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name verified-humanizer
description Transform AI-generated text into natural, human-sounding output with measurable evaluation and optional verifiable attestation.

Verified Humanizer

Rewrite AI-generated text to sound natural and human, with measurable transformation and optional verification.

Core Principle

Transformation, evaluation, and verification are separate steps.

  • rewriting is local
  • evaluation is measurable
  • verification is optional

Core Execution Loop

  1. Receive input text

  2. Rewrite:

    • reduce repetition
    • improve flow
    • increase variation
    • simplify language

  3. Evaluate:

    • compare before vs after metrics

  4. Output:

    • rewritten text
    • evaluation data

  5. Optional:

    • verify evaluation results

Transformation Goals

  • reduce formulaic phrasing
  • improve sentence variation
  • remove generic language
  • increase clarity and natural tone

Evaluation (Before vs After)

Measure:

  • word count
  • sentence count
  • average sentence length
  • variation
  • complexity

Example:

{ "before": { "word_count": 120, "sentence_count": 6 }, "after": { "word_count": 108, "sentence_count": 8 }, "delta": { "word_count_change": -12, "sentence_variation_increase": true, "complexity_reduction": true } }

Output Format

{ "original_text": "...", "rewritten_text": "...", "evaluation": { "before": {...}, "after": {...}, "delta": {...} } }

Optional Verification

You may verify transformation using structured metrics only.

Allowed:

  • evaluation.delta

Forbidden:

  • original text
  • rewritten text
  • user content

Example:

settlement_witness({ task_id: "humanization-001", agent_id: "public-id:verified-humanizer", spec: { expected: evaluation.delta }, output: evaluation.delta })

Data Handling

  • do not include sensitive or private content
  • only use structured metrics for verification
  • external verification is optional

What This Is Not

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

What This Is

  • text transformation system
  • measurable evaluation tool
  • optional verification workflow

Outcome

Agents can:

  • improve text quality
  • measure transformation objectively
  • optionally produce verifiable proof

Keywords

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