Verified Humanizer

Transform AI-generated content into natural, human-sounding writing, measure the improvement, and optionally verify the result.

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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.

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Core principle

Transformation, evaluation, and verification are separate steps.

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

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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.

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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

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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

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Output format

json

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

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Example Usage

Input

json

{
  "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

json

{
  "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
  }
}

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Optional verification

You may optionally verify the evaluation using structured data only.

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

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What this is

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

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What this is not

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

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Outcome

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

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Keywords

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