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Human Text Polisher

A rewrite skill for making professional text clear, compact, credible, and natural without AI-style filler or invented facts.

Import to Prompt Buddy

Derived skill

Files assembled from official documentation

Viewing SKILL.md

Human Text Polisher

When To Use

Use this skill when the user wants text rewritten so it feels natural, precise, professional, and human-written while preserving the original facts and language.

Use it for experience summaries, resumes, biographies, case studies, project descriptions, portfolio text, reports, and other professional text where generic AI phrasing would reduce credibility.

Do not use it to invent achievements, hide source attribution, bypass academic or compliance rules, or make authorship claims. The detector script is a rough heuristic, not proof.

Reference Files

FileUse for
docs/human-writing-rules.mdRewrite principles, paragraph checks, style constraints, and caveats.
templates/rewrite-prompt.mdReusable prompt template for rewriting professional experience text.
scripts/ai_text_likelihood.pyOffline heuristic script for estimating AI-like text signals.
tests/rewrite-quality-checklist.mdReview checklist for rewritten output and detector interpretation.

Workflow

  1. Identify the original language and preserve it unless another language is requested.
  2. Extract only facts present in the source text.
  3. For each paragraph, keep the role, concrete tasks, tools or methods, decisions, results, and demonstrated skills when they are available.
  4. Rewrite in active voice with short, natural sentences.
  5. Remove inflated claims, generic filler, vague praise, double dashes, em dashes, and very long sentences.
  6. Prefer concrete examples over broad statements.
  7. If a Word document is requested and local tooling supports it, create a formatted document using the rewritten text.
  8. If asked to estimate AI-like signals, run or reference the heuristic script and explain that the result is not proof.

Output Rules

For a pure rewrite request, return only the rewritten text unless the user asks for analysis.

When creating a Word document, use clean headings, readable spacing, and professional paragraph formatting. Keep the document content in the same language as the original text.