SKILL33writing-communication
Humanizing Generated Prose
Naturalizes generic or AI-shaped prose through source-faithful edits to specificity, rhythm, syntax, and structure instead of detector-oriented tricks.
Primary benefit
Makes generated drafts feel deliberate and less templated while preserving facts, citations, protected strings, uncertainty, and supplied writer voice.When to use
Use when supplied prose sounds generic, formulaic, over-polished, or recognizably AI-shaped and should read more naturally without changing its factual payload.
When not to use
Do not use to evade AI detectors, fabricate personal experience, claim human authorship, or replace ordinary clarity editing that does not have a generated-prose problem.
Use cases
Rewrite an AI-assisted draft so it keeps all evidence but loses generic scaffolding and repetitive cadence
Match generated prose to observable traits in a supplied voice sample without inventing biography or personal experience
Example prompts
Use humanizing-generated-prose to make this draft less formulaic while preserving facts, qualifications, citations, URLs, numbers, quotations, and protected text. Match the supplied voice sample only where its traits are observable; do not optimize for detector scores or invent personal details.Install this skill
Choose the command for your operating system and run it from the repository root.
Bash
./install.sh --skill humanizing-generated-prosePowerShell
./install.ps1 --skill humanizing-generated-proseChatGPT
Download Skill ZIPCompatibility
- Surfaces
- ChatGPT · Codex · Claude Code
- Operating systems
- Linux · macOS · Windows
- Install modes
- PluginFilesystem
Dependencies
No external dependencies
Part of systems
Curated systems that canonically include this method.