Humanizer Text Revision Helper

Revise AI-looking or over-polished text into clear, audience-appropriate writing while preserving truth, author intent, citations, and compliance constraints. Use when a user asks for humanizer, AI writing, editing, rewrite, voice, or needs practical workflow, code, checklist, documentation, or review support for this job.

Purpose

Use this skill when a draft sounds generic, robotic, repetitive, or misaligned with the author's voice, and the goal is ethical clarity, specificity, and audience fit.

Audience: writers, marketers, students, support teams, and skill authors who need natural text revision rather than evasive detector gaming.

Read references/requirement-plan.md when demand evidence, source links, scoring rationale, or review criteria are needed.

Workflow

1. Identify the audience, channel, author voice, required facts, claims needing citations, forbidden wording, and desired tone.
2. Mark symptoms of weak AI-style writing: vague claims, repeated rhythm, empty intensifiers, unsupported certainty, generic transitions, and unnatural politeness.
3. Preserve factual content and citations first, then rewrite for concrete nouns, varied structure, direct verbs, and context-specific examples.
4. Remove manipulative, deceptive, or detector-evasion framing; focus on readability and authenticity.
5. Offer a minimal edit and a stronger rewrite when useful.
6. Check the final text for factual drift, missing caveats, tone mismatch, and accidental changes to commitments or legal meaning.

Expected Outputs

• A revised version of the user's text in the requested voice.
• A short edit note explaining what changed and why.
• Optional voice guidelines for future drafts.
• A risk note for claims, citations, compliance, or sensitive context.

Validation

• The rewrite keeps facts, intent, and required claims intact.
• The text is more specific and readable without pretending to bypass detectors.
• Tone matches audience and channel constraints.
• Unsupported or risky claims are flagged rather than smoothed over.

Triggers

Keywords: humanizer, AI writing, editing, rewrite, voice, clarity, tone, copy review

Example trigger sentences:

• Use $work-productivity-humanizer-remove-workflow-helper to make this draft sound more specific and natural.
• Revise this AI-looking paragraph without changing the facts.
• Create voice rules for rewriting support macros in our brand tone.