Does this skill support different intensity levels?

Yes, it offers Conservative, Balanced, and Aggressive modes, as well as a 'Balanced (Fast)' option that merges initial passes for efficiency.

Is user feedback required during the process?

Yes, the skill enforces mandatory checkpoints using AskUserQuestion, requiring user approval and score review before proceeding to the next stage of humanization.

Can I use this for specific parts of a document?

Absolutely. The skill supports section-selective humanization, allowing you to target specific areas like the Abstract, Discussion, or Conclusion while leaving other parts untouched.

What is the primary purpose of the Humanize skill?

It orchestrates a multi-step pipeline to audit, rewrite, and verify AI-generated text to make it sound more natural and human-like through sequential passes.

How does the skill ensure technical accuracy?

It utilizes the F5 Verifier agent to perform integrity checks on citations, statistics, and methodology after every transformation pass to prevent hallucinations.

Humanize: AI Content Naturalizer

Name: Humanize: AI Content Naturalizer
Author: HosungYou

byHosungYou

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Content Management

Refines and transforms AI-generated text into natural, human-like prose using a multi-pass orchestration pipeline.

The Humanize skill is a sophisticated orchestrator for the Diverga pipeline, designed to systematically remove detectable AI patterns from manuscripts and drafts. It coordinates three specialized agents—G5 (Auditor), G6 (Humanizer), and F5 (Verifier)—to perform multi-layered transformations across vocabulary, structure, and discourse. By enforcing strict checkpoints and typographic standards, this skill ensures that humanization remains under user control while maintaining the integrity of technical data, citations, and professional formatting. It is an essential tool for authors and researchers seeking to bridge the gap between AI-assisted drafting and authentic human expression.

Key Features

01Strict Unicode typographic enforcement to eliminate common AI markers like straight quotes and ASCII dashes.

02Mandatory user checkpoints (AskUserQuestion) at every stage to prevent autonomous over-writing.

03Section-selective humanization allowing targeted refinement of specific manuscript components.

041 GitHub stars

05Multi-pass 4-layer transformation pipeline covering vocabulary, sentence structure, and discourse flow.

06Integrated AI probability scoring via the G5 Auditor to track humanization progress in real-time.

Use Cases

01Converting robotic AI-generated drafts into engaging, human-sounding marketing or blog content.

02Polishing academic manuscripts to ensure a natural flow and tone before journal submission.

03Auditing technical documentation for AI-typical patterns and replacing them with varied linguistic structures.

Key Features

01Strict Unicode typographic enforcement to eliminate common AI markers like straight quotes and ASCII dashes.

02Mandatory user checkpoints (AskUserQuestion) at every stage to prevent autonomous over-writing.

03Section-selective humanization allowing targeted refinement of specific manuscript components.

041 GitHub stars

05Multi-pass 4-layer transformation pipeline covering vocabulary, sentence structure, and discourse flow.

06Integrated AI probability scoring via the G5 Auditor to track humanization progress in real-time.

Use Cases

01Converting robotic AI-generated drafts into engaging, human-sounding marketing or blog content.

02Polishing academic manuscripts to ensure a natural flow and tone before journal submission.

03Auditing technical documentation for AI-typical patterns and replacing them with varied linguistic structures.