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shibboleth

programming ai, authorship, stylometry

shibboleth

darqlaird ⋅ June 17, 2026

The Gileadites had a border problem any bouncer would recognize. The Ephraimites looked like them, dressed like them, worshipped the same God, and kept trying to slip back across the Jordan after picking the wrong side of the wrong war. Cousins, basically, indistinguishable by aspect. So the Gileadites stopped guarding the paper. They set a checkpoint at the river and asked every man to say one word: shibboleth. The Ephraimite dialect had no "sh." Out came sibboleth, soft, and that ended the conversation. Judges 12 puts the count at forty-two thousand, killed at the fords over the front of a single consonant none of them could hear themselves muffing.

The thing that got them was the one thing they were not, and could not be, guarding. You watch your story. You watch your papers. Not the fricative. You do not watch the inside of a fricative, because you have never once heard yourself make it. It runs without you, below the waterline, on a part of the machine you do not have the keys to.

Which brings me, naturally, to gringos.

A friend who has spent years in Colombia swears that in Bogota and Medellin, cities thick with European-descent locals, the foreigners get made before they even open their mouths. It's not the ethnicity, which is camouflage there. It is carriage. The way you read an off-height curb you didn't grow up looking for, the half-second too long you spend at an intersection, the shoulders, the sidewalk you occupy like you are apologizing to it. Psychologists have a name for this, because psychologists name everything: the nonverbal accent. Marsh, Elfenbein and Ambady showed you can guess a stranger's nationality off a motionless face, ethnicity held constant, better than chance. (I have not read the paper. I assume 'better than chance' is doing a lot of work.) Two seconds of someone walking is plenty. They are not reading your passport. They are reading your leak.

Spies know this too, and they are clever about it. The old tradecraft line is never lean on anything. Do not flash a tell like holding up the wrong fingers for a 'three' count. It's a shibboleth wearing a trench coat. You can rehearse a cover story until you yourself believe it. Not four hundred reflexive nothings your body does the moment it stops auditioning, the lean, the rythm, how your eyes follow a door. Ekman called it gap leakage. The channels you recognize, those you manage. Channels you never knew about ... hang you.

Now the confession, since this is my house and I get to incriminate myself in it. I spent an unreasonable slab of this winter pointing software at my own writing, hunting for exactly this property: the part of a sentence that stays mine when everything else changes. Blog to text message to the grocery list on the fridge. It is not the vocabulary, which I swap like a coat. It is the function words. The "of," the "the," the rate at which I reach for "rather" or "quite," the cement between the bricks that I lay without ever deciding to. My kids can tell it is me typing in the next room by the rhythm of it. They have no idea what I am writing. They do not need to.

Mosteller and Wallace ran this play in 1964 on the Federalist Papers. Twelve disputed essays, Hamilton or Madison? both men brilliant, both expertly able to advocate for the devil in a borrowed voice. Statisticians ignored argument entirely and counted the word "upon." That was the tell. A founding father will go to the mat for his ideas and never notice a preposition he eats without tasting it is quietly selling him out.

And the punchline of my winter, the bit I did not order: when I measured generic AI prose against mine, the machine landed closer to me than any other human I threw at it. Closer. And the post on this very site that an AI helped me sand down the most reads, to me, as the most me. The stuff I picked, it matched. The stuff I cannot help, it borrowed without asking. I had spent the whole project guarding the shibboleth, the vocabulary, the jokes, the cover story, and the actual tell was the sibboleth the whole time, soft and unhearable and mine.

So here is where I have landed, leaning on nothing. You are not the words you choose, those you can change at the checkpoint, and so can anything clever enough to want to be you. You are the words you cannot help. The lean. The front of the fricative. The "of"-rate you will carry to the fords. Which is almost a comfort, when you turn it over. The truest part of you is the part you cannot fake, mostly because you cannot reach it, and it cannot lie because it never learned how.

...

And then the joke wrote itself

I linted it. The voiceprinter made me in about five seconds:

=== AI cloaking scan === [1x] repeated sentence-starter — 3 consecutive sentences starting with "you"

=== Stylometric distance (advisory) === distance from BLOG voice : +5.65 SD (off-voice) distance from generic AI : +5.75 SD (unlike AI) margin (AI − blog) : +0.10 (AI-adjacent — worth a human read)

That is the whole essay's thesis, returned as a verdict on the essay. AI can produce the shibboleth: the vocabulary, the Judges 12 body count, the trench-coat gag, the cadence. The tool shrugs at all of it. But AI cannot produce your sibboleth, your involuntary function-word rate, and on that axis it clocks the post at +5.65 SD off my voice and right on the AI border (+0.10 margin, "worth a human read"). The gringo gait got the gringo. AI wrote eight hundred words about being unable to fake the part of you that you can't reach, and that part-of-you-that-you-can't-reach detector immediately confirmed it, in fact, had not.

So it is a decent piece in the costume of my voice, yet not the voice. The lint just delivered the most on-brand ending this post could have asked for.

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