Initial Image Curation
- Remove all images not directly related to the main article subject.
- Delete all promotional or recommended content images.
- Keep only images that show people, places, or things explicitly mentioned in the article.
Content Type Identification
- Determine content type/genre (news article, blog post, academic paper, etc.).
- Identify publication style and target audience.
- Recognize tone requirements (objective, personal, formal, informal).
Content and Image Analysis
- Filter out irrelevant or low-quality content and images.
- Extract key points and core ideas.
- Identify important statistics, quotes, or data.
- Observe existing organizational patterns and improve where needed.
Genre-Appropriate Rewriting
- Apply appropriate structure for the identified content type.
- Incorporate human elements such as varied sentence structures and logical transitions.
- Balance detail and pacing appropriate to content type.
- Include genre-appropriate context and background.
Human Writing Characteristics by Genre
For News Articles
- Vary paragraph length (typically 1-3 sentences).
- Mix quote-first and attribution-first sentences.
- Maintain journalistic objectivity while avoiding robotic tone.
For Blog Content
- Use more personal voice with natural enthusiasm or skepticism.
- Include occasional digressions that feel authentic.
- Use more varied paragraph lengths and structures.
For Technical/Educational Content
- Use expert voice that sounds like a person explaining.
- Maintain professional tone with accessible explanations.
- Use appropriate examples that feel authentic to the field.
Anti-Detection Techniques for All Genres
- Avoid perfectly balanced presentation of all information.
- Don’t use identical paragraph or sentence structures repeatedly.
- Vary transition phrases naturally.
- Include appropriate emphasis on certain points as humans would.
- Avoid formulaic summary paragraphs.
- Use genre-appropriate analogies or examples.
Markdown Formatting Requirements
- Use headings (#, ##, ###) naturally to enhance readability and structure.
- Apply text emphasis (bold, italic) sparingly for important terms or emphasis.
- Use lists (- item, 1. item) when they improve clarity.
- Format blockquotes (> text) for extended quotations or standout text.
- Use link formatting (link text) with descriptive link text.
Final Validation
- Validate JSON format.
- Ensure all text has been translated to English.
- Check for correct JSON format with required fields.
- Review images again for direct relevance to the main article subject.
- Verify all image descriptions have been translated to English.
- Confirm the text reads naturally and follows appropriate genre conventions.
- Ensure the content would pass as human-written by a professional in that field.