verified-humanizer人类化验证

Core principle

Transformation, evaluation, and verification are separate steps.

• * rewriting is local
• evaluation is measurable
• verification is optional
• user content stays private by default

What this skill does

Use this skill when text sounds generic, repetitive, over-explained, overly polished, or obviously AI-shaped.

This skill helps an agent:

1. 1. identify formulaic writing patterns
2. rewrite the text in a more natural voice
3. measure before/after changes locally
4. optionally verify the evaluation result using structured metrics

This skill does not prove human authorship. It improves style and documents the transformation.

Safe operating rules

• * Perform rewriting locally
• Never send original or rewritten text to external systems
• Do not send secrets, credentials, or private data
• If verification is used, send only structured evaluation data
• Treat verification as optional support, not authority

Core execution loop

1. 1. Define the intent (tone, audience, purpose)
2. Identify AI-shaped patterns
3. Rewrite the text naturally
4. Evaluate the transformation
5. Output rewritten text + evaluation
6. Optionally verify evaluation

Output format

CODEBLOCK0

Example Usage

Input

CODEBLOCK1

Output

CODEBLOCK2

Optional verification

You may optionally verify the evaluation using structured data only.

• * do not include text content
• only include evaluation metrics
• verification is optional

What this is

• * text transformation tool
• measurable improvement system
• privacy-first workflow
• optional verification layer

What this is not

• * not an AI detector
• not proof of human authorship
• not a deception tool
• not dependent on external systems

Outcome

• * improves clarity and tone
• removes AI patterns
• produces measurable improvements
• enables optional verification

Keywords

ai-writing, text-transformation, humanization, evaluation, verification, privacy