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How to Make AI Texts Human

Why machine prose fails, and the protocol that removes it

Eron Falbo · July 2026

A sentence sat in this work's editing room: "Call it the emanator." Three words, grammatical, clear. The editor struck it, and the fix moved the term into a working sentence instead: "Somewhere an emanator sends: a mother, a preacher, an algorithm, a bottle." Nothing was lost but a gesture, and the gesture was the whole problem. The original had staged its own naming, a lecturer clearing his throat before the term, the text performing the act of coining instead of coining. The rulebook that governs every page of this work calls the move a coinage ceremony and kills it on sight. This essay publishes that rulebook, and the physics underneath it.

The physics is the site's own. Writing is emanation: a writer configures signals, and a reader's interpretive machinery prices them by rules older than any style guide, below taste, before judgment wakes. A text mints manas or it fails to, and the sizing follows the same battery that prices a Mercedes door or a thousand-year-old scroll: was it difficult, is it proven, is it backed, is it hiding more. The rulebook's first law compresses the whole trade: machine prose performs; good prose informs. Every tell in the catalogue below fakes a virtue, wisdom or rhythm or sweep or restraint, without adding a fact, an image, or a claim, and a faked virtue is priced by the reader the way every faked attribute is priced.

Handmade Sells at a Markup

Receivers pay more for the human-made, and the premium is old. A hand-stitched seam outranks a flawless machine seam; a live performance outranks the recording of a better one; the word handmade sells at a markup in every market on earth. The mechanics sit in the attribution battery: human making is a costly signal of deliberation, an intelligence spending irreplaceable hours at each decision, and cost that cannot be faked is read as honesty. Machine output arrives with the opposite certificate. Its marginal cost is near zero, and every tell is evidence of the cheapness at the exact point where it matters: a tell marks a decision nobody made. Each tell shows the stencil where a hand should have been: the em-dash reflex, the mirrored antithesis, the heading every two paragraphs.

Detection is therefore fatal rather than costly, and the mechanism is the forgery razor. A detected fake does not fall back to neutral; it inverts, and the inversion cascades through everything its source ever emitted, the way one cheap effects shot reprices a film's real explosions. A text caught bearing machine tells is not discounted at the flawed sentence. The whole document reprices, the true parts and the useful parts included, because the update lands on the emanator and everything flows through it. The reader does not reason his way to this verdict; his Guardian files the watermark next to the counterfeit handbag and closes the account. For machine-assisted prose the goal is worth stating exactly, because the wrong goal here does real damage. The target is not concealment. A reader who knows a machine helped will still finish a page that moves, and will still abandon one that makes him work; what he prices is the attention spent on his behalf, and he meets that attention as ease. Aim at being undetected and every extra pass looks like progress, which is how a page gets polished past the point where anyone can read it.

The honest twist is that concealment cannot be bought cheaply, because the watermark is cheapness itself. Every tell in the catalogue is a decision skipped: the transition not written, the claim not cashed, the adverb subsidising a verb that failed. Deliberation is the one attribute that cannot be counterfeited at low cost, since a low-cost counterfeit of deliberation is itself a tell. The only way to hide the machine is to do the work the machine skipped.

A second cheapness sits underneath that one, and the catalogue below cannot see it. A machine spends identical care on every sentence, because care costs it nothing and it holds no opinion about which sentence matters. A person cannot work that way. Attention is finite, so it lands unevenly, and the surface it leaves is uneven: one sentence carries a whole section, the next gets the reader from here to there and asks for nothing. That unevenness is the fingerprint of judgment rather than of effort, which is why a page with three brilliant sentences and forty plain ones reads as a person, and a page polished to a uniform shine reads as a machine. Uniform excellence is a cheap signal now, and the battery prices it as one.

Where the Ink Shows

The catalogue runs in two groups. The first eight families are work skipped, each one a decision nobody made, and each fails by a law stated elsewhere in this work. The two after them are work spread evenly, and they are what survives a draft that has cleared all eight.

Negation games. "This is not X. It is Y." The Lab's grammar of installation rules the move twice over. Negation is invisible to the deep layers, so the sentence mints the mana of the thing it denies; and a paragraph that opens in armour announces that its author expected the blow, which discounts the claim before any reader raises a hand. One blunt negation that states a fact survives. The stack of them is a fighter guarding a jaw nobody swung at.

