Your hunch, after the outline questions: putting code in charge of designing the outline is the wrong thing, and the writing steps themselves deserve suspicion. This page sets our steps beside a human columnist's, says what the comparison shows, and proposes a process where the persona drives and the code only checks.
The questions test (twelve personas, 70 questions, one reader): they differ. 58 of 70 could only come from a close reading of that story, and the trade shows: Feddo asks which statute allows an outright ban, Ive asks only for measurements, Darwin asks whether the age is tied to the specimen or the rock. Plato's were the weakest, all headline-level. Half ask about the event itself and half about what lies behind it. What they almost never ask: the same thing elsewhere (0), the critics (1), earlier coverage (2), precedent (3); those four canned searches now run beside the persona's own. Four kinds they kept asking that the eight lacked are added to the canned list as a fallback: the document itself, the rule it rests on, the next date, what the other side said back.
| six commissions, r25 against r23, read blind | reader keeps | teaches more | holds together: old → new | restating ¶ | fact check ok · altered · unsupported |
|---|---|---|---|---|---|
| Kurnit · the gifts (two readers) | new, new | old, old | stitched → holds | 6 → 4 | 34 · 1 · 6 |
| Brown · dengue | new | new | stitched → holds | 4 → 2 | 37 · 4 · 4 |
| Didion · the edited video | new | old | stitched → holds | 5 → 4 | 27 · 2 · 4 |
| Plato · Hungary | new | new | stitched → holds | 6 → 6 | 39 · 5 · 10 |
| Bourdain · the air-traffic glitch | old | old | holds → stitched | 3 → 2 | 40 · 2 · 5 |
| Feddo · the Canada ban | old | new | holds → stitched | 4 → 7 | 34 · 4 · 1 |
checker field can name another model). Open: the cheap models read at about a third of a Claude reader's recall; a Claude Haiku call for the check would cost about a cent a piece and is the owner's to approve.| a human columnist | Ink today (recipe r24) | |
|---|---|---|
| 1 · the start | Reads the news and has a reaction: something bothers or interests them. | The editor hands over the news and a question. The persona has reacted to nothing. |
| 2 · what they bring | The news reminds them of things they know and have lived through. | Nothing is recalled. The profile sits in the prompt. |
| 3 · research | Driven by their own question: is that true, has it happened before. What they find can change their mind. | Runs before the writer has any idea. The same eight searches for every story; a desk picks the twelve "best" facts. |
| 4 · the point | They work out the one thing they want to say, often by talking or drafting. | Never formed as a step. A claim just appears in the outline or the text. |
| 5 · the outline | Follows the argument: what the reader needs first, where the piece turns. Many skip it at 900 words. | Six sampled; code picks by the mix of the cards' labels; code re-rolls any card with a "not" or a dash. |
| 6 · choosing material | Keeps what serves the point and drops the rest, good facts included. | A model deals every fact to a card, to fill the cards. |
| 7 · drafting | Writes the whole piece, in one voice, with the whole piece in their head. Facts are woven into the argument. | One card at a time, seeing only that card's material. Four versions; code picks one. |
| 8 · revision | Rereads as a reader; cuts, reorders, removes what repeats. Most of the quality comes here. | None. We select between versions and never rework one. |
| 9 · the editor | Asks "what's your point?", trims, pushes back. | Nobody does this. |
| 10 · fact check, copy desk | A separate person checks every name, number and quotation. | Partly covered: code catches names and numbers from nowhere; a reader checks facts, as a measurement only. |
The same three processes as chains. The colour says who decides at each step.
In today's chain the writer holds two of nine steps and code holds two of the decisions that matter most: which outline, and which paragraph. In the proposed chain the writer holds six of nine, the desk fetches what the writer asked for, and code holds no decision about the piece.
For the columnist the point decides what to look up, what goes in the outline and which facts stay. We gather first, plan by proportion, and never form the point. That matches what the readers keep finding: every version of the gifts piece restates one thin claim, the form is honest and the gesture is the message, between three and seven times. A piece with nothing more to say says it again.
The big papers come out at 44% background because the writer had something to say and went to find what backs it. We measured that correctly and then used it wrongly: the outline is picked by how close its cards' labels sit to 14 · 44 · 8 · 35. Three things went wrong at once. The labels are the persona's own and are often false (a "life" card with nothing of his life in it; a "view" card that was really news). Cards are not words: three archive cards in seven still gave 24% background and 49% view. And a badly ordered outline can win, because the pick never looks at order. It stays a good gauge. It was never a steering wheel.
