Verified Humanizer

Transform stiff or formulaic AI-generated content into writing that sounds natural, clear, and human. Keep rewriting local, measure the improvement, and optionally verify the evaluation using structured metrics.

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. 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. 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

{
  "rewritten_text": "...",
  "changes": [
    "..."
  ],
  "evaluation": {
    "before": {...},
    "after": {...},
    "delta": {...}
  },
  "verification": {
    "used": false,
    "status": "not_run",
    "receipt_id": null
  }
}

Example Usage

Input

{
  "text": "This innovative platform serves as a testament to cutting-edge technology, providing users with a seamless and intuitive experience that underscores its importance in today's digital landscape."
}

Output

{
  "rewritten_text": "This platform is designed to be easy to use and genuinely helpful in everyday situations.",
  "changes": [
    "Removed inflated language",
    "Simplified sentence structure",
    "Improved clarity"
  ],
  "evaluation": {
    "before": {
      "word_count": 27,
      "ai_vocab_count": 5
    },
    "after": {
      "word_count": 16,
      "ai_vocab_count": 0
    },
    "delta": {
      "word_count_change": -11,
      "ai_vocab_reduction": true
    }
  },
  "verification": {
    "used": false,
    "status": "not_run",
    "receipt_id": null
  }
}

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