One-point dilution
- Id
- one-point-dilution
- Status
- Active
- Severity
- high
- Detection
- judge
- Evidence grade
- community-observed
- Languages
- en
- Added
- 2026-08-15
- Updated
- 2026-08-15
Currently signals low-effort writing.
What it is
One claim, restated across several paragraphs in different clothes. tropes.fyi lists content duplication and one-point dilution as two patterns; they fire on the same text, so they are one entry here. vale-ai-tells carries a document-level duplication check. Nobody has measured the pattern, and the evidence grade says so.
Why it reads as machine-made
Length is the easiest thing to add to a draft and the hardest thing to add honestly. A generator asked for 800 words on a 200-word idea will produce 800 words. Severity is high because the reader pays four times for one thing, and because the padding hides how thin the underlying material was.
Specimens
Remote work needs clear written communication. When teams are distributed, writing things down is how information travels. Without written records, distributed teams lose track of what was decided. Teams that do not write things down end up having the same conversation twice.
Our decisions used to live in calls, so anyone who missed the call missed the decision. In February we started writing a four-line note after every meeting: what we decided, who owns it, when it lands, what we rejected. The rejected line turned out to matter most, because the same two ideas kept coming back every six weeks.
One claim in four coats became one claim with a mechanism, a date and a surprise. Figures in this repair are invented for the specimen.
How it is detected
- Rubric
- List the distinct claims in the passage, counting a claim as distinct only when it introduces a noun, a figure or an actor that the others do not. Divide the word count by the number of distinct claims. Then reorder the paragraphs and reread: check whether any pronoun loses its referent or any comparison loses its first term. Escape hatch: speech transcripts and teaching texts, where restatement is the medium doing its job, and safety or compliance material written so a reader can enter at any point. Return the claim count, the words per claim, and whether reordering broke anything.
Who writes this way legitimately
Speech transcripts repeat by design, because a listener cannot reread and oral rhetoric was built on restatement long before any of this. Safety and compliance material repeats deliberately so a reader entering at any point still gets the whole instruction. Beginner instructional writing does the same, and so does anything written to be read aloud. The check is the medium and the ordering: if the paragraphs can be shuffled with no reference breaking anywhere, the piece is one point wearing four coats.
Model attribution
Undocumented by vendor. The pattern follows the word count in the prompt rather than the model, which is why it survives every change of model family.
Platform notes
- Search spam policy covers scaled content abuse no matter how the content was created, in Google own wording. The policy is about value to the reader, not about tooling.
Status history
| Date | Status | Rationale |
|---|---|---|
| 2026-08-15 | Active | Carried by two community rule sets as separate patterns that fire on the same text, and consistent with first-party search guidance treating low-value repetition as a quality problem. No measurement exists, so the grade stays at community-observed while severity reflects what the pattern costs a reader. |
Sources
- 01tropes.fyi pattern directorycommunityaccessed 2026-08-14
- 02vale-ai-tells, 111 machine-checkable rulescommunityaccessed 2026-08-14
CC BY 4.0 / The AI Tells Index, feedsquad.com/ai-tells