Symmetry games. Mirrored antitheses, parallel triads of abstractions, verbless fragments posing as verdicts. Balance is the machine's native motion, pattern completed because pattern is what the machine does at rest, and the reader prices it by the vulgarity law: rhythm-mana offered where excellence-mana was claimed. A crafted symmetry that carries a real distinction earns its place roughly once per essay. A column of them is upholstery.

Decoration. Truly, genuinely, unprecedented, compelling. Intensifiers are unbacked currency: magnitude printed with no attribute behind it, and the reader's battery, which prices only what it can parse, marks the whole issue down. Most adverbs are subsidies paid to verbs that failed verification. Delete the decoration and the sentence usually gets stronger, because the subsidy was hiding the strong verb one draft away.

Self-narration. The lesson after the story, the summary after the point, the question that answers itself. These fail by the strongest law on the site: the largest manas are the ones the receiver co-authors, arriving under his own return address, where his Guardian never audits. Explaining your own anecdote seizes the reader's half of the work and mints a smaller dose than the silence would have. The hard cut is generosity with the mechanics showing.

Empty titles. One Word, Two Things. Two Sides of the Same Coin. The Lesson of Midnight. Built from nouns that name no object, or from a count welded to an abstraction, a title of this shape fits every essay ever written and therefore names none of them, and the reader who wanted that section back has nothing to type into a search box. The shape betrays its own origin: announcing a structure is what a writer does before deciding what the section is about, and a machine never gets past that stage. The countable form is the search test, which asks whether any content word of the title appears in the section standing under it. A title whose vocabulary is absent from its own body is a lid that fits every jar. The fix is to name what the section turns on, and the candidates are always sitting in the prose already: the object, the words examined, the trade term produced, the thing arrived at. One warning from the repair bench, since the second attempt is where this family bites: a definite article welded to a fresh abstraction is the same failure wearing a collar. A section retitled from an empty noun to "The Household" traded a lid that fits every jar for a concept minted in the title and used twice in the body, sitting in a series with three offices the prose had actually earned, so it read as a fourth one. The countable form of that rule is three uses in the section or the article comes off.

Taxonomy theatre. A heading every few paragraphs, each one a definite article welded to an abstraction. A title is a claim the section must cash, and an uncashed claim inverts; a heading that would fit a different essay unchanged names nothing at all. The parade marks the deeper skip: every title standing over a two-paragraph stub is a transition that was never written, the outline showing through the paint.

Repetition without progress. The machine restates because restating is cheap and looks like emphasis; the ear books it as a debt. The family has a written form and a spoken form, and the spoken form is deadlier because a listener cannot skim. On the page it is the same idea returning in a fresh costume two paragraphs later. Aloud it is the announced restatement, the sentence that files its own paperwork: let me put that plainly, stated another way, we will restate this. It is the echo between voices, one speaker finishing and the other handing the same clause back with one word swapped. It is the pet phrase ridden until the saddle shows, the concept-name repeated where a pronoun would carry. And it is the affirmation filler, the little yes, right, exactly laid down between thoughts like ballast. Each of these fails by the co-authorship law: a point restated is a point the receiver was not trusted to hold, and the receiver prices the distrust, not the point. A restatement earns its place when it adds an angle the first statement lacked, and it announces nothing. The rest is a lecturer tapping the same slide.

Stage directions. Begin with what a belief leaves behind. Watch what the collapse leaves. Now the universal case. One case, run in full. Say the fence at once. That remainder deserves a technical name. Each of these sentences tells the reader what the text is about to do in place of doing it, and the arrival is what the reader loses: an essay that says begin has not begun, and a remainder that deserves a name still has none. The family is the imperative form of self-narration, and it hides better than the rest, because a stage direction reads as momentum while it spends a whole sentence on stage management. It is also the transition the writer heard in his own head and left on the page, which is the taxonomy tell one altitude down. The fix is mechanical. Delete the direction and start the sentence at the work: the boy of sixteen, the collapse, the case, the name.

Compression. Group two opens here, and neither family in it fakes anything. Compression is the page where every sentence carries a claim. Nothing can be skimmed, no sentence exists to carry the reader from one idea to the next, and forty in a row exhaust a reader who arrived willing. The rule that produces it is a good rule misapplied: name the information a sentence adds, or cut it. Pointed at decoration, that test is correct and this essay recommends it. Pointed at every line of an essay, it strips out the connective tissue a reader uses to keep up, and what remains passes every other family while nobody reaches the end. The test is per paragraph, and it is quick. Find the sentence a hurried reader could skip. A paragraph with none is too dense, whatever it contains.

