.
"Have a good night," she says, and takes the mug back with her, the one she brought and he's only half-finished.
Marcus shuts down the secondary monitor first. The COMPASS-NG dashboard collapses. The verdict field—APPROVED, that government green—closes with it. He packs the notebook into his bag, shrugs on his coat, stands at his cubicle for a moment looking at the primary monitor where Natasha Perkins's closed file sits. Then he closes that one too, and the screen goes dark, and the decision is made, and there's nothing more to do about it tonight.