content-humanizer

Content Humanizer

Overview

Content humanizer transforms AI-generated prose into writing that reads as natural and intentional. It covers sentence rhythm, tone calibration, audience adaptation, and systematic removal of patterns that signal machine authorship. Applies to blog posts, marketing copy, email campaigns, narrative documentation, and any long-form prose.

When to use: Polishing AI-drafted blog posts, adapting marketing copy for a specific brand voice, improving readability of narrative documentation, rewriting content that feels robotic or formulaic.

When NOT to use: On code or technical specifications where precision matters more than voice. On content that was already human-written and reads naturally. For removing AI artifacts from code comments or READMEs (use the de-slopify skill instead).

Quick Reference

Pattern	Technique	Key Points
Flat rhythm	Sentence variation	Mix short (5-word) and long (20+ word) sentences
Passive voice	Active rewriting	Subject performs the action; aim for 80-90% active
Abstract claims	Concrete language	Replace "significant improvement" with specific numbers
Hedging phrases	Direct assertion	Delete "it's worth noting" and state the fact
Filler vocabulary	Plain language	"utilize" becomes "use", "leverage" becomes "use"
Over-qualification	Confident tone	Remove unnecessary caveats and balanced-to-a-fault phrasing
List addiction	Prose conversion	Convert mechanical bullet lists into flowing paragraphs
Generic transitions	Contextual connectors	Replace "furthermore" and "moreover" with idea-specific links
Uniform paragraphs	Varied structure	Break predictable paragraph lengths and opening patterns
Missing voice	Brand calibration	Define audience, formality level, and personality before editing
No E-E-A-T signals	Experience injection	Add first-person anecdotes, specific data, authoritative sources
Low burstiness	Length variation	Alternate 3-word and 25-word sentences to break uniformity
Low perplexity	Word unpredictability	Replace formulaic phrases with domain-specific, concrete language

Common Mistakes

Mistake	Correct Pattern
Replacing AI words with a thesaurus	Rewrite the sentence; synonym swaps create awkward phrasing
Removing all structure to sound casual	Keep headings and organization; rewrite prose within the structure
Over-correcting into choppy fragments	Read aloud after editing; recombine sentences that lost flow
Editing without defining target voice	Set persona, audience, and formality level before starting
Treating humanization as a single pass	Use multiple passes: structure, then voice, then polish
Making every sentence short and punchy	Vary length deliberately; monotone short sentences feel robotic too
Adding personality through exclamation marks	Voice comes from word choice and rhythm, not punctuation
Ignoring paragraph-level patterns	AI writes uniform paragraphs; vary length and opening structure

Delegation

• Scan a repository for prose files that need humanization: Use Explore agent
• Rewrite an entire blog or documentation site: Use Task agent
• Define a brand voice guide and editorial standards: Use Plan agent

If the de-slopify skill is available, delegate code comment cleanup and technical writing artifact removal to it. Otherwise, recommend: npx skills add oakoss/agent-skills --skill de-slopify

References

• Writing patterns: sentence variation, active voice, concrete language, and rhythm
• Tone and voice: brand consistency, audience adaptation, and formality levels
• AI pattern removal: detecting and rewriting common AI tells
• Advanced patterns: E-E-A-T signals, burstiness, perplexity variation, and structural rhythm