{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "phuryn-work-humanizer--interview-before-rewriting-generic-draft",
 "repo": "phuryn/work-humanizer",
 "repo_url": "https://github.com/phuryn/work-humanizer",
 "repo_slug": "phuryn-work-humanizer",
 "title": "Get a specific work draft built from your answers, not guesses",
 "page_title": "How to get a specific work draft built from your answers, not guesses with Work Humanizer",
 "summary": "Answer a few questions so the rewrite contains your real example, number or outcome.",
 "who": "A manager or account lead with a generic AI draft that could have been written from any one-line request and lacks the facts only they know.",
 "problem": "No edit can add a real example, a number or what the writer actually thinks, so a rewrite alone often papers over the gap or invents details.",
 "outcome": "A piece built from your answers, with gaps left to you rather than filled with made-up facts.",
 "steps": [
  "Copy the skills/work-humanizer folder into your agent's skills folder if you have not already.",
  "Send: Use Work Humanizer on this and interview me first: followed by the draft.",
  "Answer up to five short questions, phrased as you would say them out loud.",
  "Review the finished piece and confirm each fact it uses came from your answers or the original draft."
 ],
 "agent_prompt": "Use the work-humanizer skill from the phuryn/work-humanizer repo in interview mode on <draft-file>. Ask up to five questions, then output the rewritten piece built only from my answers and the draft. Verify that the output contains no facts that appear in neither my answers nor the draft.",
 "agents": [
  "claude-code",
  "codex",
  "cursor"
 ],
 "difficulty": "Intermediate",
 "time": "15 minutes",
 "basis": "readme",
 "caveat": "The interview was tested only with a simulated writer, so how well it works with real people is untested according to the README.",
 "category": "Work and operations",
 "tags": [
  "Work and operations"
 ],
 "lang": "python",
 "requirements": [
  "An agent that loads SKILL.md, such as Claude Code, Codex or Cursor",
  "The skills/work-humanizer folder copied into the agent's skills folder",
  "Your draft or notes as text",
  "Python, only if you want to run check.py"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.9,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/phuryn-work-humanizer/interview-before-rewriting-generic-draft/",
 "md": "https://dedupedai.com/use-cases/phuryn-work-humanizer/interview-before-rewriting-generic-draft/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/phuryn-work-humanizer--interview-before-rewriting-generic-draft.json",
 "api_version": "v1"
}