Row 10 is the one row where a human newsroom also uses someone who is not the writer. That is where our code has earned its place: it caught the invented "Linda Painter… In 1993" as names and a number that were never in the room, and the fact checker found the envelope nobody reported. Designing the piece, which outline and which paragraph, is the writer's job in every newsroom there is.
Writing part by part did what it was built for: both blind readers said both attempts hold together, and restatement fell from 5–7 paragraphs to 3–4. But a columnist avoids stitching differently, by holding the whole piece in mind and then rereading it. We have no reread. The 09-11 ruling against AI editing was aimed at machine passes that polish style and teach the piece to please the meter; it also removed row 8, which is where a human writer gets most of their quality.
| step | who | what happens | on the gifts piece (an illustration) | |
|---|---|---|---|---|
| 1 | the reporting | desk | As today: the research desk reads the story and writes the notebook of facts, numbers, people and quotations. | The four aides, the sums, the form's four words, Painter, Ronquillo, the White House's answer. |
| 2 | the reaction | the writer | The persona reads the notebook and says, in a few plain lines: what struck it, what it reminds it of from its own life and work, and what it does not yet know and wants to. | "A label on a form. I spent forty years on labels nobody reads. Was this ever done before? Is a gift from a boss a gift in law?" |
| 3 | its own questions | the writer | From the reaction, three to six questions it wants answered before it will take a position. These become the searches. The eight fixed searches retire as the driver and stay as a fallback when the persona asks too few. | "Has a president given staff cash before?" · "What does the gift rule say about a superior giving to a subordinate?" · "What did ethics officials say this week?" |
| 4 | the archive answers | desk | The machinery already built: search, read the pages once and keep the text, write the notes. Returned to the persona as answers to its questions, each with its source, said once. | No known precedent; tokens before. The rule bars gifts going up, says nothing of gifts coming down. § 209. Fox: "troublesome". |
| 5 | the point | the writer | After reading the answers, one or two sentences: what it now holds, and what changed its mind if anything did. Two tests from the claim step: the point must not already be in the source story (code can test that), and it must say how something works, not only which side it is on (a reader tests that). | Before: "the form is honest and the gesture is the message." After, if the answers do their work: "the gift rules were written to stop money flowing up, so nothing on the books meets money flowing down." |
| 6 | the outline | the writer | Its own, from the point, in its own order. One outline, not six. No pick by code. The mix of the finished piece is read afterwards as a gauge. | The news → the rule that points the wrong way → no precedent → the zipper ad and what a footnote fixes → what the form cannot say. |
| 7 | written whole | the writer | One draft with the whole piece and all the answers in view, as recipes up to r23 did. | — |
| 8 | the reread | the writer | The persona reads its own piece once, as a reader, against four questions and no style rules: what is said twice, what is used before it is introduced, where does a paragraph not follow from the one before, what would a reader skip. Then it writes the piece again, whole. This needs your ruling; see §6. | The r23 piece introduced Painter and Fox twice and told "a third" and "a quarter" of a salary. A reread is where a person catches that. |
| 9 | the checks | checkers | Code: names and numbers found nowhere in what the writer was given; sentences that repeat. A reader with the material beside it: every name, figure and quotation (skill ④). A flagged statement goes back to the writer with the material, to correct or cut. The mix, the restatement count and the defect marks are read and reported, never steered by. | The envelope, "a check", "out of his own pocket", "two lawyers" where one is a professor. |
| carries over | steps back from steering |
|---|---|
| The archive's machinery: searching, reading ten pages, keeping the page text from the first read, the page notes. | The eight fixed searches as the driver of research (kept as a fallback). |
| Saying each fact once: the de-duplication of the notes before the writer sees them. | The deal as an allocation of facts to cards. |
| The names-and-numbers guard and the repeat guard, as checks on the finished piece. | Code picking the outline by the mix; code re-rolling cards for a "not" or a dash. |
| The readers: blind pairs, the defect marks, the material mix, the fact checker. The workbench page. | Code picking each paragraph from four. Kept on the shelf: it is the only thing so far that removed the stitching, and the test below says whether the reread can replace it. |
| The mix 14 · 44 · 8 · 35, as a gauge on the finished piece. | The same mix as a target. |
ink_brew.reaction · research · the_point · own_outline · reread · fact_flags · correct; exam/ink_loop.write_driven) · nothing deployed · the evidence: part by part · the dossier · the workbench · the roadmap this revises: the writer as an agent · the gate design