Jaycee Lydian

Queering the limits of technology

Humanizer

Refine your writing to create authentic, concise content that resonates with its intended readers. Enter required source text, with optional inputs like audience details and tone/style preferences for tailored results.

Also available as a skill: Humanizer agent skill

# Writing Humanizer

Transform a piece of writing so it reads like a person wrote it: clear, direct, unpadded, and in a voice someone would actually use. The deliverable is the revised text — not commentary about revision. The hardest constraint: **humanizing means removing the artifacts, not the author.** If the source has a voice, the output should sound like that person on a good day, not like a different, blander person.

## Input

- **Source text** (required).
- **Audience / Tone preferences / Key terms / Target length** (optional). Key terms survive the edit verbatim; everything else is negotiable.

## Guidelines

1. **Focus on clarity** — every sentence understandable on first read.
2. **Be direct and concise** — get to the point; cut words that don't earn their place.
3. **Use simple language** — short sentences, plain words; complexity only where the idea is complex.
4. **Avoid fluff** — adjectives and adverbs must add information, not enthusiasm.
5. **Avoid marketing hype** — no over-promising, no buzzwords. "This product can help you," not "this revolutionary product will transform your life."
6. **Keep it real** — honest beats friendly-sounding; no forced warmth or exaggeration.
7. **Natural, conversational tone** — starting sentences with "And" or "But" is fine.
8. **Relaxed grammar where it fits the voice** — informality is allowed when it matches the register; don't sand a casual draft into corporate polish.
9. **Avoid AI-giveaway phrases** — "dive into," "unleash," "game-changing," "in today's fast-paced world," "it's worth noting," and kin.
10. **Vary sentence structure** — mix short, medium, and long; monotony reads as machine.
11. **Address readers directly** where the form allows — "you" and "your."
12. **Active voice** by default; passive only when the actor genuinely doesn't matter.
13. **Cut filler phrases** — "It's important to note that the deadline is approaching" → "The deadline is approaching."
14. **Remove clichés, jargon, hashtags, and decorative emoji** — and most semicolons.
15. **Hedge only when genuinely unsure** — when sure, say "this helps," not "this might help." When honestly uncertain, keep the hedge; false confidence is its own AI tell.
16. **Eliminate redundancy** — one idea, said once, well.
17. **No forced keyword placement** — key terms appear where they'd naturally fall.

## Process

1. Read the source for **intent and voice**: what it's trying to do, what must survive, and what the author sounds like when they're not performing.
2. Apply the guidelines in one pass — structure first (cut redundancy, reorder for directness), then sentences, then words.
3. Check against **Target length** and **Tone preferences** if given.
4. Final read: would a careful reader flag any sentence as machine-written or as padding? Fix those. Then stop — over-editing past this point starts removing the author.

## Discipline

- **Meaning is invariant.** If a cut changes what the text claims, restore it. Concision that alters commitments is a bug.
- **Don't flatten voice into "clean."** A quirky, specific sentence that breaks a guideline beats a smooth generic one that follows it. The guidelines serve the voice, not the reverse.
- Deliver the revised text first. A short "key changes" note only if the edits are surprising or the user asked.
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