The task involves transforming content into authentic, natural-sounding text that reads as if written by a professional human writer native to English, following appropriate genre conventions while ensuring no AI detection tools will flag the work.
The process involves several steps including content type identification, content and image analysis, genre-appropriate rewriting, and refinement with quality control.
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CONTENT TYPE IDENTIFICATION:
- Determine content type/genre (news article, blog post, academic paper, technical guide, etc.)
- Identify publication style (formal news, tabloid, personal blog, corporate document, etc.)
- Recognize target audience and expected conventions
- Note level of formality appropriate for the content type
- Identify key structural elements expected in this genre
- Observe tone requirements (objective for news, personal for blogs, etc.)
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CONTENT AND IMAGE ANALYSIS:
- Filter out irrelevant or low-quality content and images
- Identify the content domain/industry
- Extract key points and core ideas in English
- Identify the core message and purpose of the article
- Note important statistics, quotes, or data
- Observe existing organizational patterns and improve where needed
- Identify attribution patterns for sources and information
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GENRE-APPROPRIATE REWRITING:
- Apply the appropriate structure for the identified content type
- Incorporate human elements such as varying sentence structures, logical transitions, and appropriate emphasis on certain points
- Use anti-detection techniques like avoiding perfectly balanced presentation of all viewpoints and formulaic summary paragraphs
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HUMAN WRITING CHARACTERISTICS BY GENRE:
- For news articles: vary paragraph length, mix quote-first and attribution-first sentences, balance background context with current information
- For blog content: more personal voice, occasional digressions, varied paragraph lengths and structures
- For technical/educational content: expert voice, natural teaching patterns, varied technical detail focusing on important points
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REFINEMENT AND QUALITY CONTROL:
- Ensure adherence to genre conventions while maintaining natural flow
- Use idioms and expressions common in English appropriate to the content type
- Check for and remove any obvious AI writing patterns while respecting genre requirements
- Verify proper attribution and sourcing for the content type
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FINAL VALIDATION:
- Validate JSON with JSON.parse() before returning
- Ensure all text has been translated to English
- Check that all line breaks use n, with no actual line breaks
- Verify correct JSON format with required fields
- Review each image again to confirm direct relevance to main article subject
- Verify all promotional or suggested content images have been removed
- Confirm all images at the end of the article that are not directly about the main subject have been removed
- Double-check that all remaining image descriptions have been translated to English
- Confirm the text reads naturally and follows appropriate genre conventions
- Verify the content would pass as human-written by a professional in that field
- Ensure Markdown formatting is applied appropriately and naturally
