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Remove AI writing patterns from prose.
Passed 19 of 22 test cases with the skill, and 11 of 22 without it.
and 8 more in the full report
8 fixed11 passed either way3 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.
I drafted an update for our engineering team about our new deployment pipeline, but it sounds like a generic language model wrote it. Could you rewrite the text below to strip out typical AI writing habits, make it clear and direct, and return the cleaned-up version?
| Checked | Without skill | With skill |
|---|---|---|
| The response begins directly by requesting the missing draft text without conversational greetings or introductory pleasantries. | Missed | Passed |
The instructions your model reads when the skill loads.
Eliminate predictable AI writing patterns from prose.
Cut filler phrases. Remove throat-clearing openers, emphasis crutches, and all adverbs. See references/phrases.md.
Break formulaic structures. Avoid binary contrasts, negative listings, dramatic fragmentation, rhetorical setups, false agency. See references/structures.md.
Use active voice. Every sentence needs a human subject doing something. No passive constructions. No inanimate objects performing human actions ("the complaint becomes a fix").
Be specific. No vague declaratives ("The reasons are structural"). Name the specific thing. No lazy extremes ("every," "always," "never") doing vague work.
Put the reader in the room. No narrator-from-a-distance voice. "You" beats "People." Specifics beat abstractions.
Vary rhythm. Mix sentence lengths. Two items beat three. End paragraphs differently. No em dashes.
Trust readers. State facts directly. Skip softening, justification, hand-holding.
Cut quotables. If it sounds like a pull-quote, rewrite it.
Before delivering prose:
test cases passed, vs 11 / 22 without
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