Sentences nobody would say. Of the two kinds of trust the old word held, the believer runs the automatic one. Nobody speaks that sentence. It parks a clause in front of the subject and asks the reader to hold it until the job arrives, and the repair is to say the believer runs the automatic kind. The family also collects verbs turned into nouns, the dissolving of alarm and the accumulated pressure of unmatched fittings, and the clinical register that turns a claim into a diagnosis: its characteristic pathology is cynicism, where a person would say the believer's failure mode is cynicism. None of these is a tell in the older sense. Each is a sentence assembled in writing by someone who never had to say it. The audit is the mouth, and for an author without one, the first pass below supplies the substitute.

The Passes

The protocol that catches all ten is the Verify stage pointed at your own emanations, and it divides the work honestly between machine and judgment. What can be counted is counted: grep the dashes, the adverbs, the intensifiers, and treat every hit as guilty until proven working. What must be judged is judged in the open: any tell kept as an earned exception is declared to the editor, because the writer's own Prover will argue for every incumbent sentence, and a silent self-granted exception is how the reflex survives being caught. This work learned that clause the expensive way: a writer who sees his own em-dash and calls it the allowed one is not editing. He is being edited by the habit.

And one pass outranks the catalogue, because the catalogue is always one failure behind. Every list above was written after a reader caught what no list held. So the last pass is not a list. Hand the draft to a cold reader, or a cold instance, with a single instruction: pass through this as the audience, once, at the audience's speed, and report every place you stumbled, drifted, or heard the machinery. For spoken work the instruction tightens: you cannot rewind, and you will leave if your time is wasted. What that pass returns is the finding; the families above are only the filing system it gets sorted into afterward. A tell that survives every grep and dies in one cold listen was always a tell. The catalogue is the regression suite. The cold pass is the audit.

What the cold pass returns is rarely a sentence. Pointed at a draft that scored zero across all seven families and carried no em-dash anywhere, it came back with a stop-point in the first movement, eight terms handed over as though the reader already owned them, and one verdict the catalogue has no entry for: machine-smoothed, every paragraph landing on the same three-beat epigram. Two of those three are countable once you know to count them, and this work now counts them. Term debt is site vocabulary used before the page says what it means in words a stranger owns, and the fix is to say the thing rather than name it: not the layered stack and the installation channels, but beliefs sit in layers, and here are the roads they arrive by. Off-page lean is a sentence whose sense is held on another page, which is the same failure one link out: a link may add and may never carry. The third, cadence, belongs to the oldest rule in the protocol, one crafted sentence per passage, and it is the one polish makes worse. Uniform excellence of rhythm is itself the tell, because a person writing at speed lands hard sometimes and trails off other times, and a machine lands every time.

The passes run in order after any draft, and the first one outranks the rest: read the whole thing at speed, aloud if you have a mouth, and mark only the sentences you had to read twice, the sentences you could not say in one breath to one person, and the paragraphs with nothing in them a reader could skip. Then the openers, the negations, the catalogues and the stage directions; then the dashes and adverbs by machine; then the crafted sentences counted and flattened to the best; then any sentence that explains the sentence before it; then the headings against the transplant, search and worked-term tests. The counters run once, at the end, as a tripwire and never as an editing method.

And the passes stop, which turns out to be part of the method rather than an omission from it. Two full rounds. A third costs more in naturalness than it removes in defect, because every rewrite-to-satisfy pulls a sentence toward the average sentence, and the average sentence belongs to the machine. Cutting does not do that, which is why deletion is the preferred repair and why the same sentence is never rewritten twice for two different rules. When a pass wants to change a sentence a reader read without stumbling, leave it. A counter hit is a question, not a verdict; the thresholds here came from a handful of live catches and three have already misfired, and a rule that fires on prose which reads well gets fixed rather than obeyed. This catalogue is allowed to shrink.

Copy the Bench

The reason this protocol can govern a machine at all is that it trades in mechanisms rather than taste. "Omit needless words" cannot be checked; "name the information this sentence adds, and cut it if you cannot" can be, one operation at a time, by any writer of any construction. The reader's battery is the same whoever configures the signal, and it keeps no register of authorship, only of attributes: was this deliberated, does this cash, who did the other half of the work. A bench that prices by those questions will pass an honest machine and fail a lazy hand.

So the rulebook is published, and the work holds it to the same standard as everything else here: copy the bench, run the passes, report what breaks. The specimen from the opening paragraph still stands on the Belief page, four nouns doing the naming: a mother, a preacher, an algorithm, a bottle. Nobody reading it hears a ceremony. That is the whole trade.