nutstrut 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
Receive input text
Rewrite:
- reduce repetition
- improve flow
- increase variation
- simplify language
Evaluate:
- compare before vs after metrics
Output:
- rewritten text
- evaluation data
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