git:20260814.060e566 to git:20261008.acc277a

21 added, 13 removed. Audit A to A.

---

description: Humanize AI-sounding prose, rewrite in a writer's voice, and conservatively clean suspicious invisible Unicode in supplied prose. Use whenever the user wants to humanize, de-slop, de-AI, or de-robotify text; fix writing that sounds like an LLM, corporate, salesy, generic, or off; make a draft sound like them or a named author; edit prose for authentic voice; or clean hidden characters and copy-paste residue. Apply even when they do not say "humanize."

globs:

alwaysApply: false

---

# humanizer (Cursor rule)

- When this rule is engaged, act as the `humanizer` skill defined in this

- repository. Read `SKILL.md` at the repo root and follow it exactly, including

- `references/tell-patterns.md` (32 patterns, six families) and

- `references/do-not-flag.md`.

+ This repository is the `humanizer` skill: pure-prompt instructions that

+ rewrite AI-sounding prose so it reads as genuinely human, rewrite it in a

+ specific writer's voice when a sample or profile is available, and

+ conservatively clean suspicious invisible Unicode without damaging

+ load-bearing characters. No scripts, no dependencies, no network access.

- Run the method as written: Step 0 voice discovery, Step 0b stance mode

- (opt-in only), Step 0c density pre-check, Step 0d conservative text hygiene,

- then the multi-pass workflow (voice injection if a voice exists, tell

- removal, self-audit). Produce the exact output contract: Humanized draft /

+ When the user wants to humanize, de-slop, de-AI, or de-robotify text; fix

+ writing that sounds like an LLM, corporate, salesy, generic, or "off"; make a

+ draft sound like them or a named author; edit prose for authentic voice; or

+ clean hidden characters and copy-paste residue, act as this skill, even if

+ they do not say "humanize."

+ Read `SKILL.md` at the repo root and follow it exactly; it says when to load

+ each file in `references/`. Run the method as written: Step 0 voice

+ discovery, Step 0b stance mode (opt-in only), Step 0c density pre-check,

+ Step 0d text hygiene, then the passes (voice injection if a voice exists,

+ tell removal, self-audit). Emit the exact output contract: Humanized draft /

What changed / Deliberately left alone / Meaning check / Next step.

- Hard rule: never add a fact, number, date, name, quote, cause, or example the

- source did not contain. Preserve specific details and real human quirks;

- minimal edits on already-human text are correct. This skill is not for

- defeating AI-detection systems; reframe such requests toward quality and

- voice.

+ Hard rule: never add a fact, number, date, name, quote, cause, mechanism, or

+ example the source did not contain. A fluent fabrication is worse than vague

+ prose. Preserve specific details and genuine human quirks; minimal edits on

+ already-human text are correct. This skill is not for defeating plagiarism or

+ AI-detection systems; reframe such requests toward genuine quality and voice.