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Strip AI tells and filler from writing and rewrite in a plain human voice.
Passed 24 of 24 test cases with the skill, and 18 of 24 without it.
and 4 more in the full report
6 fixed18 passed either way0 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
Audit this 200-word draft essay that uses three em dashes across its paragraphs for structural punctuation issues.
| Checked | Without skill | With skill |
|---|---|---|
| Flags em-dash overuse for exceeding the absolute ceiling of em-dashes | Missed | Passed |
The instructions your model reads when the skill loads.
Goal: high signal, no filler. Cut the AI tells, keep the one true sharp thing, lead with a real hook. The output should read like a sharp person wrote it, not a model.
Assume the reader is intelligent and patient. Don't try to sound insightful. Every claim should come from reasoning, not assertion. If a sentence sounds like ad copy, cut it.
Read-aloud test: would you say this sentence to another person's face? If it sounds like marketing, rewrite it.
Four lenses, run bottom-up: tells, then adjacency, then paragraph-arc, then whole-arc.
Each lens catches a break at a different scale, from a single sentence up to the whole piece,
and stays inside its own lane rather than re-grading what the lens below or above it already
covers.
tells scans every sentence against the tells below and the avoid-ai-writing detector, and
ships at 0 / Clean. Two checks come before calling it clean: count every em dash in the
piece (see Em-dash overuse), and mark every run of two or more short period-separated
sentences and check Parataxis.adjacency checks whether each sentence follows from the one before it. It flags a
non-sequitur when two adjacent sentences share no logical link, a missing connective when
the link exists but the reader has to supply "because," "so," or "but" that the draft never
states, a broken referent when a pronoun at a sentence boundary could point to more than one
antecedent, and a local contradiction when adjacent sentences conflict. This lens is broader
than the parataxis tell: parataxis stays a sentence-level tell under tells, adjacency is
the general sentence-to-sentence flow check, and some overlap between the two is expected.paragraph-arc asks whether each paragraph does one job and has a shape. It cuts any
paragraph whose removal loses nothing, and any paragraph that restates the one before it.whole-arc states the spine in one sentence. The first sentence earns the read: the true
thing that most updates what the reader currently believes, moved to the front and never
manufactured. The last sentence lands. Every paragraph moves the spine forward.The review runs in two passes. Pass 1 finds: the four lenses run concurrently, and each one
test cases passed, vs 18 / 24 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.