verified-humanizer

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