Humanizer Text Revision Helper
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
- Identify the audience, channel, author voice, required facts, claims needing citations, forbidden wording, and desired tone.
- Mark symptoms of weak AI-style writing: vague claims, repeated rhythm, empty intensifiers, unsupported certainty, generic transitions, and unnatural politeness.
- Preserve factual content and citations first, then rewrite for concrete nouns, varied structure, direct verbs, and context-specific examples.
- Remove manipulative, deceptive, or detector-evasion framing; focus on readability and authenticity.
- Offer a minimal edit and a stronger rewrite when useful.
- 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.